{
  "version": "V5-augmentation-sidecar",
  "generated_at": "2026-07-16T00:14:18.197Z",
  "live_version": "V7",
  "live_release_date": "2026-06-11",
  "method": "workflow_and_archetype_prior_blend_v1 (pilot sidecar, not part of the live headline score)",
  "entries": [
    {
      "ssoc": "12112",
      "title": "Administration manager",
      "live_augmentation": 0.2813,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0707,
      "heterogeneous_augmentation_proxy": 0.1971,
      "delta_vs_live": -0.0842,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12221",
      "title": "Advertising/Public relations manager",
      "live_augmentation": 0.292,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0761,
      "heterogeneous_augmentation_proxy": 0.2057,
      "delta_vs_live": -0.0863,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13430",
      "title": "Aged care services manager",
      "live_augmentation": 0.1204,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0253,
      "heterogeneous_augmentation_proxy": 0.0824,
      "delta_vs_live": -0.038,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14330",
      "title": "Arts and cultural centre manager (including gallery and museum manager)",
      "live_augmentation": 0.2349,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0477,
      "heterogeneous_augmentation_proxy": 0.16,
      "delta_vs_live": -0.0749,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "14322",
      "title": "Attractions manager",
      "live_augmentation": 0.1851,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0399,
      "heterogeneous_augmentation_proxy": 0.127,
      "delta_vs_live": -0.0581,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12113",
      "title": "Audit manager",
      "live_augmentation": 0.3173,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0834,
      "heterogeneous_augmentation_proxy": 0.2237,
      "delta_vs_live": -0.0936,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12111",
      "title": "Budgeting and financial accounting manager (including financial controller)",
      "live_augmentation": 0.3349,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0868,
      "heterogeneous_augmentation_proxy": 0.2357,
      "delta_vs_live": -0.0992,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12212",
      "title": "Business development manager",
      "live_augmentation": 0.307,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0839,
      "heterogeneous_augmentation_proxy": 0.2177,
      "delta_vs_live": -0.0893,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12242",
      "title": "Call centre manager",
      "live_augmentation": 0.1592,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0643,
      "heterogeneous_augmentation_proxy": 0.1212,
      "delta_vs_live": -0.038,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14122",
      "title": "Catering manager",
      "live_augmentation": 0.09,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0365,
      "heterogeneous_augmentation_proxy": 0.0686,
      "delta_vs_live": -0.0214,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "13301",
      "title": "Chief information officer/Chief technology officer/Chief security officer",
      "live_augmentation": 0.2909,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0416,
      "heterogeneous_augmentation_proxy": 0.1912,
      "delta_vs_live": -0.0997,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "11203",
      "title": "Chief operating officer/General Manager",
      "live_augmentation": 0.3642,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0715,
      "heterogeneous_augmentation_proxy": 0.2471,
      "delta_vs_live": -0.1171,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13492",
      "title": "Community, partnership and relations manager",
      "live_augmentation": 0.2093,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.041,
      "heterogeneous_augmentation_proxy": 0.142,
      "delta_vs_live": -0.0673,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "11202",
      "title": "Company director",
      "live_augmentation": 0.3921,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0764,
      "heterogeneous_augmentation_proxy": 0.2658,
      "delta_vs_live": -0.1263,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13230",
      "title": "Construction manager",
      "live_augmentation": 0.2906,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0479,
      "heterogeneous_augmentation_proxy": 0.1935,
      "delta_vs_live": -0.0971,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12241",
      "title": "Customer service manager",
      "live_augmentation": 0.1834,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0728,
      "heterogeneous_augmentation_proxy": 0.1391,
      "delta_vs_live": -0.0443,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14391",
      "title": "Event manager",
      "live_augmentation": 0.2461,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.1642,
      "delta_vs_live": -0.0819,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13463",
      "title": "Financial risk manager",
      "live_augmentation": 0.2373,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0798,
      "heterogeneous_augmentation_proxy": 0.1743,
      "delta_vs_live": -0.063,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13461",
      "title": "Financial services manager",
      "live_augmentation": 0.213,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0717,
      "heterogeneous_augmentation_proxy": 0.1565,
      "delta_vs_live": -0.0565,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14123",
      "title": "Food and beverage operations manager",
      "live_augmentation": 0.107,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0356,
      "heterogeneous_augmentation_proxy": 0.0784,
      "delta_vs_live": -0.0286,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13420",
      "title": "Health services manager",
      "live_augmentation": 0.2213,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0592,
      "heterogeneous_augmentation_proxy": 0.1565,
      "delta_vs_live": -0.0648,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14110",
      "title": "Hotel operations/Lodging services manager",
      "live_augmentation": 0.2248,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0483,
      "heterogeneous_augmentation_proxy": 0.1542,
      "delta_vs_live": -0.0706,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "13304",
      "title": "ICT service manager",
      "live_augmentation": 0.2536,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0357,
      "heterogeneous_augmentation_proxy": 0.1664,
      "delta_vs_live": -0.0872,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12122",
      "title": "Industrial relations manager",
      "live_augmentation": 0.2833,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0747,
      "heterogeneous_augmentation_proxy": 0.1999,
      "delta_vs_live": -0.0834,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13462",
      "title": "Insurance services manager",
      "live_augmentation": 0.2309,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0774,
      "heterogeneous_augmentation_proxy": 0.1695,
      "delta_vs_live": -0.0614,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12192",
      "title": "Landscape manager",
      "live_augmentation": 0.2544,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0592,
      "heterogeneous_augmentation_proxy": 0.1763,
      "delta_vs_live": -0.0781,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "11201",
      "title": "Managing director/Chief executive officer",
      "live_augmentation": 0.4175,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0813,
      "heterogeneous_augmentation_proxy": 0.283,
      "delta_vs_live": -0.1345,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13210",
      "title": "Manufacturing manager",
      "live_augmentation": 0.3,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.05,
      "heterogeneous_augmentation_proxy": 0.2,
      "delta_vs_live": -0.1,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12222",
      "title": "Marketing manager",
      "live_augmentation": 0.288,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.082,
      "heterogeneous_augmentation_proxy": 0.2056,
      "delta_vs_live": -0.0824,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "13493",
      "title": "Media and broadcasting manager",
      "live_augmentation": 0.1997,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0392,
      "heterogeneous_augmentation_proxy": 0.1355,
      "delta_vs_live": -0.0642,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12214",
      "title": "Merchandising/Category manager",
      "live_augmentation": 0.3133,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0794,
      "heterogeneous_augmentation_proxy": 0.2197,
      "delta_vs_live": -0.0936,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13303",
      "title": "Network, communications and infrastructure manager",
      "live_augmentation": 0.2547,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0365,
      "heterogeneous_augmentation_proxy": 0.1674,
      "delta_vs_live": -0.0873,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12215",
      "title": "Online sales channel manager",
      "live_augmentation": 0.2897,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.079,
      "heterogeneous_augmentation_proxy": 0.2054,
      "delta_vs_live": -0.0843,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12121",
      "title": "Personnel/Human resource manager",
      "live_augmentation": 0.266,
      "archetype": "people_recruiting",
      "prior_label": "moderate",
      "prior_value": 0.57,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.425,
      "augmentation_share_proxy": 0.575,
      "empirical_augmentation_potential": 0.0813,
      "heterogeneous_augmentation_proxy": 0.1921,
      "delta_vs_live": -0.0739,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12131",
      "title": "Policy manager",
      "live_augmentation": 0.2442,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0489,
      "heterogeneous_augmentation_proxy": 0.1661,
      "delta_vs_live": -0.0781,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13245",
      "title": "Port/Shipping operations manager",
      "live_augmentation": 0.2582,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0487,
      "heterogeneous_augmentation_proxy": 0.1744,
      "delta_vs_live": -0.0838,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13244",
      "title": "Postal service manager",
      "live_augmentation": 0.3158,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0586,
      "heterogeneous_augmentation_proxy": 0.2129,
      "delta_vs_live": -0.1029,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12191",
      "title": "Premises and facilities maintenance manager (excluding building security manager)",
      "live_augmentation": 0.2513,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0578,
      "heterogeneous_augmentation_proxy": 0.1739,
      "delta_vs_live": -0.0774,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13410",
      "title": "Pre-school education manager",
      "live_augmentation": 0.1399,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0296,
      "heterogeneous_augmentation_proxy": 0.0958,
      "delta_vs_live": -0.0441,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13242",
      "title": "Procurement/Purchasing manager",
      "live_augmentation": 0.2908,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0545,
      "heterogeneous_augmentation_proxy": 0.1963,
      "delta_vs_live": -0.0945,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13100",
      "title": "Production manager in agriculture and fisheries",
      "live_augmentation": 0.097,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0161,
      "heterogeneous_augmentation_proxy": 0.0647,
      "delta_vs_live": -0.0323,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13292",
      "title": "Quality control/assurance manager",
      "live_augmentation": 0.2986,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0649,
      "heterogeneous_augmentation_proxy": 0.2051,
      "delta_vs_live": -0.0935,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12213",
      "title": "Regional sales manager",
      "live_augmentation": 0.3469,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0946,
      "heterogeneous_augmentation_proxy": 0.246,
      "delta_vs_live": -0.1009,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12230",
      "title": "Research and development manager",
      "live_augmentation": 0.2102,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0416,
      "heterogeneous_augmentation_proxy": 0.1428,
      "delta_vs_live": -0.0674,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "14121",
      "title": "Restaurant manager",
      "live_augmentation": 0.0859,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0348,
      "heterogeneous_augmentation_proxy": 0.0655,
      "delta_vs_live": -0.0204,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "14201",
      "title": "Retail manager",
      "live_augmentation": 0.2242,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0561,
      "heterogeneous_augmentation_proxy": 0.157,
      "delta_vs_live": -0.0672,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12133",
      "title": "Risk management manager",
      "live_augmentation": 0.2781,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0557,
      "heterogeneous_augmentation_proxy": 0.1892,
      "delta_vs_live": -0.0889,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12211",
      "title": "Sales manager",
      "live_augmentation": 0.2863,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0781,
      "heterogeneous_augmentation_proxy": 0.203,
      "delta_vs_live": -0.0833,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "13451",
      "title": "School principal",
      "live_augmentation": 0.1993,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0329,
      "heterogeneous_augmentation_proxy": 0.1327,
      "delta_vs_live": -0.0666,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "12194",
      "title": "Security manager",
      "live_augmentation": 0.2877,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0662,
      "heterogeneous_augmentation_proxy": 0.1991,
      "delta_vs_live": -0.0886,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13441",
      "title": "Social service manager",
      "live_augmentation": 0.28,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0448,
      "heterogeneous_augmentation_proxy": 0.1859,
      "delta_vs_live": -0.0941,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13302",
      "title": "Software and applications manager",
      "live_augmentation": 0.2788,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0399,
      "heterogeneous_augmentation_proxy": 0.1833,
      "delta_vs_live": -0.0955,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "14310",
      "title": "Sports centre manager",
      "live_augmentation": 0.1355,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.028,
      "heterogeneous_augmentation_proxy": 0.0925,
      "delta_vs_live": -0.043,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "12132",
      "title": "Strategic planning manager",
      "live_augmentation": 0.2766,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.0554,
      "heterogeneous_augmentation_proxy": 0.1881,
      "delta_vs_live": -0.0885,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13241",
      "title": "Supply and distribution/Logistics/Warehousing manager",
      "live_augmentation": 0.2736,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0509,
      "heterogeneous_augmentation_proxy": 0.1845,
      "delta_vs_live": -0.0891,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "13291",
      "title": "Technical/Engineering services manager (excluding transport)",
      "live_augmentation": 0.2807,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0507,
      "heterogeneous_augmentation_proxy": 0.1887,
      "delta_vs_live": -0.092,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "12123",
      "title": "Training manager",
      "live_augmentation": 0.1827,
      "archetype": "product_strategy",
      "prior_label": "moderate",
      "prior_value": 0.58,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.5125,
      "augmentation_share_proxy": 0.4875,
      "empirical_augmentation_potential": 0.049,
      "heterogeneous_augmentation_proxy": 0.1292,
      "delta_vs_live": -0.0535,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "13243",
      "title": "Transport/Technical operations manager (except port/shipping operations)",
      "live_augmentation": 0.3112,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0587,
      "heterogeneous_augmentation_proxy": 0.2102,
      "delta_vs_live": -0.101,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "14392",
      "title": "Travel agency manager",
      "live_augmentation": 0.2524,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0517,
      "heterogeneous_augmentation_proxy": 0.1721,
      "delta_vs_live": -0.0803,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "14324",
      "title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)",
      "live_augmentation": 0.2032,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0438,
      "heterogeneous_augmentation_proxy": 0.1395,
      "delta_vs_live": -0.0637,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "14202",
      "title": "Wholesale trade manager",
      "live_augmentation": 0.2869,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0718,
      "heterogeneous_augmentation_proxy": 0.2009,
      "delta_vs_live": -0.086,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "24111",
      "title": "Accountant (excluding tax accountant)",
      "live_augmentation": 0.0964,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0645,
      "heterogeneous_augmentation_proxy": 0.0837,
      "delta_vs_live": -0.0127,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21213",
      "title": "Actuary",
      "live_augmentation": 0.1108,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0742,
      "heterogeneous_augmentation_proxy": 0.0961,
      "delta_vs_live": -0.0147,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21471",
      "title": "Aeronautical engineer",
      "live_augmentation": 0.1743,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0343,
      "heterogeneous_augmentation_proxy": 0.1183,
      "delta_vs_live": -0.056,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21443",
      "title": "Air-conditioning/Refrigeration engineer",
      "live_augmentation": 0.1867,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0374,
      "heterogeneous_augmentation_proxy": 0.127,
      "delta_vs_live": -0.0597,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22141",
      "title": "Anaesthesiologist",
      "live_augmentation": 0.1976,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0317,
      "heterogeneous_augmentation_proxy": 0.1313,
      "delta_vs_live": -0.0663,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25140",
      "title": "Applications/Systems programmer",
      "live_augmentation": 0.0655,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0459,
      "heterogeneous_augmentation_proxy": 0.0577,
      "delta_vs_live": -0.0078,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26543",
      "title": "Artistic director (stage, film, television, game and radio)",
      "live_augmentation": 0.2013,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0437,
      "heterogeneous_augmentation_proxy": 0.1382,
      "delta_vs_live": -0.0631,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21524",
      "title": "Audio and video equipment engineer",
      "live_augmentation": 0.1153,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0399,
      "heterogeneous_augmentation_proxy": 0.0851,
      "delta_vs_live": -0.0302,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22661",
      "title": "Audiologist",
      "live_augmentation": 0.161,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0277,
