V8 data
A clean breaking schema for 562 Singapore SSOC occupations.
JSON
sg-ai-occupations-v8.json
Nested V8 contract with evidence and source context.
CSV
sg-ai-occupations-v8.csv
Flattened fields for analysis and spreadsheets.
Interpretation contract
An AI Exposure Rank of 72/100 means the occupation is more exposed to current AI capabilities than approximately 72% of occupations in Singapore.
It is not a 72% probability of job loss, a claim that 72% of jobs will disappear, or an estimate that 72% of tasks can be automated.
Field dictionary
| Field | Meaning |
|---|---|
| ai_exposure_rank.points | 0–100 relative percentile index; not a probability. |
| ai_exposure_rank.band | Very Low through Very High quintile band. |
| substitution_pressure | Relative rank of exposure × (1 − human bottleneck). |
| augmentation_potential | Relative rank of exposure × human bottleneck. |
| likely_pathway | Explicit rule-based interpretation of structural and local evidence. |
| market_context.demand | Strong, mixed, weak or unknown official-derived demand context. |
| market_context.adoption | Observed sector adoption tier where directly supported; otherwise unknown. |
| market_context.attrition_absorber | Broad workforce-age context; major-group granularity. |
| evidence_confidence | High, Medium or Low with visible limiting factors. |
| sensitivity | Equal-weight and leave-one-source-out score range; not a confidence interval. |
| transition | Top modeled adjacent occupation when available. |
- ai_exposure_rank.points
- 0–100 relative percentile index; not a probability.
- ai_exposure_rank.band
- Very Low through Very High quintile band.
- substitution_pressure
- Relative rank of exposure × (1 − human bottleneck).
- augmentation_potential
- Relative rank of exposure × human bottleneck.
- likely_pathway
- Explicit rule-based interpretation of structural and local evidence.
- market_context.demand
- Strong, mixed, weak or unknown official-derived demand context.
- market_context.adoption
- Observed sector adoption tier where directly supported; otherwise unknown.
- market_context.attrition_absorber
- Broad workforce-age context; major-group granularity.
- evidence_confidence
- High, Medium or Low with visible limiting factors.
- sensitivity
- Equal-weight and leave-one-source-out score range; not a confidence interval.
- transition
- Top modeled adjacent occupation when available.
Versioning
V8 intentionally removes the current public meanings of net_risk, probability-style uncertainty intervals and numeric confidence percentages. Historical V7 artifacts remain available for reproducibility, but are not the current public contract.