      "heterogeneous_augmentation_proxy": 0.1077,
      "delta_vs_live": -0.0533,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24112",
      "title": "Auditor (accounting)",
      "live_augmentation": 0.1055,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0706,
      "heterogeneous_augmentation_proxy": 0.0915,
      "delta_vs_live": -0.014,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "26411",
      "title": "Author",
      "live_augmentation": 0.0557,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0725,
      "heterogeneous_augmentation_proxy": 0.0624,
      "delta_vs_live": 0.0067,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21413",
      "title": "Automation engineer (including robotics engineer)",
      "live_augmentation": 0.2505,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0459,
      "heterogeneous_augmentation_proxy": 0.1687,
      "delta_vs_live": -0.0818,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21343",
      "title": "Biochemist",
      "live_augmentation": 0.17,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0271,
      "heterogeneous_augmentation_proxy": 0.1128,
      "delta_vs_live": -0.0572,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21311",
      "title": "Biologist",
      "live_augmentation": 0.0886,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0603,
      "heterogeneous_augmentation_proxy": 0.0773,
      "delta_vs_live": -0.0113,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21491",
      "title": "Biomedical engineer",
      "live_augmentation": 0.1765,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0342,
      "heterogeneous_augmentation_proxy": 0.1196,
      "delta_vs_live": -0.0569,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21610",
      "title": "Building architect",
      "live_augmentation": 0.1668,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0264,
      "heterogeneous_augmentation_proxy": 0.1106,
      "delta_vs_live": -0.0562,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21422",
      "title": "Building construction engineer",
      "live_augmentation": 0.1215,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0296,
      "heterogeneous_augmentation_proxy": 0.0848,
      "delta_vs_live": -0.0367,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24213",
      "title": "Business and financial project management professional",
      "live_augmentation": 0.2382,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0766,
      "heterogeneous_augmentation_proxy": 0.1736,
      "delta_vs_live": -0.0646,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24212",
      "title": "Business consultant",
      "live_augmentation": 0.2545,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0568,
      "heterogeneous_augmentation_proxy": 0.1754,
      "delta_vs_live": -0.0791,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24122",
      "title": "Business valuer",
      "live_augmentation": 0.2203,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0631,
      "heterogeneous_augmentation_proxy": 0.1574,
      "delta_vs_live": -0.0629,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "22132",
      "title": "Cardiothoracic surgeon",
      "live_augmentation": 0.1003,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0157,
      "heterogeneous_augmentation_proxy": 0.0665,
      "delta_vs_live": -0.0338,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26375",
      "title": "Career coach (counselling)",
      "live_augmentation": 0.2351,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0448,
      "heterogeneous_augmentation_proxy": 0.159,
      "delta_vs_live": -0.0761,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21130",
      "title": "Chemist",
      "live_augmentation": 0.1971,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0435,
      "heterogeneous_augmentation_proxy": 0.1357,
      "delta_vs_live": -0.0614,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21711",
      "title": "Chief engineer/Second engineer (ship)",
      "live_augmentation": 0.161,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.025,
      "heterogeneous_augmentation_proxy": 0.1066,
      "delta_vs_live": -0.0544,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21421",
      "title": "Civil engineer",
      "live_augmentation": 0.1448,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0351,
      "heterogeneous_augmentation_proxy": 0.1009,
      "delta_vs_live": -0.0439,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26341",
      "title": "Clinical psychologist",
      "live_augmentation": 0.1694,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0338,
      "heterogeneous_augmentation_proxy": 0.1152,
      "delta_vs_live": -0.0542,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21347",
      "title": "Clinical research professional",
      "live_augmentation": 0.3041,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0482,
      "heterogeneous_augmentation_proxy": 0.2017,
      "delta_vs_live": -0.1024,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25231",
      "title": "Cloud specialist",
      "live_augmentation": 0.1494,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0596,
      "heterogeneous_augmentation_proxy": 0.1135,
      "delta_vs_live": -0.0359,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21721",
      "title": "Commercial airline pilot",
      "live_augmentation": 0.1129,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0159,
      "heterogeneous_augmentation_proxy": 0.0741,
      "delta_vs_live": -0.0388,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24154",
      "title": "Commodities and freight derivatives broker",
      "live_augmentation": 0.2482,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0718,
      "heterogeneous_augmentation_proxy": 0.1776,
      "delta_vs_live": -0.0706,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24351",
      "title": "Commodities trader (excluding oil and bunker)",
      "live_augmentation": 0.2909,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0786,
      "heterogeneous_augmentation_proxy": 0.206,
      "delta_vs_live": -0.0849,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24132",
      "title": "Compliance officer/Risk analyst (financial)",
      "live_augmentation": 0.2015,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0932,
      "heterogeneous_augmentation_proxy": 0.1582,
      "delta_vs_live": -0.0433,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21522",
      "title": "Computer engineer",
      "live_augmentation": 0.0818,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0285,
      "heterogeneous_augmentation_proxy": 0.0605,
      "delta_vs_live": -0.0213,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26413",
      "title": "Content writer",
      "live_augmentation": 0.0479,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0623,
      "heterogeneous_augmentation_proxy": 0.0537,
      "delta_vs_live": 0.0058,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26373",
      "title": "Counsellor (family)",
      "live_augmentation": 0.1972,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0376,
      "heterogeneous_augmentation_proxy": 0.1334,
      "delta_vs_live": -0.0638,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "24311",
      "title": "Creative advertising professional",
      "live_augmentation": 0.2656,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0609,
      "heterogeneous_augmentation_proxy": 0.1837,
      "delta_vs_live": -0.0819,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "26212",
      "title": "Curator",
      "live_augmentation": 0.1615,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.044,
      "heterogeneous_augmentation_proxy": 0.1145,
      "delta_vs_live": -0.047,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "25241",
      "title": "Cyber risk specialist",
      "live_augmentation": 0.124,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.063,
      "heterogeneous_augmentation_proxy": 0.0996,
      "delta_vs_live": -0.0244,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25245",
      "title": "Cybersecurity architect",
      "live_augmentation": 0.1228,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0543,
      "heterogeneous_augmentation_proxy": 0.0954,
      "delta_vs_live": -0.0274,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25291",
      "title": "Data centre engineer",
      "live_augmentation": 0.0651,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0405,
      "heterogeneous_augmentation_proxy": 0.0553,
      "delta_vs_live": -0.0098,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21222",
      "title": "Data scientist",
      "live_augmentation": 0.2686,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0686,
      "heterogeneous_augmentation_proxy": 0.1886,
      "delta_vs_live": -0.08,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25211",
      "title": "Database administrator",
      "live_augmentation": 0.0863,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0747,
      "heterogeneous_augmentation_proxy": 0.0817,
      "delta_vs_live": -0.0046,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25212",
      "title": "Database architect",
      "live_augmentation": 0.0899,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.067,
      "heterogeneous_augmentation_proxy": 0.0807,
      "delta_vs_live": -0.0092,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22122",
      "title": "Dermatologist",
      "live_augmentation": 0.2354,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0379,
      "heterogeneous_augmentation_proxy": 0.1564,
      "delta_vs_live": -0.079,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22142",
      "title": "Diagnostic radiologist",
      "live_augmentation": 0.2155,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0346,
      "heterogeneous_augmentation_proxy": 0.1431,
      "delta_vs_live": -0.0724,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22651",
      "title": "Dietitian",
      "live_augmentation": 0.2753,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0532,
      "heterogeneous_augmentation_proxy": 0.1865,
      "delta_vs_live": -0.0888,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24314",
      "title": "Digital marketing professional (e.g. online, social media, e-commerce marketing professional)",
      "live_augmentation": 0.2489,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0868,
      "heterogeneous_augmentation_proxy": 0.184,
      "delta_vs_live": -0.0649,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "26542",
      "title": "Director (stage, film, television, game, commercial, video and radio)",
      "live_augmentation": 0.2576,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0559,
      "heterogeneous_augmentation_proxy": 0.1769,
      "delta_vs_live": -0.0807,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "23622",
      "title": "Early intervention teacher for infants and children",
      "live_augmentation": 0.2117,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0332,
      "heterogeneous_augmentation_proxy": 0.1403,
      "delta_vs_live": -0.0714,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "26310",
      "title": "Economist",
      "live_augmentation": 0.2523,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0842,
      "heterogeneous_augmentation_proxy": 0.1851,
      "delta_vs_live": -0.0672,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26422",
      "title": "Editor (news and periodicals)",
      "live_augmentation": 0.347,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0823,
      "heterogeneous_augmentation_proxy": 0.2411,
      "delta_vs_live": -0.1059,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26544",
      "title": "Editor (radio, television and video)",
      "live_augmentation": 0.232,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0502,
      "heterogeneous_augmentation_proxy": 0.1593,
      "delta_vs_live": -0.0727,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21511",
      "title": "Electrical engineer",
      "live_augmentation": 0.1665,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0341,
      "heterogeneous_augmentation_proxy": 0.1135,
      "delta_vs_live": -0.053,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21521",
      "title": "Electronics engineer",
      "live_augmentation": 0.1154,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.04,
      "heterogeneous_augmentation_proxy": 0.0852,
      "delta_vs_live": -0.0302,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21526",
      "title": "Embedded systems engineer (including port systems engineer)",
      "live_augmentation": 0.1271,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0439,
      "heterogeneous_augmentation_proxy": 0.0938,
      "delta_vs_live": -0.0333,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22143",
      "title": "Emergency physician",
      "live_augmentation": 0.1901,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0308,
      "heterogeneous_augmentation_proxy": 0.1264,
      "delta_vs_live": -0.0637,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21496",
      "title": "Energy engineer",
      "live_augmentation": 0.2562,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0493,
      "heterogeneous_augmentation_proxy": 0.1734,
      "delta_vs_live": -0.0828,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25113",
      "title": "Enterprise/Solution architect",
      "live_augmentation": 0.2246,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0659,
      "heterogeneous_augmentation_proxy": 0.1611,
      "delta_vs_live": -0.0635,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21430",
      "title": "Environmental engineer",
      "live_augmentation": 0.215,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0352,
      "heterogeneous_augmentation_proxy": 0.1431,
      "delta_vs_live": -0.0719,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21331",
      "title": "Environmental officer (environmental protection)",
      "live_augmentation": 0.2448,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0405,
      "heterogeneous_augmentation_proxy": 0.1631,
      "delta_vs_live": -0.0817,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22632",
      "title": "Environmental officer (public health)",
      "live_augmentation": 0.3371,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0647,
      "heterogeneous_augmentation_proxy": 0.2281,
      "delta_vs_live": -0.109,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24232",
      "title": "Executive search consultant",
      "live_augmentation": 0.2187,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0444,
      "heterogeneous_augmentation_proxy": 0.149,
      "delta_vs_live": -0.0697,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21631",
      "title": "Fashion designer",
      "live_augmentation": 0.1656,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0325,
      "heterogeneous_augmentation_proxy": 0.1123,
      "delta_vs_live": -0.0533,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24131",
      "title": "Financial analyst (e.g. equities analyst, credit analyst, investment research analyst)",
      "live_augmentation": 0.1918,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0887,
      "heterogeneous_augmentation_proxy": 0.1506,
      "delta_vs_live": -0.0412,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24135",
      "title": "Financial product structurer",
      "live_augmentation": 0.24,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.1115,
      "heterogeneous_augmentation_proxy": 0.1886,
      "delta_vs_live": -0.0514,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24121",
      "title": "Financial/Investment adviser (e.g. relationship manager)",
      "live_augmentation": 0.1972,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0813,
      "heterogeneous_augmentation_proxy": 0.1508,
      "delta_vs_live": -0.0464,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21723",
      "title": "Flying instructor (except air force)",
      "live_augmentation": 0.1285,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0216,
      "heterogeneous_augmentation_proxy": 0.0857,
      "delta_vs_live": -0.0428,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21454",
      "title": "Food and drink technologist",
      "live_augmentation": 0.2703,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0448,
      "heterogeneous_augmentation_proxy": 0.1801,
      "delta_vs_live": -0.0902,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24152",
      "title": "Foreign exchange broker",
      "live_augmentation": 0.239,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0691,
      "heterogeneous_augmentation_proxy": 0.171,
      "delta_vs_live": -0.068,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24142",
      "title": "Foreign exchange dealer",
      "live_augmentation": 0.2872,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0736,
      "heterogeneous_augmentation_proxy": 0.2018,
      "delta_vs_live": -0.0854,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24133",
      "title": "Fund/Portfolio manager (including asset allocator)",
      "live_augmentation": 0.2284,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.1061,
      "heterogeneous_augmentation_proxy": 0.1795,
      "delta_vs_live": -0.0489,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "22611",
      "title": "General dental practitioner",
      "live_augmentation": 0.0712,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0113,
      "heterogeneous_augmentation_proxy": 0.0472,
      "delta_vs_live": -0.024,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22110",
      "title": "General practitioner/physician",
      "live_augmentation": 0.1169,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0193,
      "heterogeneous_augmentation_proxy": 0.0779,
      "delta_vs_live": -0.039,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22131",
      "title": "General surgeon",
      "live_augmentation": 0.1008,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0158,
      "heterogeneous_augmentation_proxy": 0.0668,
      "delta_vs_live": -0.034,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21661",
      "title": "Graphic designer",
      "live_augmentation": 0.1109,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0298,
      "heterogeneous_augmentation_proxy": 0.0784,
      "delta_vs_live": -0.0325,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24231",
      "title": "Human resource consultant (excluding executive search consultant)",
      "live_augmentation": 0.3372,
      "archetype": "people_recruiting",
      "prior_label": "moderate",
      "prior_value": 0.57,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.425,
      "augmentation_share_proxy": 0.575,
      "empirical_augmentation_potential": 0.111,
      "heterogeneous_augmentation_proxy": 0.2467,
      "delta_vs_live": -0.0905,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "21652",
      "title": "Hydrographic surveyor",
      "live_augmentation": 0.0753,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.038,
      "heterogeneous_augmentation_proxy": 0.0604,
      "delta_vs_live": -0.0149,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25152",
      "title": "ICT auditor",
      "live_augmentation": 0.1253,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0887,
      "heterogeneous_augmentation_proxy": 0.1106,
      "delta_vs_live": -0.0147,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "25112",
      "title": "ICT business process consultant/Business analyst",
      "live_augmentation": 0.1973,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0562,
      "heterogeneous_augmentation_proxy": 0.1408,
      "delta_vs_live": -0.0565,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25151",
      "title": "ICT quality assurance specialist",
      "live_augmentation": 0.1394,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0985,
      "heterogeneous_augmentation_proxy": 0.123,
      "delta_vs_live": -0.0164,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24333",
      "title": "ICT sales and services professional",
      "live_augmentation": 0.1699,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0967,
      "heterogeneous_augmentation_proxy": 0.1406,
      "delta_vs_live": -0.0293,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "26343",
      "title": "Industrial and organisational psychologist",
      "live_augmentation": 0.2062,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0411,
      "heterogeneous_augmentation_proxy": 0.1402,
      "delta_vs_live": -0.066,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21442",
      "title": "Industrial machinery and tools engineer",
      "live_augmentation": 0.1647,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0328,
      "heterogeneous_augmentation_proxy": 0.1119,
      "delta_vs_live": -0.0528,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24234",
      "title": "Industrial relations officer",
      "live_augmentation": 0.2534,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0513,
      "heterogeneous_augmentation_proxy": 0.1726,
      "delta_vs_live": -0.0808,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21493",
      "title": "Industrial safety engineer",
      "live_augmentation": 0.1769,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0341,
      "heterogeneous_augmentation_proxy": 0.1198,
      "delta_vs_live": -0.0571,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26112",
      "title": "In-house legal counsel (except judiciary, ministries and statutory boards)",
      "live_augmentation": 0.296,
      "archetype": "legal_compliance",
      "prior_label": "moderate",
      "prior_value": 0.48,
      "workflow_augmentation_readiness": 0.7167,
      "autonomy_proxy": 0.3813,
      "augmentation_share_proxy": 0.6187,
      "empirical_augmentation_potential": 0.0848,
      "heterogeneous_augmentation_proxy": 0.2115,
      "delta_vs_live": -0.0845,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21525",
      "title": "Instrumentation engineer",
      "live_augmentation": 0.1248,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0432,
      "heterogeneous_augmentation_proxy": 0.0921,
      "delta_vs_live": -0.0327,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24160",
      "title": "Insurance underwriter",
      "live_augmentation": 0.0598,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0798,
      "heterogeneous_augmentation_proxy": 0.0678,
      "delta_vs_live": 0.008,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24251",
      "title": "Intellectual property agent",
      "live_augmentation": 0.0389,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0377,
      "heterogeneous_augmentation_proxy": 0.0384,
      "delta_vs_live": -0.0005,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21664",
      "title": "Interaction designer",
      "live_augmentation": 0.1842,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0494,
      "heterogeneous_augmentation_proxy": 0.1303,
      "delta_vs_live": -0.0539,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22124",
      "title": "Internal medicine physician",
      "live_augmentation": 0.1903,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0306,
      "heterogeneous_augmentation_proxy": 0.1264,
      "delta_vs_live": -0.0639,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25232",
      "title": "IT infrastructure specialist",
      "live_augmentation": 0.1273,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0508,
      "heterogeneous_augmentation_proxy": 0.0967,
      "delta_vs_live": -0.0306,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26421",
      "title": "Journalist",
      "live_augmentation": 0.2471,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0584,
      "heterogeneous_augmentation_proxy": 0.1716,
      "delta_vs_live": -0.0755,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21651",
      "title": "Land surveyor",
      "live_augmentation": 0.0736,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0371,
      "heterogeneous_augmentation_proxy": 0.059,
      "delta_vs_live": -0.0146,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21621",
      "title": "Landscape architect",
      "live_augmentation": 0.1443,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0302,
      "heterogeneous_augmentation_proxy": 0.0986,
      "delta_vs_live": -0.0457,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26221",
      "title": "Librarian",
      "live_augmentation": 0.2375,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0525,
      "heterogeneous_augmentation_proxy": 0.1635,
      "delta_vs_live": -0.074,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21513",
      "title": "Lift engineer",
      "live_augmentation": 0.1511,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0307,
      "heterogeneous_augmentation_proxy": 0.1029,
      "delta_vs_live": -0.0482,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24211",
      "title": "Management consultant",
      "live_augmentation": 0.2915,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0664,
      "heterogeneous_augmentation_proxy": 0.2014,
      "delta_vs_live": -0.0901,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21411",
      "title": "Manufacturing engineer",
      "live_augmentation": 0.1929,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0353,
      "heterogeneous_augmentation_proxy": 0.1299,
      "delta_vs_live": -0.063,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21473",
      "title": "Marine engineer",
      "live_augmentation": 0.1429,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0282,
      "heterogeneous_augmentation_proxy": 0.097,
      "delta_vs_live": -0.0459,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21714",
      "title": "Marine superintendent",
      "live_augmentation": 0.1921,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0304,
      "heterogeneous_augmentation_proxy": 0.1274,
      "delta_vs_live": -0.0647,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21712",
      "title": "Marine superintendent (engineer)",
      "live_augmentation": 0.1598,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0249,
      "heterogeneous_augmentation_proxy": 0.1058,
      "delta_vs_live": -0.054,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24312",
      "title": "Market research professional",
      "live_augmentation": 0.2479,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0566,
      "heterogeneous_augmentation_proxy": 0.1714,
      "delta_vs_live": -0.0765,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24313",
      "title": "Marketing strategy/planning professional",
      "live_augmentation": 0.3071,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.1071,
      "heterogeneous_augmentation_proxy": 0.2271,
      "delta_vs_live": -0.08,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "21492",
      "title": "Materials engineer",
      "live_augmentation": 0.1783,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0343,
      "heterogeneous_augmentation_proxy": 0.1207,
      "delta_vs_live": -0.0576,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21441",
      "title": "Mechanical engineer",
      "live_augmentation": 0.184,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0367,
      "heterogeneous_augmentation_proxy": 0.1251,
      "delta_vs_live": -0.0589,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21531",
      "title": "Media and broadcasting engineer",
      "live_augmentation": 0.0727,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0447,
      "heterogeneous_augmentation_proxy": 0.0615,
      "delta_vs_live": -0.0112,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24332",
      "title": "Medical and pharmaceutical products sales professional",
      "live_augmentation": 0.154,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0874,
      "heterogeneous_augmentation_proxy": 0.1273,
      "delta_vs_live": -0.0267,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "22693",
      "title": "Medical diagnostic radiographer",
      "live_augmentation": 0.1449,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0258,
      "heterogeneous_augmentation_proxy": 0.0973,
      "delta_vs_live": -0.0476,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21342",
      "title": "Medical laboratory scientist",
      "live_augmentation": 0.1974,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0314,
      "heterogeneous_augmentation_proxy": 0.131,
      "delta_vs_live": -0.0664,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21346",
      "title": "Medical scientist",
      "live_augmentation": 0.191,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0304,
      "heterogeneous_augmentation_proxy": 0.1267,
      "delta_vs_live": -0.0643,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26353",
      "title": "Medical social worker",
      "live_augmentation": 0.1453,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0278,
      "heterogeneous_augmentation_proxy": 0.0983,
      "delta_vs_live": -0.047,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26361",
      "title": "Minister of religion",
      "live_augmentation": 0.2501,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0476,
      "heterogeneous_augmentation_proxy": 0.1691,
      "delta_vs_live": -0.081,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21662",
      "title": "Multimedia (including games) designer",
      "live_augmentation": 0.1275,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0342,
      "heterogeneous_augmentation_proxy": 0.0902,
      "delta_vs_live": -0.0373,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25123",
      "title": "Multimedia (including games) developer",
      "live_augmentation": 0.0182,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0515,
      "heterogeneous_augmentation_proxy": 0.0315,
      "delta_vs_live": 0.0133,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21663",
      "title": "Multimedia artist and animator",
      "live_augmentation": 0.1532,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0464,
      "heterogeneous_augmentation_proxy": 0.1105,
      "delta_vs_live": -0.0427,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25220",
      "title": "Network, servers and computer systems administrator",
      "live_augmentation": 0.053,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0482,
      "heterogeneous_augmentation_proxy": 0.0511,
      "delta_vs_live": -0.0019,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22652",
      "title": "Nutritionist",
      "live_augmentation": 0.3018,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0583,
      "heterogeneous_augmentation_proxy": 0.2044,
      "delta_vs_live": -0.0974,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22144",
      "title": "Obstetrician/Gynaecologist",
      "live_augmentation": 0.1888,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0308,
      "heterogeneous_augmentation_proxy": 0.1256,
      "delta_vs_live": -0.0632,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22631",
      "title": "Occupational health and safety professional",
      "live_augmentation": 0.2631,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0504,
      "heterogeneous_augmentation_proxy": 0.178,
      "delta_vs_live": -0.0851,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22680",
      "title": "Occupational therapist",
      "live_augmentation": 0.1247,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0203,
      "heterogeneous_augmentation_proxy": 0.0829,
      "delta_vs_live": -0.0418,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24352",
      "title": "Oil and bunker trader",
      "live_augmentation": 0.2839,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0762,
      "heterogeneous_augmentation_proxy": 0.2008,
      "delta_vs_live": -0.0831,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21212",
      "title": "Operations research analyst",
      "live_augmentation": 0.0826,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0558,
      "heterogeneous_augmentation_proxy": 0.0719,
      "delta_vs_live": -0.0107,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22145",
      "title": "Ophthalmologist",
      "live_augmentation": 0.227,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0368,
      "heterogeneous_augmentation_proxy": 0.1509,
      "delta_vs_live": -0.0761,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22670",
      "title": "Optometrist",
      "live_augmentation": 0.1258,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0214,
      "heterogeneous_augmentation_proxy": 0.0841,
      "delta_vs_live": -0.0417,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22135",
      "title": "Orthopaedic surgeon",
      "live_augmentation": 0.088,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0138,
      "heterogeneous_augmentation_proxy": 0.0583,
      "delta_vs_live": -0.0297,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22148",
      "title": "Otorhinolaryngologist/Ear, nose, throat (ENT) specialist",
      "live_augmentation": 0.2199,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0353,
      "heterogeneous_augmentation_proxy": 0.1461,
      "delta_vs_live": -0.0738,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22126",
      "title": "Paediatrician",
      "live_augmentation": 0.1922,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0309,
      "heterogeneous_augmentation_proxy": 0.1277,
      "delta_vs_live": -0.0645,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24233",
      "title": "Personnel/Human resource officer",
      "live_augmentation": 0.1764,
      "archetype": "people_recruiting",
      "prior_label": "moderate",
      "prior_value": 0.57,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.425,
      "augmentation_share_proxy": 0.575,
      "empirical_augmentation_potential": 0.058,
      "heterogeneous_augmentation_proxy": 0.1291,
      "delta_vs_live": -0.0473,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "22621",
      "title": "Pharmacist (patient care)",
      "live_augmentation": 0.2225,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0375,
      "heterogeneous_augmentation_proxy": 0.1485,
      "delta_vs_live": -0.074,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21341",
      "title": "Pharmacologist",
      "live_augmentation": 0.2924,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0462,
      "heterogeneous_augmentation_proxy": 0.1939,
      "delta_vs_live": -0.0985,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22640",
      "title": "Physiotherapist",
      "live_augmentation": 0.1189,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0192,
      "heterogeneous_augmentation_proxy": 0.079,
      "delta_vs_live": -0.0399,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22692",
      "title": "Podiatrist",
      "live_augmentation": 0.1386,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0247,
      "heterogeneous_augmentation_proxy": 0.093,
      "delta_vs_live": -0.0456,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24220",
      "title": "Policy administration professional (e.g. policy analyst)",
      "live_augmentation": 0.1401,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0562,
      "heterogeneous_augmentation_proxy": 0.1065,
      "delta_vs_live": -0.0336,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21512",
      "title": "Power generation and distribution engineer",
      "live_augmentation": 0.2116,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0428,
      "heterogeneous_augmentation_proxy": 0.1441,
      "delta_vs_live": -0.0675,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21415",
      "title": "Process engineer",
      "live_augmentation": 0.1639,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.03,
      "heterogeneous_augmentation_proxy": 0.1104,
      "delta_vs_live": -0.0535,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21498",
      "title": "Procurement engineer",
      "live_augmentation": 0.1694,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0387,
      "heterogeneous_augmentation_proxy": 0.1171,
      "delta_vs_live": -0.0523,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "26541",
      "title": "Producer (stage, film, television, game, commercial, video and radio)",
      "live_augmentation": 0.2252,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0488,
      "heterogeneous_augmentation_proxy": 0.1547,
      "delta_vs_live": -0.0705,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "21632",
      "title": "Product and industrial designer",
      "live_augmentation": 0.1466,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0285,
      "heterogeneous_augmentation_proxy": 0.0993,
      "delta_vs_live": -0.0473,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21412",
      "title": "Production engineer",
      "live_augmentation": 0.2081,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0382,
      "heterogeneous_augmentation_proxy": 0.1401,
      "delta_vs_live": -0.068,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22128",
      "title": "Psychiatrist",
      "live_augmentation": 0.2039,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0331,
      "heterogeneous_augmentation_proxy": 0.1356,
      "delta_vs_live": -0.0683,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24320",
      "title": "Public relations/Corporate communications professional",
      "live_augmentation": 0.1717,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0394,
      "heterogeneous_augmentation_proxy": 0.1188,
      "delta_vs_live": -0.0529,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21414",
      "title": "Quality control/assurance engineer",
      "live_augmentation": 0.1943,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0509,
      "heterogeneous_augmentation_proxy": 0.1369,
      "delta_vs_live": -0.0574,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21494",
      "title": "Quantity surveyor",
      "live_augmentation": 0.1276,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0245,
      "heterogeneous_augmentation_proxy": 0.0864,
      "delta_vs_live": -0.0412,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22694",
      "title": "Radiation therapist",
      "live_augmentation": 0.1362,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0243,
      "heterogeneous_augmentation_proxy": 0.0914,
      "delta_vs_live": -0.0448,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22200",
      "title": "Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse)",
      "live_augmentation": 0.1747,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0299,
      "heterogeneous_augmentation_proxy": 0.1168,
      "delta_vs_live": -0.0579,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24291",
      "title": "Research officer (non-statistical)",
      "live_augmentation": 0.1402,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.039,
      "heterogeneous_augmentation_proxy": 0.0997,
      "delta_vs_live": -0.0405,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24315",
      "title": "Revenue specialist",
      "live_augmentation": 0.3021,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0692,
      "heterogeneous_augmentation_proxy": 0.2089,
      "delta_vs_live": -0.0932,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21475",
      "title": "Rolling stock engineer",
      "live_augmentation": 0.2075,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0408,
      "heterogeneous_augmentation_proxy": 0.1408,
      "delta_vs_live": -0.0667,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24334",
      "title": "Sales professional (institutional sales of financial products)",
      "live_augmentation": 0.1723,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.098,
      "heterogeneous_augmentation_proxy": 0.1426,
      "delta_vs_live": -0.0297,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "26374",
      "title": "School counsellor",
      "live_augmentation": 0.2253,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0433,
      "heterogeneous_augmentation_proxy": 0.1525,
      "delta_vs_live": -0.0728,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26412",
      "title": "Script writer and editor",
      "live_augmentation": 0.0555,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0724,
      "heterogeneous_augmentation_proxy": 0.0622,
      "delta_vs_live": 0.0067,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "24151",
      "title": "Securities and finance broker",
      "live_augmentation": 0.2426,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0701,
      "heterogeneous_augmentation_proxy": 0.1736,
      "delta_vs_live": -0.069,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24141",
      "title": "Securities and finance dealer",
      "live_augmentation": 0.2702,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0693,
      "heterogeneous_augmentation_proxy": 0.1898,
      "delta_vs_live": -0.0804,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "25243",
      "title": "Security operations specialist",
      "live_augmentation": 0.1246,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0644,
      "heterogeneous_augmentation_proxy": 0.1005,
      "delta_vs_live": -0.0241,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21523",
      "title": "Semi-conductor engineer",
      "live_augmentation": 0.1019,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0352,
      "heterogeneous_augmentation_proxy": 0.0752,
      "delta_vs_live": -0.0267,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21670",
      "title": "Service designer",
      "live_augmentation": 0.1659,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0527,
      "heterogeneous_augmentation_proxy": 0.1206,
      "delta_vs_live": -0.0453,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24362",
      "title": "Ship broker (e.g. charter or sales & purchase)",
      "live_augmentation": 0.29,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.1181,
      "heterogeneous_augmentation_proxy": 0.2213,
      "delta_vs_live": -0.0687,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "24353",
      "title": "Ship charterer",
      "live_augmentation": 0.3024,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0811,
      "heterogeneous_augmentation_proxy": 0.2139,
      "delta_vs_live": -0.0885,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "26322",
      "title": "Social science researcher",
      "live_augmentation": 0.241,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0512,
      "heterogeneous_augmentation_proxy": 0.1651,
      "delta_vs_live": -0.0759,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "26351",
      "title": "Social worker (general)",
      "live_augmentation": 0.1288,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0247,
      "heterogeneous_augmentation_proxy": 0.0872,
      "delta_vs_live": -0.0416,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "25121",
      "title": "Software developer",
      "live_augmentation": 0.0242,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0687,
      "heterogeneous_augmentation_proxy": 0.042,
      "delta_vs_live": 0.0178,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22662",
      "title": "Speech therapist",
      "live_augmentation": 0.1555,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0268,
      "heterogeneous_augmentation_proxy": 0.104,
      "delta_vs_live": -0.0515,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21231",
      "title": "Statistical officer/Data analyst",
      "live_augmentation": 0.1472,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0752,
      "heterogeneous_augmentation_proxy": 0.1184,
      "delta_vs_live": -0.0288,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "21221",
      "title": "Statistician",
      "live_augmentation": 0.1624,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.114,
      "delta_vs_live": -0.0484,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25111",
      "title": "Systems designer/analyst",
      "live_augmentation": 0.1795,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0511,
      "heterogeneous_augmentation_proxy": 0.1281,
      "delta_vs_live": -0.0514,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24113",
      "title": "Tax accountant",
      "live_augmentation": 0.1582,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.1059,
      "heterogeneous_augmentation_proxy": 0.1373,
      "delta_vs_live": -0.0209,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "23103",
      "title": "Teaching assistant/Tutor in university",
      "live_augmentation": 0.1522,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.032,
      "heterogeneous_augmentation_proxy": 0.1041,
      "delta_vs_live": -0.0481,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "24331",
      "title": "Technical sales professional",
      "live_augmentation": 0.1344,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0763,
      "heterogeneous_augmentation_proxy": 0.1111,
      "delta_vs_live": -0.0233,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "26414",
      "title": "Technical writer",
      "live_augmentation": 0.0548,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0719,
      "heterogeneous_augmentation_proxy": 0.0616,
      "delta_vs_live": 0.0068,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "23300",
      "title": "Technical/Vocational/Commercial education institute teacher and trainer",
      "live_augmentation": 0.1251,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0214,
      "heterogeneous_augmentation_proxy": 0.0836,
      "delta_vs_live": -0.0415,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21532",
      "title": "Telecommunications engineer",
      "live_augmentation": 0.0827,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0509,
      "heterogeneous_augmentation_proxy": 0.07,
      "delta_vs_live": -0.0127,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24361",
      "title": "Trade broker",
      "live_augmentation": 0.2896,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0778,
      "heterogeneous_augmentation_proxy": 0.2049,
      "delta_vs_live": -0.0847,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "22301",
      "title": "Traditional Chinese medicine practitioner",
      "live_augmentation": 0.1756,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.028,
      "heterogeneous_augmentation_proxy": 0.1166,
      "delta_vs_live": -0.059,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "24240",
      "title": "Training and staff development professional",
      "live_augmentation": 0.1185,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0402,
      "heterogeneous_augmentation_proxy": 0.0872,
      "delta_vs_live": -0.0313,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "26431",
      "title": "Translator",
      "live_augmentation": 0.2824,
      "archetype": "writing_editorial",
      "prior_label": "stronger",
      "prior_value": 0.72,
      "workflow_augmentation_readiness": 0.6333,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0701,
      "heterogeneous_augmentation_proxy": 0.1975,
      "delta_vs_live": -0.0849,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "dillon_etal_2025"
      ]
    },
    {
      "ssoc": "24134",
      "title": "Treasury manager",
      "live_augmentation": 0.1807,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.059,
      "heterogeneous_augmentation_proxy": 0.132,
      "delta_vs_live": -0.0487,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "23101",
      "title": "University lecturer",
      "live_augmentation": 0.2709,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0563,
      "heterogeneous_augmentation_proxy": 0.1851,
      "delta_vs_live": -0.0858,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "21641",
      "title": "Urban planner",
      "live_augmentation": 0.1549,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0272,
      "heterogeneous_augmentation_proxy": 0.1038,
      "delta_vs_live": -0.0511,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22138",
      "title": "Urologist",
      "live_augmentation": 0.1197,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0188,
      "heterogeneous_augmentation_proxy": 0.0793,
      "delta_vs_live": -0.0404,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "22500",
      "title": "Veterinarian",
      "live_augmentation": 0.1742,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0278,
      "heterogeneous_augmentation_proxy": 0.1156,
      "delta_vs_live": -0.0586,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "25122",
      "title": "Web and mobile applications developer",
      "live_augmentation": 0.019,
      "archetype": "software_engineering",
      "prior_label": "stronger",
      "prior_value": 0.66,
      "workflow_augmentation_readiness": 0.6167,
      "autonomy_proxy": 0.6688,
      "augmentation_share_proxy": 0.3312,
      "empirical_augmentation_potential": 0.0537,
      "heterogeneous_augmentation_proxy": 0.0329,
      "delta_vs_live": 0.0139,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33392",
      "title": "Advertising salesman",
      "live_augmentation": 0.1778,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0312,
      "heterogeneous_augmentation_proxy": 0.1192,
      "delta_vs_live": -0.0586,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31211",
      "title": "Aeronautical engineering technician",
      "live_augmentation": 0.035,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0107,
      "heterogeneous_augmentation_proxy": 0.0253,
      "delta_vs_live": -0.0097,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33222",
      "title": "After sales adviser/Client account service executive",
      "live_augmentation": 0.1821,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0843,
      "heterogeneous_augmentation_proxy": 0.143,
      "delta_vs_live": -0.0391,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "31594",
      "title": "Air cargo officer",
      "live_augmentation": 0.0572,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0084,
      "heterogeneous_augmentation_proxy": 0.0377,
      "delta_vs_live": -0.0195,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33611",
      "title": "Air transport equipment project executive",
      "live_augmentation": 0.095,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0224,
      "heterogeneous_augmentation_proxy": 0.066,
      "delta_vs_live": -0.029,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31571",
      "title": "Air transport service supervisor",
      "live_augmentation": 0.0859,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.009,
      "heterogeneous_augmentation_proxy": 0.0551,
      "delta_vs_live": -0.0308,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31152",
      "title": "Air-conditioning/Refrigeration engineering technician",
      "live_augmentation": 0.0839,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0141,
      "heterogeneous_augmentation_proxy": 0.056,
      "delta_vs_live": -0.0279,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33151",
      "title": "Appraiser/Valuer (excluding intangible asset valuer)",
      "live_augmentation": 0.1205,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0352,
      "heterogeneous_augmentation_proxy": 0.0864,
      "delta_vs_live": -0.0341,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31184",
      "title": "Architectural draughtsman",
      "live_augmentation": 0.0717,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0105,
      "heterogeneous_augmentation_proxy": 0.0472,
      "delta_vs_live": -0.0245,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36202",
      "title": "Art and craft instructor (extracurriculum)",
      "live_augmentation": 0.253,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0559,
      "heterogeneous_augmentation_proxy": 0.1741,
      "delta_vs_live": -0.0789,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "33152",
      "title": "Assessor",
      "live_augmentation": 0.0883,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0261,
      "heterogeneous_augmentation_proxy": 0.0634,
      "delta_vs_live": -0.0249,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33131",
      "title": "Assistant accountant",
      "live_augmentation": 0.073,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0488,
      "heterogeneous_augmentation_proxy": 0.0633,
      "delta_vs_live": -0.0097,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31001",
      "title": "Assistant civil and structural engineer",
      "live_augmentation": 0.0532,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0118,
      "heterogeneous_augmentation_proxy": 0.0366,
      "delta_vs_live": -0.0166,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31002",
      "title": "Assistant electrical engineer",
      "live_augmentation": 0.0584,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.013,
      "heterogeneous_augmentation_proxy": 0.0403,
      "delta_vs_live": -0.0181,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31003",
      "title": "Assistant electronics engineer",
      "live_augmentation": 0.0664,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0147,
      "heterogeneous_augmentation_proxy": 0.0457,
      "delta_vs_live": -0.0207,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31006",
      "title": "Assistant manufacturing engineer",
      "live_augmentation": 0.0522,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0115,
      "heterogeneous_augmentation_proxy": 0.0359,
      "delta_vs_live": -0.0163,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31004",
      "title": "Assistant mechanical engineer",
      "live_augmentation": 0.0404,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.009,
      "heterogeneous_augmentation_proxy": 0.0278,
      "delta_vs_live": -0.0126,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34210",
      "title": "Athlete/Sportsman",
      "live_augmentation": 0.1181,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.016,
      "heterogeneous_augmentation_proxy": 0.0773,
      "delta_vs_live": -0.0408,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31143",
      "title": "Audio and video equipment technician",
      "live_augmentation": 0.0433,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0112,
      "heterogeneous_augmentation_proxy": 0.0304,
      "delta_vs_live": -0.0129,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33132",
      "title": "Audit associate professional",
      "live_augmentation": 0.0727,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0487,
      "heterogeneous_augmentation_proxy": 0.0631,
      "delta_vs_live": -0.0096,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31174",
      "title": "Automation technician",
      "live_augmentation": 0.0258,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0078,
      "heterogeneous_augmentation_proxy": 0.0186,
      "delta_vs_live": -0.0072,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31212",
      "title": "Automotive engineering technician",
      "live_augmentation": 0.0274,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0084,
      "heterogeneous_augmentation_proxy": 0.0198,
      "delta_vs_live": -0.0076,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31122",
      "title": "Building technician",
      "live_augmentation": 0.0671,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0141,
      "heterogeneous_augmentation_proxy": 0.0459,
      "delta_vs_live": -0.0212,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33221",
      "title": "Business development executive",
      "live_augmentation": 0.1483,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0693,
      "heterogeneous_augmentation_proxy": 0.1167,
      "delta_vs_live": -0.0316,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "33231",
      "title": "Buyer",
      "live_augmentation": 0.1302,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0232,
      "heterogeneous_augmentation_proxy": 0.0874,
      "delta_vs_live": -0.0428,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34341",
      "title": "Chef",
      "live_augmentation": 0.1518,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0377,
      "heterogeneous_augmentation_proxy": 0.1062,
      "delta_vs_live": -0.0456,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "31161",
      "title": "Chemical engineering technician",
      "live_augmentation": 0.0534,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0179,
      "heterogeneous_augmentation_proxy": 0.0392,
      "delta_vs_live": -0.0142,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31163",
      "title": "Chemical engineering technician (petrochemicals)",
      "live_augmentation": 0.0557,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0186,
      "heterogeneous_augmentation_proxy": 0.0409,
      "delta_vs_live": -0.0148,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31111",
      "title": "Chemistry technician",
      "live_augmentation": 0.0596,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0222,
      "heterogeneous_augmentation_proxy": 0.0446,
      "delta_vs_live": -0.015,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31121",
      "title": "Civil engineering technician",
      "live_augmentation": 0.0721,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0154,
      "heterogeneous_augmentation_proxy": 0.0494,
      "delta_vs_live": -0.0227,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31183",
      "title": "Civil/Structural engineering draughtsman",
      "live_augmentation": 0.0537,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.008,
      "heterogeneous_augmentation_proxy": 0.0354,
      "delta_vs_live": -0.0183,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33311",
      "title": "Clearing and forwarding agent",
      "live_augmentation": 0.0031,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0216,
      "heterogeneous_augmentation_proxy": 0.0105,
      "delta_vs_live": 0.0074,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31412",
      "title": "Clinical research coordinator",
      "live_augmentation": 0.0731,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0182,
      "heterogeneous_augmentation_proxy": 0.0511,
      "delta_vs_live": -0.022,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32530",
      "title": "Community health worker",
      "live_augmentation": 0.0298,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0185,
      "heterogeneous_augmentation_proxy": 0.0253,
      "delta_vs_live": -0.0045,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35110",
      "title": "Computer systems operator",
      "live_augmentation": 0.1703,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0301,
      "heterogeneous_augmentation_proxy": 0.1142,
      "delta_vs_live": -0.0561,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33493",
      "title": "Crewing executive (ship)",
      "live_augmentation": 0.1053,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0229,
      "heterogeneous_augmentation_proxy": 0.0723,
      "delta_vs_live": -0.033,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32143",
      "title": "Dental technician",
      "live_augmentation": 0.0579,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0114,
      "heterogeneous_augmentation_proxy": 0.0393,
      "delta_vs_live": -0.0186,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31131",
      "title": "Electrical engineering technician",
      "live_augmentation": 0.0751,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0135,
      "heterogeneous_augmentation_proxy": 0.0505,
      "delta_vs_live": -0.0246,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31182",
      "title": "Electrical/Electronics draughtsman",
      "live_augmentation": 0.0744,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.011,
      "heterogeneous_augmentation_proxy": 0.049,
      "delta_vs_live": -0.0254,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31141",
      "title": "Electronics engineering technician",
      "live_augmentation": 0.041,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0106,
      "heterogeneous_augmentation_proxy": 0.0288,
      "delta_vs_live": -0.0122,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33330",
      "title": "Employment agent/Labour contractor",
      "live_augmentation": 0.0447,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0359,
      "heterogeneous_augmentation_proxy": 0.0412,
      "delta_vs_live": -0.0035,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32200",
      "title": "Enrolled/Assistant nurse (excluding registered nurse)",
      "live_augmentation": 0.0591,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0146,
      "heterogeneous_augmentation_proxy": 0.0413,
      "delta_vs_live": -0.0178,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32571",
      "title": "Environmental inspector (environmental public health)",
      "live_augmentation": 0.0443,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0276,
      "heterogeneous_augmentation_proxy": 0.0376,
      "delta_vs_live": -0.0067,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33320",
      "title": "Exhibition/Conference/Event planner (including wedding planner/coordinator)",
      "live_augmentation": 0.1283,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0223,
      "heterogeneous_augmentation_proxy": 0.0859,
      "delta_vs_live": -0.0424,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33121",
      "title": "Financial markets back office administrator",
      "live_augmentation": 0.1173,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.076,
      "heterogeneous_augmentation_proxy": 0.1008,
      "delta_vs_live": -0.0165,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31711",
      "title": "Fire and safety inspector",
      "live_augmentation": 0.0984,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0112,
      "heterogeneous_augmentation_proxy": 0.0635,
      "delta_vs_live": -0.0349,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31593",
      "title": "Flight operations officer",
      "live_augmentation": 0.0568,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0085,
      "heterogeneous_augmentation_proxy": 0.0375,
      "delta_vs_live": -0.0193,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31522",
      "title": "Harbour pilot",
      "live_augmentation": 0.0408,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0048,
      "heterogeneous_augmentation_proxy": 0.0264,
      "delta_vs_live": -0.0144,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36203",
      "title": "Information technology trainer (extracurriculum)",
      "live_augmentation": 0.3679,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0813,
      "heterogeneous_augmentation_proxy": 0.2533,
      "delta_vs_live": -0.1146,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31144",
      "title": "Instrumentation technician",
      "live_augmentation": 0.0487,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0125,
      "heterogeneous_augmentation_proxy": 0.0342,
      "delta_vs_live": -0.0145,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33211",
      "title": "Insurance sales agent/broker (including independent financial planner)",
      "live_augmentation": 0.0007,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0743,
      "heterogeneous_augmentation_proxy": 0.0302,
      "delta_vs_live": 0.0295,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "34321",
      "title": "Interior designer",
      "live_augmentation": 0.0598,
      "archetype": "design_creative",
      "prior_label": "moderate",
      "prior_value": 0.6,
      "workflow_augmentation_readiness": 0.6,
      "autonomy_proxy": 0.675,
      "augmentation_share_proxy": 0.325,
      "empirical_augmentation_potential": 0.0211,
      "heterogeneous_augmentation_proxy": 0.0443,
      "delta_vs_live": -0.0155,
      "research_keys": [
        "dellacqua_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33393",
      "title": "International market agent/representative (e.g. junket operator)",
      "live_augmentation": 0.2648,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0465,
      "heterogeneous_augmentation_proxy": 0.1775,
      "delta_vs_live": -0.0873,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35121",
      "title": "IT Infrastructure technician",
      "live_augmentation": 0.134,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0221,
      "heterogeneous_augmentation_proxy": 0.0893,
      "delta_vs_live": -0.0447,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35122",
      "title": "IT security technician",
      "live_augmentation": 0.2048,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.034,
      "heterogeneous_augmentation_proxy": 0.1365,
      "delta_vs_live": -0.0683,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35123",
      "title": "IT support technician (including IT user helpdesk technician)",
      "live_augmentation": 0.1947,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0321,
      "heterogeneous_augmentation_proxy": 0.1297,
      "delta_vs_live": -0.065,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34342",
      "title": "Kitchen operations head/supervisor",
      "live_augmentation": 0.1077,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0131,
      "heterogeneous_augmentation_proxy": 0.0699,
      "delta_vs_live": -0.0378,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31123",
      "title": "Land surveying technician",
      "live_augmentation": 0.0762,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0162,
      "heterogeneous_augmentation_proxy": 0.0522,
      "delta_vs_live": -0.024,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31602",
      "title": "Landscape operations officer",
      "live_augmentation": 0.0671,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0069,
      "heterogeneous_augmentation_proxy": 0.043,
      "delta_vs_live": -0.0241,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36201",
      "title": "Language instructor (extracurriculum)",
      "live_augmentation": 0.254,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0564,
      "heterogeneous_augmentation_proxy": 0.175,
      "delta_vs_live": -0.079,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "34110",
      "title": "Legal associate professional (e.g. paralegal)",
      "live_augmentation": 0.0463,
      "archetype": "legal_compliance",
      "prior_label": "moderate",
      "prior_value": 0.48,
      "workflow_augmentation_readiness": 0.7167,
      "autonomy_proxy": 0.3813,
      "augmentation_share_proxy": 0.6187,
      "empirical_augmentation_potential": 0.0741,
      "heterogeneous_augmentation_proxy": 0.0574,
      "delta_vs_live": 0.0111,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34331",
      "title": "Library officer",
      "live_augmentation": 0.1118,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0161,
      "heterogeneous_augmentation_proxy": 0.0735,
      "delta_vs_live": -0.0383,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31132",
      "title": "Lift technician",
      "live_augmentation": 0.0663,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0119,
      "heterogeneous_augmentation_proxy": 0.0445,
      "delta_vs_live": -0.0218,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31595",
      "title": "Load control officer (aircraft)",
      "live_augmentation": 0.0495,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0073,
      "heterogeneous_augmentation_proxy": 0.0326,
      "delta_vs_live": -0.0169,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33461",
      "title": "Logistics/Production planner",
      "live_augmentation": 0.0864,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0393,
      "heterogeneous_augmentation_proxy": 0.0676,
      "delta_vs_live": -0.0188,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31153",
      "title": "Machining/Tooling technician",
      "live_augmentation": 0.0723,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0121,
      "heterogeneous_augmentation_proxy": 0.0482,
      "delta_vs_live": -0.0241,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33462",
      "title": "Maintenance planner",
      "live_augmentation": 0.1093,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0293,
      "heterogeneous_augmentation_proxy": 0.0773,
      "delta_vs_live": -0.032,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33491",
      "title": "Management executive",
      "live_augmentation": 0.0949,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.021,
      "heterogeneous_augmentation_proxy": 0.0654,
      "delta_vs_live": -0.0295,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31171",
      "title": "Manufacturing engineering technician",
      "live_augmentation": 0.0221,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0067,
      "heterogeneous_augmentation_proxy": 0.0159,
      "delta_vs_live": -0.0062,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31185",
      "title": "Marine draughtsman",
      "live_augmentation": 0.0693,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0101,
      "heterogeneous_augmentation_proxy": 0.0456,
      "delta_vs_live": -0.0237,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31510",
      "title": "Marine engineering officer (including third, fourth and fifth engineer)",
      "live_augmentation": 0.0738,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0071,
      "heterogeneous_augmentation_proxy": 0.0471,
      "delta_vs_live": -0.0267,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31213",
      "title": "Marine surveyor (ship and nautical)",
      "live_augmentation": 0.0439,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0133,
      "heterogeneous_augmentation_proxy": 0.0317,
      "delta_vs_live": -0.0122,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33223",
      "title": "Marketing and sales executive (food & beverage services)",
      "live_augmentation": 0.149,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0692,
      "heterogeneous_augmentation_proxy": 0.1171,
      "delta_vs_live": -0.0319,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "34222",
      "title": "Martial arts instructor",
      "live_augmentation": 0.1108,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.019,
      "heterogeneous_augmentation_proxy": 0.0741,
      "delta_vs_live": -0.0367,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "32551",
      "title": "Massage therapist",
      "live_augmentation": 0.0323,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0082,
      "heterogeneous_augmentation_proxy": 0.0227,
      "delta_vs_live": -0.0096,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31181",
      "title": "Mechanical draughtsman",
      "live_augmentation": 0.086,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0126,
      "heterogeneous_augmentation_proxy": 0.0566,
      "delta_vs_live": -0.0294,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31151",
      "title": "Mechanical engineering technician",
      "live_augmentation": 0.0507,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0085,
      "heterogeneous_augmentation_proxy": 0.0338,
      "delta_vs_live": -0.0169,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35211",
      "title": "Media and broadcasting operations technician",
      "live_augmentation": 0.0414,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0115,
      "heterogeneous_augmentation_proxy": 0.0294,
      "delta_vs_live": -0.012,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32120",
      "title": "Medical and pathology laboratory technician",
      "live_augmentation": 0.0394,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0215,
      "heterogeneous_augmentation_proxy": 0.0322,
      "delta_vs_live": -0.0072,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32112",
      "title": "Medical X-ray technician",
      "live_augmentation": 0.0748,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0203,
      "heterogeneous_augmentation_proxy": 0.053,
      "delta_vs_live": -0.0218,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33225",
      "title": "Merchandising/Category executive",
      "live_augmentation": 0.0887,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0191,
      "heterogeneous_augmentation_proxy": 0.0609,
      "delta_vs_live": -0.0278,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36204",
      "title": "Music instructor (extracurriculum)",
      "live_augmentation": 0.2144,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0473,
      "heterogeneous_augmentation_proxy": 0.1476,
      "delta_vs_live": -0.0668,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "39910",
      "title": "Non-ordained religious associate professional",
      "live_augmentation": 0.0714,
      "archetype": "general_professional",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5583,
      "autonomy_proxy": 0.5375,
      "augmentation_share_proxy": 0.4625,
      "empirical_augmentation_potential": 0.0184,
      "heterogeneous_augmentation_proxy": 0.0502,
      "delta_vs_live": -0.0212,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "32572",
      "title": "Occupational health and safety inspector",
      "live_augmentation": 0.0349,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0217,
      "heterogeneous_augmentation_proxy": 0.0296,
      "delta_vs_live": -0.0053,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33224",
      "title": "Online sales channel executive",
      "live_augmentation": 0.1001,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0467,
      "heterogeneous_augmentation_proxy": 0.0787,
      "delta_vs_live": -0.0214,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "33492",
      "title": "Operations officer (except transport operations)",
      "live_augmentation": 0.106,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0234,
      "heterogeneous_augmentation_proxy": 0.073,
      "delta_vs_live": -0.033,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32540",
      "title": "Optician",
      "live_augmentation": 0.0546,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.014,
      "heterogeneous_augmentation_proxy": 0.0384,
      "delta_vs_live": -0.0162,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32591",
      "title": "Paramedic",
      "live_augmentation": 0.0443,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0275,
      "heterogeneous_augmentation_proxy": 0.0376,
      "delta_vs_live": -0.0067,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34343",
      "title": "Pastry Chef",
      "live_augmentation": 0.1324,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0329,
      "heterogeneous_augmentation_proxy": 0.0926,
      "delta_vs_live": -0.0398,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "32130",
      "title": "Pharmacy technician",
      "live_augmentation": 0.0388,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0195,
      "heterogeneous_augmentation_proxy": 0.0311,
      "delta_vs_live": -0.0077,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34310",
      "title": "Photographer",
      "live_augmentation": 0.1633,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0288,
      "heterogeneous_augmentation_proxy": 0.1095,
      "delta_vs_live": -0.0538,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34223",
      "title": "Physical fitness instructor (including yoga instructor and aerobics instructor)",
      "live_augmentation": 0.0966,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0166,
      "heterogeneous_augmentation_proxy": 0.0646,
      "delta_vs_live": -0.032,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31574",
      "title": "Port/Shipping operations supervisor (including post-fixture and planner)",
      "live_augmentation": 0.0543,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0058,
      "heterogeneous_augmentation_proxy": 0.0349,
      "delta_vs_live": -0.0194,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31601",
      "title": "Premises and facilities maintenance officer",
      "live_augmentation": 0.0669,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0068,
      "heterogeneous_augmentation_proxy": 0.0429,
      "delta_vs_live": -0.024,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36100",
      "title": "Pre-primary education teacher",
      "live_augmentation": 0.0562,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0125,
      "heterogeneous_augmentation_proxy": 0.0387,
      "delta_vs_live": -0.0175,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "36910",
      "title": "Private tutor (academic)",
      "live_augmentation": 0.3295,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0728,
      "heterogeneous_augmentation_proxy": 0.2268,
      "delta_vs_live": -0.1027,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31173",
      "title": "Process engineering technician",
      "live_augmentation": 0.0262,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.008,
      "heterogeneous_augmentation_proxy": 0.0189,
      "delta_vs_live": -0.0073,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31172",
      "title": "Production engineering technician",
      "live_augmentation": 0.0302,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0092,
      "heterogeneous_augmentation_proxy": 0.0218,
      "delta_vs_live": -0.0084,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33232",
      "title": "Purchasing agent",
      "live_augmentation": 0.1143,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0204,
      "heterogeneous_augmentation_proxy": 0.0767,
      "delta_vs_live": -0.0376,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31175",
      "title": "Quality assurance technician",
      "live_augmentation": 0.0293,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0183,
      "heterogeneous_augmentation_proxy": 0.0249,
      "delta_vs_live": -0.0044,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "33340",
      "title": "Real estate agent",
      "live_augmentation": 0.2289,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0267,
      "heterogeneous_augmentation_proxy": 0.148,
      "delta_vs_live": -0.0809,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "36991",
      "title": "Relief teacher",
      "live_augmentation": 0.2722,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0601,
      "heterogeneous_augmentation_proxy": 0.1874,
      "delta_vs_live": -0.0848,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "31124",
      "title": "Resident technical officer",
      "live_augmentation": 0.0653,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0139,
      "heterogeneous_augmentation_proxy": 0.0447,
      "delta_vs_live": -0.0206,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31597",
      "title": "Road transport operations officer",
      "live_augmentation": 0.0551,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0082,
      "heterogeneous_augmentation_proxy": 0.0363,
      "delta_vs_live": -0.0188,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31214",
      "title": "Rolling stock engineering technician",
      "live_augmentation": 0.0268,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0082,
      "heterogeneous_augmentation_proxy": 0.0194,
      "delta_vs_live": -0.0074,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33394",
      "title": "Safety and security consultant",
      "live_augmentation": 0.2569,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0448,
      "heterogeneous_augmentation_proxy": 0.1721,
      "delta_vs_live": -0.0848,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31720",
      "title": "Safety inspector (vehicles, processes and products)",
      "live_augmentation": 0.0459,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0152,
      "heterogeneous_augmentation_proxy": 0.0336,
      "delta_vs_live": -0.0123,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31142",
      "title": "Semi-conductor technician",
      "live_augmentation": 0.0576,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0148,
      "heterogeneous_augmentation_proxy": 0.0405,
      "delta_vs_live": -0.0171,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33312",
      "title": "Shipping agent/Boarding officer",
      "live_augmentation": 0.0034,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0236,
      "heterogeneous_augmentation_proxy": 0.0115,
      "delta_vs_live": 0.0081,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34122",
      "title": "Social work associate",
      "live_augmentation": 0.0961,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0109,
      "heterogeneous_augmentation_proxy": 0.062,
      "delta_vs_live": -0.0341,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32111",
      "title": "Sonographer",
      "live_augmentation": 0.0836,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0227,
      "heterogeneous_augmentation_proxy": 0.0592,
      "delta_vs_live": -0.0244,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34221",
      "title": "Sports coach",
      "live_augmentation": 0.1632,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0164,
      "heterogeneous_augmentation_proxy": 0.1045,
      "delta_vs_live": -0.0587,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "33133",
      "title": "Tax associate professional",
      "live_augmentation": 0.0931,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0625,
      "heterogeneous_augmentation_proxy": 0.0809,
      "delta_vs_live": -0.0122,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "35220",
      "title": "Telecommunications technician",
      "live_augmentation": 0.049,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0069,
      "heterogeneous_augmentation_proxy": 0.0321,
      "delta_vs_live": -0.0169,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31596",
      "title": "Train operations officer",
      "live_augmentation": 0.0668,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.01,
      "heterogeneous_augmentation_proxy": 0.0441,
      "delta_vs_live": -0.0227,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "31572",
      "title": "Train service supervisor",
      "live_augmentation": 0.0824,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0087,
      "heterogeneous_augmentation_proxy": 0.0529,
      "delta_vs_live": -0.0295,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "32400",
      "title": "Veterinary technician/assistant",
      "live_augmentation": 0.0213,
      "archetype": "healthcare_clinical",
      "prior_label": "limited",
      "prior_value": 0.34,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.2125,
      "augmentation_share_proxy": 0.7875,
      "empirical_augmentation_potential": 0.0133,
      "heterogeneous_augmentation_proxy": 0.0181,
      "delta_vs_live": -0.0032,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35212",
      "title": "Video camera operator",
      "live_augmentation": 0.059,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0164,
      "heterogeneous_augmentation_proxy": 0.0419,
      "delta_vs_live": -0.0171,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34323",
      "title": "Visual merchandiser",
      "live_augmentation": 0.065,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0178,
      "heterogeneous_augmentation_proxy": 0.0461,
      "delta_vs_live": -0.0189,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34123",
      "title": "Volunteer executive",
      "live_augmentation": 0.1189,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0135,
      "heterogeneous_augmentation_proxy": 0.0767,
      "delta_vs_live": -0.0422,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "35140",
      "title": "Website administrator/Webmaster",
      "live_augmentation": 0.052,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0332,
      "heterogeneous_augmentation_proxy": 0.0445,
      "delta_vs_live": -0.0075,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "34121",
      "title": "Youth work associate",
      "live_augmentation": 0.0834,
      "archetype": "general_technical",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.4333,
      "autonomy_proxy": 0.5438,
      "augmentation_share_proxy": 0.4563,
      "empirical_augmentation_potential": 0.0095,
      "heterogeneous_augmentation_proxy": 0.0538,
      "delta_vs_live": -0.0296,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43233",
      "title": "Air transport clerk",
      "live_augmentation": 0.0348,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0225,
      "heterogeneous_augmentation_proxy": 0.0299,
      "delta_vs_live": -0.0049,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43113",
      "title": "Audit clerk",
      "live_augmentation": 0.0239,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.058,
      "heterogeneous_augmentation_proxy": 0.0375,
      "delta_vs_live": 0.0136,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "43121",
      "title": "Bank operations clerk",
      "live_augmentation": 0.0117,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.044,
      "heterogeneous_augmentation_proxy": 0.0246,
      "delta_vs_live": 0.0129,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42111",
      "title": "Bank teller",
      "live_augmentation": 0.0471,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.028,
      "heterogeneous_augmentation_proxy": 0.0395,
      "delta_vs_live": -0.0076,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42141",
      "title": "Bill collector",
      "live_augmentation": 0.0304,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0445,
      "heterogeneous_augmentation_proxy": 0.0361,
      "delta_vs_live": 0.0057,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43115",
      "title": "Billing clerk",
      "live_augmentation": 0.0284,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.0337,
      "delta_vs_live": 0.0053,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43111",
      "title": "Bookkeeper",
      "live_augmentation": 0.034,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.049,
      "heterogeneous_augmentation_proxy": 0.04,
      "delta_vs_live": 0.006,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42246",
      "title": "Contact centre information clerk",
      "live_augmentation": 0.0467,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.032,
      "heterogeneous_augmentation_proxy": 0.0408,
      "delta_vs_live": -0.0059,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42245",
      "title": "Customer service officer/clerk",
      "live_augmentation": 0.0483,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0333,
      "heterogeneous_augmentation_proxy": 0.0423,
      "delta_vs_live": -0.006,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "41320",
      "title": "Data entry clerk",
      "live_augmentation": 0.0057,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0405,
      "heterogeneous_augmentation_proxy": 0.0196,
      "delta_vs_live": 0.0139,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43151",
      "title": "Data processing control clerk",
      "live_augmentation": 0.007,
      "archetype": "data_analytics",
      "prior_label": "stronger",
      "prior_value": 0.62,
      "workflow_augmentation_readiness": 0.5917,
      "autonomy_proxy": 0.6438,
      "augmentation_share_proxy": 0.3562,
      "empirical_augmentation_potential": 0.0492,
      "heterogeneous_augmentation_proxy": 0.0239,
      "delta_vs_live": 0.0169,
      "research_keys": [
        "dillon_etal_2025",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43142",
      "title": "Enumerator/Market research interviewer",
      "live_augmentation": 0.0853,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0442,
      "heterogeneous_augmentation_proxy": 0.0689,
      "delta_vs_live": -0.0164,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42247",
      "title": "Hotel executive (including hotel reservation and front desk executive)",
      "live_augmentation": 0.0555,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0378,
      "heterogeneous_augmentation_proxy": 0.0484,
      "delta_vs_live": -0.0071,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42242",
      "title": "Hotel receptionist (including hotel reservation and front desk clerk)",
      "live_augmentation": 0.0418,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0483,
      "heterogeneous_augmentation_proxy": 0.0444,
      "delta_vs_live": 0.0026,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "43122",
      "title": "Insurance/Underwriting clerk",
      "live_augmentation": 0.0127,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0789,
      "heterogeneous_augmentation_proxy": 0.0392,
      "delta_vs_live": 0.0265,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "43232",
      "title": "Land transport clerk",
      "live_augmentation": 0.0427,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0277,
      "heterogeneous_augmentation_proxy": 0.0367,
      "delta_vs_live": -0.006,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43112",
      "title": "Ledger and accounts clerk",
      "live_augmentation": 0.0304,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0438,
      "heterogeneous_augmentation_proxy": 0.0358,
      "delta_vs_live": 0.0054,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "44170",
      "title": "Legal clerk",
      "live_augmentation": 0.0489,
      "archetype": "legal_compliance",
      "prior_label": "moderate",
      "prior_value": 0.48,
      "workflow_augmentation_readiness": 0.7167,
      "autonomy_proxy": 0.3813,
      "augmentation_share_proxy": 0.6187,
      "empirical_augmentation_potential": 0.0757,
      "heterogeneous_augmentation_proxy": 0.0596,
      "delta_vs_live": 0.0107,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "44110",
      "title": "Library clerk",
      "live_augmentation": 0.0206,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0167,
      "heterogeneous_augmentation_proxy": 0.019,
      "delta_vs_live": -0.0016,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43221",
      "title": "Material planning clerk",
      "live_augmentation": 0.0583,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0317,
      "heterogeneous_augmentation_proxy": 0.0476,
      "delta_vs_live": -0.0107,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42243",
      "title": "Medical/Dental receptionist",
      "live_augmentation": 0.0341,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0393,
      "heterogeneous_augmentation_proxy": 0.0362,
      "delta_vs_live": 0.0021,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "42113",
      "title": "Money changer",
      "live_augmentation": 0.0599,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0355,
      "heterogeneous_augmentation_proxy": 0.0501,
      "delta_vs_live": -0.0098,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "41101",
      "title": "Office clerk (including filing and copying)",
      "live_augmentation": 0.0102,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0316,
      "heterogeneous_augmentation_proxy": 0.0188,
      "delta_vs_live": 0.0086,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "40000",
      "title": "Office supervisor",
      "live_augmentation": 0.1054,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0378,
      "heterogeneous_augmentation_proxy": 0.0783,
      "delta_vs_live": -0.0271,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42244",
      "title": "Passenger services agent",
      "live_augmentation": 0.0523,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0355,
      "heterogeneous_augmentation_proxy": 0.0456,
      "delta_vs_live": -0.0067,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42131",
      "title": "Pawnbroker",
      "live_augmentation": 0.0251,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0362,
      "heterogeneous_augmentation_proxy": 0.0295,
      "delta_vs_live": 0.0044,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43114",
      "title": "Payroll/Wages clerk",
      "live_augmentation": 0.0336,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0489,
      "heterogeneous_augmentation_proxy": 0.0397,
      "delta_vs_live": 0.0061,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "41102",
      "title": "Personnel/Human resource clerk",
      "live_augmentation": 0.0134,
      "archetype": "people_recruiting",
      "prior_label": "moderate",
      "prior_value": 0.57,
      "workflow_augmentation_readiness": 0.6417,
      "autonomy_proxy": 0.425,
      "augmentation_share_proxy": 0.575,
      "empirical_augmentation_potential": 0.0772,
      "heterogeneous_augmentation_proxy": 0.0389,
      "delta_vs_live": 0.0255,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "42112",
      "title": "Postal service counter clerk",
      "live_augmentation": 0.0383,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0227,
      "heterogeneous_augmentation_proxy": 0.032,
      "delta_vs_live": -0.0063,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "44122",
      "title": "Postman",
      "live_augmentation": 0.0087,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0286,
      "heterogeneous_augmentation_proxy": 0.0167,
      "delta_vs_live": 0.008,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43116",
      "title": "Procurement/Purchasing clerk",
      "live_augmentation": 0.0331,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.067,
      "heterogeneous_augmentation_proxy": 0.0466,
      "delta_vs_live": 0.0135,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43222",
      "title": "Production planning clerk",
      "live_augmentation": 0.0546,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0296,
      "heterogeneous_augmentation_proxy": 0.0446,
      "delta_vs_live": -0.01,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "44191",
      "title": "Proofreading clerk",
      "live_augmentation": 0.0166,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0421,
      "heterogeneous_augmentation_proxy": 0.0268,
      "delta_vs_live": 0.0102,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42241",
      "title": "Receptionist (general)",
      "live_augmentation": 0.041,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0474,
      "heterogeneous_augmentation_proxy": 0.0435,
      "delta_vs_live": 0.0025,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "41201",
      "title": "Secretary",
      "live_augmentation": 0.0093,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0486,
      "heterogeneous_augmentation_proxy": 0.025,
      "delta_vs_live": 0.0157,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43123",
      "title": "Securities clerk",
      "live_augmentation": 0.0111,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0413,
      "heterogeneous_augmentation_proxy": 0.0232,
      "delta_vs_live": 0.0121,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43231",
      "title": "Shipping clerk",
      "live_augmentation": 0.038,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0243,
      "heterogeneous_augmentation_proxy": 0.0325,
      "delta_vs_live": -0.0055,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43141",
      "title": "Statistical clerk",
      "live_augmentation": 0.0758,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0396,
      "heterogeneous_augmentation_proxy": 0.0613,
      "delta_vs_live": -0.0145,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43211",
      "title": "Stock records clerk",
      "live_augmentation": 0.0213,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0133,
      "heterogeneous_augmentation_proxy": 0.0181,
      "delta_vs_live": -0.0032,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "43212",
      "title": "Storekeeper",
      "live_augmentation": 0.0166,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0104,
      "heterogeneous_augmentation_proxy": 0.0141,
      "delta_vs_live": -0.0025,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42230",
      "title": "Telephone operator",
      "live_augmentation": 0.044,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0411,
      "heterogeneous_augmentation_proxy": 0.0429,
      "delta_vs_live": -0.0011,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "42210",
      "title": "Travel consultant/Reservation executive",
      "live_augmentation": 0.0963,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0338,
      "heterogeneous_augmentation_proxy": 0.0713,
      "delta_vs_live": -0.025,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "41310",
      "title": "Typist and word processing operator",
      "live_augmentation": 0.0546,
      "archetype": "general_clerical",
      "prior_label": "moderate",
      "prior_value": 0.56,
      "workflow_augmentation_readiness": 0.45,
      "autonomy_proxy": 0.5562,
      "augmentation_share_proxy": 0.4438,
      "empirical_augmentation_potential": 0.0416,
      "heterogeneous_augmentation_proxy": 0.0494,
      "delta_vs_live": -0.0052,
      "research_keys": [
        "brynjolfsson_li_raymond_2023",
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "51132",
      "title": "Attractions guide",
      "live_augmentation": 0.1452,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.1037,
      "delta_vs_live": -0.0415,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54123",
      "title": "Auxiliary police officer",
      "live_augmentation": 0.0417,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0126,
      "heterogeneous_augmentation_proxy": 0.0301,
      "delta_vs_live": -0.0116,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51322",
      "title": "Barista",
      "live_augmentation": 0.023,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0145,
      "heterogeneous_augmentation_proxy": 0.0196,
      "delta_vs_live": -0.0034,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51321",
      "title": "Bartender/Mixologist",
      "live_augmentation": 0.0268,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0169,
      "heterogeneous_augmentation_proxy": 0.0228,
      "delta_vs_live": -0.004,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51421",
      "title": "Beautician",
      "live_augmentation": 0.0698,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0179,
      "heterogeneous_augmentation_proxy": 0.049,
      "delta_vs_live": -0.0208,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51702",
      "title": "Bookmaker/Croupier/Casino dealer and related gaming worker",
      "live_augmentation": 0.0067,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0306,
      "heterogeneous_augmentation_proxy": 0.0163,
      "delta_vs_live": 0.0096,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51112",
      "title": "Cabin attendant/steward",
      "live_augmentation": 0.0709,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.0591,
      "delta_vs_live": -0.0118,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52301",
      "title": "Cage/Count supervisor",
      "live_augmentation": 0.0235,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0453,
      "heterogeneous_augmentation_proxy": 0.0322,
      "delta_vs_live": 0.0087,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51311",
      "title": "Captain waiter/Waiter supervisor",
      "live_augmentation": 0.0058,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0208,
      "heterogeneous_augmentation_proxy": 0.0118,
      "delta_vs_live": 0.006,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52302",
      "title": "Cashier (general)",
      "live_augmentation": 0.0178,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0343,
      "heterogeneous_augmentation_proxy": 0.0244,
      "delta_vs_live": 0.0066,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51111",
      "title": "Chief steward",
      "live_augmentation": 0.0674,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0394,
      "heterogeneous_augmentation_proxy": 0.0562,
      "delta_vs_live": -0.0112,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "53113",
      "title": "Child/After school care centre worker",
      "live_augmentation": 0.0633,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0256,
      "heterogeneous_augmentation_proxy": 0.0482,
      "delta_vs_live": -0.0151,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51201",
      "title": "Cook (e.g. commis cook 2/3)",
      "live_augmentation": 0.0202,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0247,
      "heterogeneous_augmentation_proxy": 0.022,
      "delta_vs_live": 0.0018,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "53203",
      "title": "Dental aide/assistant",
      "live_augmentation": 0.073,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0281,
      "heterogeneous_augmentation_proxy": 0.055,
      "delta_vs_live": -0.018,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51950",
      "title": "Driving instructor/tester",
      "live_augmentation": 0.0229,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0047,
      "heterogeneous_augmentation_proxy": 0.0156,
      "delta_vs_live": -0.0073,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "53115",
      "title": "Educarer",
      "live_augmentation": 0.0439,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0178,
      "heterogeneous_augmentation_proxy": 0.0334,
      "delta_vs_live": -0.0105,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52492",
      "title": "Food service counter attendant",
      "live_augmentation": 0.0246,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0414,
      "heterogeneous_augmentation_proxy": 0.0313,
      "delta_vs_live": 0.0067,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51411",
      "title": "Hair stylist/Hairdresser",
      "live_augmentation": 0.0482,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0203,
      "heterogeneous_augmentation_proxy": 0.037,
      "delta_vs_live": -0.0112,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "53201",
      "title": "Healthcare assistant (e.g. therapy aide/assistant)",
      "live_augmentation": 0.0678,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0259,
      "heterogeneous_augmentation_proxy": 0.051,
      "delta_vs_live": -0.0168,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51502",
      "title": "House steward",
      "live_augmentation": 0.1595,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0385,
      "heterogeneous_augmentation_proxy": 0.1111,
      "delta_vs_live": -0.0484,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51501",
      "title": "Housekeeper (hotels and other establishments)",
      "live_augmentation": 0.1657,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0405,
      "heterogeneous_augmentation_proxy": 0.1156,
      "delta_vs_live": -0.0501,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51503",
      "title": "Housekeeping matron",
      "live_augmentation": 0.1719,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0415,
      "heterogeneous_augmentation_proxy": 0.1197,
      "delta_vs_live": -0.0522,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54193",
      "title": "Insurance investigator",
      "live_augmentation": 0.0607,
      "archetype": "finance_investing",
      "prior_label": "moderate",
      "prior_value": 0.52,
      "workflow_augmentation_readiness": 0.6667,
      "autonomy_proxy": 0.4625,
      "augmentation_share_proxy": 0.5375,
      "empirical_augmentation_potential": 0.0357,
      "heterogeneous_augmentation_proxy": 0.0507,
      "delta_vs_live": -0.01,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "51942",
      "title": "Keeper/Trainer in zoological, bird and aquatic parks",
      "live_augmentation": 0.0559,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0151,
      "heterogeneous_augmentation_proxy": 0.0396,
      "delta_vs_live": -0.0163,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "54150",
      "title": "Lifeguard",
      "live_augmentation": 0.0583,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0166,
      "heterogeneous_augmentation_proxy": 0.0416,
      "delta_vs_live": -0.0167,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51422",
      "title": "Manicurist",
      "live_augmentation": 0.06,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0156,
      "heterogeneous_augmentation_proxy": 0.0422,
      "delta_vs_live": -0.0178,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51491",
      "title": "Masseur (non-medical) (including foot reflexologist)",
      "live_augmentation": 0.0178,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0091,
      "heterogeneous_augmentation_proxy": 0.0143,
      "delta_vs_live": -0.0035,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "53202",
      "title": "Nursing aide/assistant",
      "live_augmentation": 0.0767,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0291,
      "heterogeneous_augmentation_proxy": 0.0577,
      "delta_vs_live": -0.019,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52491",
      "title": "Petrol station attendant",
      "live_augmentation": 0.0282,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0475,
      "heterogeneous_augmentation_proxy": 0.0359,
      "delta_vs_live": 0.0077,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54144",
      "title": "Private security officer",
      "live_augmentation": 0.0428,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0137,
      "heterogeneous_augmentation_proxy": 0.0312,
      "delta_vs_live": -0.0116,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51121",
      "title": "Rail station service assistant",
      "live_augmentation": 0.1231,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0269,
      "heterogeneous_augmentation_proxy": 0.0846,
      "delta_vs_live": -0.0385,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52421",
      "title": "Sales demonstrator",
      "live_augmentation": 0.0007,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0332,
      "heterogeneous_augmentation_proxy": 0.0137,
      "delta_vs_live": 0.013,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52201",
      "title": "Sales supervisor",
      "live_augmentation": 0.0638,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0633,
      "heterogeneous_augmentation_proxy": 0.0636,
      "delta_vs_live": -0.0002,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52422",
      "title": "Salesperson (door-to-door)",
      "live_augmentation": 0.0009,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0371,
      "heterogeneous_augmentation_proxy": 0.0154,
      "delta_vs_live": 0.0145,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54142",
      "title": "Security supervisor",
      "live_augmentation": 0.0466,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.015,
      "heterogeneous_augmentation_proxy": 0.0339,
      "delta_vs_live": -0.0127,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51202",
      "title": "Senior cook (e.g. station chef, commis cook 1, station cook)",
      "live_augmentation": 0.0218,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0266,
      "heterogeneous_augmentation_proxy": 0.0237,
      "delta_vs_live": 0.0019,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54143",
      "title": "Senior private security officer",
      "live_augmentation": 0.0436,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.014,
      "heterogeneous_augmentation_proxy": 0.0318,
      "delta_vs_live": -0.0118,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "54141",
      "title": "Senior security supervisor",
      "live_augmentation": 0.0521,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0167,
      "heterogeneous_augmentation_proxy": 0.038,
      "delta_vs_live": -0.0141,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "52202",
      "title": "Shop sales assistant",
      "live_augmentation": 0.0573,
      "archetype": "sales_gtm",
      "prior_label": "stronger",
      "prior_value": 0.61,
      "workflow_augmentation_readiness": 0.5833,
      "autonomy_proxy": 0.45,
      "augmentation_share_proxy": 0.55,
      "empirical_augmentation_potential": 0.0568,
      "heterogeneous_augmentation_proxy": 0.0571,
      "delta_vs_live": -0.0002,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51492",
      "title": "Slimming consultant",
      "live_augmentation": 0.0306,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0156,
      "heterogeneous_augmentation_proxy": 0.0246,
      "delta_vs_live": -0.006,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "53120",
      "title": "Teacher aide",
      "live_augmentation": 0.0815,
      "archetype": "teaching_learning",
      "prior_label": "moderate",
      "prior_value": 0.46,
      "workflow_augmentation_readiness": 0.525,
      "autonomy_proxy": 0.3562,
      "augmentation_share_proxy": 0.6438,
      "empirical_augmentation_potential": 0.0226,
      "heterogeneous_augmentation_proxy": 0.0579,
      "delta_vs_live": -0.0236,
      "research_keys": [
        "dellacqua_etal_2025"
      ]
    },
    {
      "ssoc": "52440",
      "title": "Telemarketer",
      "live_augmentation": 0,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.1004,
      "heterogeneous_augmentation_proxy": 0.0402,
      "delta_vs_live": 0.0402,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51131",
      "title": "Tour guide",
      "live_augmentation": 0.1624,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0456,
      "heterogeneous_augmentation_proxy": 0.1157,
      "delta_vs_live": -0.0467,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51931",
      "title": "Undertaker",
      "live_augmentation": 0.11,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0231,
      "heterogeneous_augmentation_proxy": 0.0752,
      "delta_vs_live": -0.0348,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "51312",
      "title": "Waiter",
      "live_augmentation": 0.0038,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0137,
      "heterogeneous_augmentation_proxy": 0.0078,
      "delta_vs_live": 0.004,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "62212",
      "title": "Aquarium fish farm worker",
      "live_augmentation": 0.0345,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0022,
      "heterogeneous_augmentation_proxy": 0.0216,
      "delta_vs_live": -0.0129,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "61133",
      "title": "Gardener and horticultural worker",
      "live_augmentation": 0.0295,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0035,
      "heterogeneous_augmentation_proxy": 0.0191,
      "delta_vs_live": -0.0104,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "61131",
      "title": "Landscape and plant nursery supervisor",
      "live_augmentation": 0.0467,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0055,
      "heterogeneous_augmentation_proxy": 0.0302,
      "delta_vs_live": -0.0165,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71271",
      "title": "Air-conditioning/Refrigeration equipment mechanic",
      "live_augmentation": 0.0244,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.0153,
      "delta_vs_live": -0.0091,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72310",
      "title": "Automotive mechanic",
      "live_augmentation": 0.0172,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0011,
      "heterogeneous_augmentation_proxy": 0.0108,
      "delta_vs_live": -0.0064,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75121",
      "title": "Baker",
      "live_augmentation": 0.0042,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.0032,
      "delta_vs_live": -0.001,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71331",
      "title": "Building maintenance worker",
      "live_augmentation": 0.0199,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0012,
      "heterogeneous_augmentation_proxy": 0.0124,
      "delta_vs_live": -0.0075,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71311",
      "title": "Building painter",
      "live_augmentation": 0.0012,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0027,
      "heterogeneous_augmentation_proxy": 0.0018,
      "delta_vs_live": 0.0006,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75110",
      "title": "Butcher, fishmonger and related food preparer",
      "live_augmentation": 0.003,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0009,
      "heterogeneous_augmentation_proxy": 0.0022,
      "delta_vs_live": -0.0008,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71151",
      "title": "Carpenter",
      "live_augmentation": 0.0227,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0011,
      "heterogeneous_augmentation_proxy": 0.0141,
      "delta_vs_live": -0.0086,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74121",
      "title": "Electrical fitter",
      "live_augmentation": 0.035,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0218,
      "delta_vs_live": -0.0132,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74123",
      "title": "Electrical household appliance repairer",
      "live_augmentation": 0.0386,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0022,
      "heterogeneous_augmentation_proxy": 0.024,
      "delta_vs_live": -0.0146,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74122",
      "title": "Electrical lift, escalator and related equipment fitter",
      "live_augmentation": 0.0433,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0025,
      "heterogeneous_augmentation_proxy": 0.027,
      "delta_vs_live": -0.0163,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74110",
      "title": "Electrician",
      "live_augmentation": 0.0496,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0306,
      "delta_vs_live": -0.019,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71220",
      "title": "Floor/Wall tiler",
      "live_augmentation": 0.0029,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0006,
      "heterogeneous_augmentation_proxy": 0.002,
      "delta_vs_live": -0.0009,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75440",
      "title": "Fumigator and other pest and weed controller",
      "live_augmentation": 0.0076,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0006,
      "heterogeneous_augmentation_proxy": 0.0048,
      "delta_vs_live": -0.0028,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72392",
      "title": "Industrial/Office machinery mechanic",
      "live_augmentation": 0.0188,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0121,
      "delta_vs_live": -0.0067,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71152",
      "title": "Joiner",
      "live_augmentation": 0.0215,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.001,
      "heterogeneous_augmentation_proxy": 0.0133,
      "delta_vs_live": -0.0082,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74001",
      "title": "Lift supervisor",
      "live_augmentation": 0.1684,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0072,
      "heterogeneous_augmentation_proxy": 0.1039,
      "delta_vs_live": -0.0645,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72222",
      "title": "Locksmith",
      "live_augmentation": 0.0147,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0015,
      "heterogeneous_augmentation_proxy": 0.0094,
      "delta_vs_live": -0.0053,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72391",
      "title": "Machinery mechanic",
      "live_augmentation": 0.0257,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0027,
      "heterogeneous_augmentation_proxy": 0.0165,
      "delta_vs_live": -0.0092,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "73113",
      "title": "Medical device assembler/repairer",
      "live_augmentation": 0.0085,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0024,
      "heterogeneous_augmentation_proxy": 0.0061,
      "delta_vs_live": -0.0024,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72110",
      "title": "Metal moulder and coremaker",
      "live_augmentation": 0.0126,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0013,
      "heterogeneous_augmentation_proxy": 0.0081,
      "delta_vs_live": -0.0045,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75122",
      "title": "Pastry and confectionery maker",
      "live_augmentation": 0.0047,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0036,
      "delta_vs_live": -0.0011,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71261",
      "title": "Plumber",
      "live_augmentation": 0.0353,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0016,
      "heterogeneous_augmentation_proxy": 0.0218,
      "delta_vs_live": -0.0135,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "73210",
      "title": "Pre-press trades worker",
      "live_augmentation": 0.0069,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.004,
      "heterogeneous_augmentation_proxy": 0.0057,
      "delta_vs_live": -0.0012,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "71000",
      "title": "Supervisor/General foreman (building and related trades)",
      "live_augmentation": 0.1487,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0059,
      "heterogeneous_augmentation_proxy": 0.0916,
      "delta_vs_live": -0.0571,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "74002",
      "title": "Supervisor/General foreman (electrical and electronic trades, excluding lift)",
      "live_augmentation": 0.168,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0073,
      "heterogeneous_augmentation_proxy": 0.1037,
      "delta_vs_live": -0.0643,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75000",
      "title": "Supervisor/General foreman (food processing, woodworking, garment, leather and related trades)",
      "live_augmentation": 0.0617,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0026,
      "heterogeneous_augmentation_proxy": 0.0381,
      "delta_vs_live": -0.0236,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72000",
      "title": "Supervisor/General foreman (metal, machinery and related trades)",
      "live_augmentation": 0.113,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0048,
      "heterogeneous_augmentation_proxy": 0.0697,
      "delta_vs_live": -0.0433,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "73000",
      "title": "Supervisor/General foreman (precision, handicraft, printing and related trades)",
      "live_augmentation": 0.1017,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0043,
      "heterogeneous_augmentation_proxy": 0.0627,
      "delta_vs_live": -0.039,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75310",
      "title": "Tailor/Dressmaker",
      "live_augmentation": 0.0012,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0011,
      "heterogeneous_augmentation_proxy": 0.0011,
      "delta_vs_live": -0.0001,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72221",
      "title": "Tool and die maker",
      "live_augmentation": 0.0153,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0016,
      "heterogeneous_augmentation_proxy": 0.0098,
      "delta_vs_live": -0.0055,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "75410",
      "title": "Underwater diver",
      "live_augmentation": 0.0307,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.019,
      "delta_vs_live": -0.0117,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "73111",
      "title": "Watch and clock assembler/repairer",
      "live_augmentation": 0.0101,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0029,
      "heterogeneous_augmentation_proxy": 0.0072,
      "delta_vs_live": -0.0029,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "72120",
      "title": "Welder and flame cutter",
      "live_augmentation": 0.0015,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0009,
      "heterogeneous_augmentation_proxy": 0.0013,
      "delta_vs_live": -0.0002,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83492",
      "title": "Airport mobile equipment operator",
      "live_augmentation": 0.0195,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0013,
      "heterogeneous_augmentation_proxy": 0.0122,
      "delta_vs_live": -0.0073,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83224",
      "title": "Ambulance driver",
      "live_augmentation": 0.0729,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0051,
      "heterogeneous_augmentation_proxy": 0.0458,
      "delta_vs_live": -0.0271,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83311",
      "title": "Bus driver",
      "live_augmentation": 0.0253,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0043,
      "heterogeneous_augmentation_proxy": 0.0169,
      "delta_vs_live": -0.0084,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83222",
      "title": "Chauffeur",
      "live_augmentation": 0.0652,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0046,
      "heterogeneous_augmentation_proxy": 0.041,
      "delta_vs_live": -0.0242,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83323",
      "title": "Concrete mix truck driver",
      "live_augmentation": 0.0586,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0056,
      "heterogeneous_augmentation_proxy": 0.0374,
      "delta_vs_live": -0.0212,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83432",
      "title": "Crane operator (on-site)",
      "live_augmentation": 0.0217,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0136,
      "delta_vs_live": -0.0081,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83431",
      "title": "Crane/Hoist operator (excluding port)",
      "live_augmentation": 0.0302,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0019,
      "heterogeneous_augmentation_proxy": 0.0189,
      "delta_vs_live": -0.0113,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81602",
      "title": "Dairy and confectionery products machine operator",
      "live_augmentation": 0.0076,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0028,
      "heterogeneous_augmentation_proxy": 0.0057,
      "delta_vs_live": -0.0019,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83502",
      "title": "Deckhand (including lighterman)",
      "live_augmentation": 0.0284,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0012,
      "heterogeneous_augmentation_proxy": 0.0175,
      "delta_vs_live": -0.0109,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83212",
      "title": "Delivery man using motorised personal mobility aids/devices",
      "live_augmentation": 0.0331,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0032,
      "heterogeneous_augmentation_proxy": 0.0211,
      "delta_vs_live": -0.012,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "82122",
      "title": "Electronic equipment/component assembler",
      "live_augmentation": 0.0062,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0024,
      "heterogeneous_augmentation_proxy": 0.0047,
      "delta_vs_live": -0.0015,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83421",
      "title": "Excavating/Trench digging machine operator",
      "live_augmentation": 0.0353,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0027,
      "heterogeneous_augmentation_proxy": 0.0223,
      "delta_vs_live": -0.013,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83441",
      "title": "Fork lift truck operator",
      "live_augmentation": 0.0103,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0019,
      "heterogeneous_augmentation_proxy": 0.0069,
      "delta_vs_live": -0.0034,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83321",
      "title": "Lorry driver",
      "live_augmentation": 0.0494,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0047,
      "heterogeneous_augmentation_proxy": 0.0315,
      "delta_vs_live": -0.0179,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "82110",
      "title": "Mechanical equipment/component assembler",
      "live_augmentation": 0.0163,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0052,
      "heterogeneous_augmentation_proxy": 0.0119,
      "delta_vs_live": -0.0044,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "82132",
      "title": "Mechanical products quality checker and tester",
      "live_augmentation": 0.0187,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0053,
      "heterogeneous_augmentation_proxy": 0.0133,
      "delta_vs_live": -0.0054,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81220",
      "title": "Metal heat treating plant operator",
      "live_augmentation": 0.0026,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0025,
      "heterogeneous_augmentation_proxy": 0.0026,
      "delta_vs_live": 0,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81210",
      "title": "Metal melter, caster and rolling mill operator",
      "live_augmentation": 0.0412,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0032,
      "heterogeneous_augmentation_proxy": 0.026,
      "delta_vs_live": -0.0152,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81251",
      "title": "Metalworking machine setter-operator",
      "live_augmentation": 0.0006,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0022,
      "heterogeneous_augmentation_proxy": 0.0013,
      "delta_vs_live": 0.0007,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83000",
      "title": "Mobile machinery supervisor and general foreman",
      "live_augmentation": 0.0706,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0031,
      "heterogeneous_augmentation_proxy": 0.0436,
      "delta_vs_live": -0.027,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83211",
      "title": "Motorcycle delivery man",
      "live_augmentation": 0.0452,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0043,
      "heterogeneous_augmentation_proxy": 0.0288,
      "delta_vs_live": -0.0164,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81830",
      "title": "Packing/Bottling/Labelling machine operator",
      "live_augmentation": 0.007,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.0049,
      "delta_vs_live": -0.0021,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83225",
      "title": "Parking valet",
      "live_augmentation": 0.0528,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0037,
      "heterogeneous_augmentation_proxy": 0.0332,
      "delta_vs_live": -0.0196,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83501",
      "title": "Port limit helmsman/steersman/engine driver/tugmaster",
      "live_augmentation": 0.0379,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0016,
      "heterogeneous_augmentation_proxy": 0.0234,
      "delta_vs_live": -0.0145,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81252",
      "title": "Precision grinding machine setter-operator",
      "live_augmentation": 0.0005,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.001,
      "delta_vs_live": 0.0005,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81841",
      "title": "Printing machine operator",
      "live_augmentation": 0.0135,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0079,
      "heterogeneous_augmentation_proxy": 0.0113,
      "delta_vs_live": -0.0022,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81501",
      "title": "Sewing machine operator",
      "live_augmentation": 0.0004,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0022,
      "heterogeneous_augmentation_proxy": 0.0011,
      "delta_vs_live": 0.0007,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "81000",
      "title": "Stationary plant and machine supervisor/general foreman",
      "live_augmentation": 0.1682,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0072,
      "heterogeneous_augmentation_proxy": 0.1038,
      "delta_vs_live": -0.0644,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "82000",
      "title": "Supervisor/General foreman of assemblers and quality checkers",
      "live_augmentation": 0.1633,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0069,
      "heterogeneous_augmentation_proxy": 0.1008,
      "delta_vs_live": -0.0625,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83322",
      "title": "Trailer-truck driver (including prime mover driver)",
      "live_augmentation": 0.0559,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0053,
      "heterogeneous_augmentation_proxy": 0.0357,
      "delta_vs_live": -0.0202,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83110",
      "title": "Train operator",
      "live_augmentation": 0.0685,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0034,
      "heterogeneous_augmentation_proxy": 0.0424,
      "delta_vs_live": -0.0261,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83223",
      "title": "Van driver",
      "live_augmentation": 0.0584,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0041,
      "heterogeneous_augmentation_proxy": 0.0367,
      "delta_vs_live": -0.0217,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "83324",
      "title": "Waste truck driver (including hooklift trucks with roll-on containers)",
      "live_augmentation": 0.0508,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0048,
      "heterogeneous_augmentation_proxy": 0.0324,
      "delta_vs_live": -0.0184,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93333",
      "title": "Aircraft loader (e.g. airport baggage/cargo handler)",
      "live_augmentation": 0.0109,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.0072,
      "delta_vs_live": -0.0037,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96211",
      "title": "Bell captain",
      "live_augmentation": 0.0245,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0085,
      "heterogeneous_augmentation_proxy": 0.0181,
      "delta_vs_live": -0.0064,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96212",
      "title": "Bellboy/Hotel porter",
      "live_augmentation": 0.0241,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0085,
      "heterogeneous_augmentation_proxy": 0.0179,
      "delta_vs_live": -0.0062,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96261",
      "title": "Building caretaker/Watchman",
      "live_augmentation": 0.0496,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0038,
      "heterogeneous_augmentation_proxy": 0.0313,
      "delta_vs_live": -0.0183,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96256",
      "title": "Bus attendant",
      "live_augmentation": 0.0388,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0061,
      "heterogeneous_augmentation_proxy": 0.0257,
      "delta_vs_live": -0.0131,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96254",
      "title": "Car park attendant",
      "live_augmentation": 0.0593,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0093,
      "heterogeneous_augmentation_proxy": 0.0393,
      "delta_vs_live": -0.02,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93100",
      "title": "Civil engineering/Building construction labourer",
      "live_augmentation": 0.0168,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0106,
      "delta_vs_live": -0.0062,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91000",
      "title": "Cleaning supervisor",
      "live_augmentation": 0.212,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0102,
      "heterogeneous_augmentation_proxy": 0.1313,
      "delta_vs_live": -0.0807,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96272",
      "title": "Concierge (hotel)",
      "live_augmentation": 0.0926,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.019,
      "heterogeneous_augmentation_proxy": 0.0632,
      "delta_vs_live": -0.0294,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91153",
      "title": "Dishwasher",
      "live_augmentation": 0.0008,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0012,
      "heterogeneous_augmentation_proxy": 0.001,
      "delta_vs_live": 0.0002,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96262",
      "title": "Doorman",
      "live_augmentation": 0.0414,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0032,
      "heterogeneous_augmentation_proxy": 0.0261,
      "delta_vs_live": -0.0153,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "94103",
      "title": "Fast food preparer",
      "live_augmentation": 0.0093,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.006,
      "heterogeneous_augmentation_proxy": 0.008,
      "delta_vs_live": -0.0013,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91151",
      "title": "Food and beverage establishments general cleaner",
      "live_augmentation": 0.0009,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0013,
      "heterogeneous_augmentation_proxy": 0.0011,
      "delta_vs_live": 0.0002,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "94102",
      "title": "Food/Drink stall assistant",
      "live_augmentation": 0.0083,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0054,
      "heterogeneous_augmentation_proxy": 0.0071,
      "delta_vs_live": -0.0012,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96111",
      "title": "General waste collection, recycling and material recovery worker",
      "live_augmentation": 0.0044,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0024,
      "heterogeneous_augmentation_proxy": 0.0036,
      "delta_vs_live": -0.0008,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91210",
      "title": "Hand launderer/presser (non-household)",
      "live_augmentation": 0.0095,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0065,
      "delta_vs_live": -0.003,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93201",
      "title": "Hand packer",
      "live_augmentation": 0.0068,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0017,
      "heterogeneous_augmentation_proxy": 0.0048,
      "delta_vs_live": -0.002,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96253",
      "title": "Hospital/Clinic attendant",
      "live_augmentation": 0.0425,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0067,
      "heterogeneous_augmentation_proxy": 0.0282,
      "delta_vs_live": -0.0143,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91122",
      "title": "Hotel cleaner",
      "live_augmentation": 0.003,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0012,
      "heterogeneous_augmentation_proxy": 0.0023,
      "delta_vs_live": -0.0007,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91121",
      "title": "Housekeeping/Linen room attendant",
      "live_augmentation": 0.0031,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0013,
      "heterogeneous_augmentation_proxy": 0.0024,
      "delta_vs_live": -0.0007,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "94101",
      "title": "Kitchen assistant",
      "live_augmentation": 0.0073,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0047,
      "heterogeneous_augmentation_proxy": 0.0063,
      "delta_vs_live": -0.001,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96252",
      "title": "Laboratory attendant",
      "live_augmentation": 0.0528,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0083,
      "heterogeneous_augmentation_proxy": 0.035,
      "delta_vs_live": -0.0178,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "92142",
      "title": "Landscape worker",
      "live_augmentation": 0.0081,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0054,
      "delta_vs_live": -0.0027,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96291",
      "title": "Leaflet and newspaper distributor/deliverer",
      "live_augmentation": 0.0304,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0051,
      "heterogeneous_augmentation_proxy": 0.0203,
      "delta_vs_live": -0.0101,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91220",
      "title": "Motor vehicle cleaner/polisher",
      "live_augmentation": 0.0053,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0019,
      "heterogeneous_augmentation_proxy": 0.0039,
      "delta_vs_live": -0.0014,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93336",
      "title": "Mover",
      "live_augmentation": 0.0123,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.002,
      "heterogeneous_augmentation_proxy": 0.0082,
      "delta_vs_live": -0.0041,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96293",
      "title": "Odd job person",
      "live_augmentation": 0.0309,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0052,
      "heterogeneous_augmentation_proxy": 0.0206,
      "delta_vs_live": -0.0103,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91131",
      "title": "Office, commercial and industrial establishments indoor cleaner",
      "live_augmentation": 0.003,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0012,
      "heterogeneous_augmentation_proxy": 0.0023,
      "delta_vs_live": -0.0007,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91133",
      "title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator",
      "live_augmentation": 0.0043,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0018,
      "heterogeneous_augmentation_proxy": 0.0033,
      "delta_vs_live": -0.001,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91132",
      "title": "Office, commercial and industrial establishments outdoor cleaner",
      "live_augmentation": 0.0038,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0015,
      "heterogeneous_augmentation_proxy": 0.0029,
      "delta_vs_live": -0.0009,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96251",
      "title": "Office/Library attendant",
      "live_augmentation": 0.0575,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.009,
      "heterogeneous_augmentation_proxy": 0.0381,
      "delta_vs_live": -0.0194,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96213",
      "title": "Porter (except hotel)",
      "live_augmentation": 0.0222,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0078,
      "heterogeneous_augmentation_proxy": 0.0164,
      "delta_vs_live": -0.0058,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91161",
      "title": "Residential and open areas general cleaner",
      "live_augmentation": 0.0073,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0049,
      "delta_vs_live": -0.0024,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96255",
      "title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming",
      "live_augmentation": 0.0577,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0093,
      "heterogeneous_augmentation_proxy": 0.0383,
      "delta_vs_live": -0.0194,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "91152",
      "title": "Table-top cleaner",
      "live_augmentation": 0.0009,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0011,
      "delta_vs_live": 0.0002,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "94104",
      "title": "Tea server/steward (excluding bartender, barista and food/drink stall assistant)",
      "live_augmentation": 0.008,
      "archetype": "service_hospitality",
      "prior_label": "stronger",
      "prior_value": 0.75,
      "workflow_augmentation_readiness": 0.3833,
      "autonomy_proxy": 0.3438,
      "augmentation_share_proxy": 0.6563,
      "empirical_augmentation_potential": 0.0259,
      "heterogeneous_augmentation_proxy": 0.0152,
      "delta_vs_live": 0.0072,
      "research_keys": [
        "brynjolfsson_li_raymond_2023"
      ]
    },
    {
      "ssoc": "92141",
      "title": "Tree worker/technician",
      "live_augmentation": 0.0084,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0014,
      "heterogeneous_augmentation_proxy": 0.0056,
      "delta_vs_live": -0.0028,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93335",
      "title": "Vehicle attendant",
      "live_augmentation": 0.0106,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0017,
      "heterogeneous_augmentation_proxy": 0.007,
      "delta_vs_live": -0.0036,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "93334",
      "title": "Warehouse worker",
      "live_augmentation": 0.0103,
      "archetype": "operations_logistics",
      "prior_label": "moderate",
      "prior_value": 0.5,
      "workflow_augmentation_readiness": 0.5167,
      "autonomy_proxy": 0.4,
      "augmentation_share_proxy": 0.6,
      "empirical_augmentation_potential": 0.0069,
      "heterogeneous_augmentation_proxy": 0.0089,
      "delta_vs_live": -0.0014,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    },
    {
      "ssoc": "96112",
      "title": "Waste recycling sorter",
      "live_augmentation": 0.0049,
      "archetype": "field_manual",
      "prior_label": "limited",
      "prior_value": 0.24,
      "workflow_augmentation_readiness": 0.275,
      "autonomy_proxy": 0.4313,
      "augmentation_share_proxy": 0.5688,
      "empirical_augmentation_potential": 0.0027,
      "heterogeneous_augmentation_proxy": 0.004,
      "delta_vs_live": -0.0009,
      "research_keys": [
        "anthropic_economic_index_2026"
      ]
    }
  ]
}
