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AI Work Index

AI-Augmented Occupations

High AI exposure but strong human bottlenecks — AI augments rather than replaces. Occupations ranked by augmentation potential.

# Occupation AugmentationExposureBottleneckMedian Wage Exposure Likely impact
1 Environmental engineer 21430 95.0%69%80%SGD 5,710 High Augmentation-led
2 Food and drink technologist 21454 90.0%65%79%SGD 4,261 High Augmentation-led
3 Advertising/Public relations manager 12221 89.0%72%70%SGD 8,514 High Augmentation-led
4 Data scientist 21222 88.0%92%51%SGD 9,047 Very High Augmentation-led
5 Software and applications manager 13302 86.0%48%96%SGD 10,779 Moderate Augmentation-led
6 Clinical research professional 21347 85.0%55%83%SGD 8,990 Moderate Augmentation-led
7 Pharmacologist 21341 85.0%55%83%SGD 6,706 Moderate Augmentation-led
8 Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse) 22200 83.0%47%91%SGD 5,276 Moderate Augmentation-led
9 Process engineer 21415 80.0%58%71%SGD 5,833 Moderate Augmentation-led
10 Clinical psychologist 26341 75.0%47%82%SGD 5,495 Moderate Augmentation-led
11 Minister of religion 26361 75.0%46%86%SGD 6,637 Moderate Augmentation-led
12 Health services manager 13420 67.0%60%59%SGD 9,839 Moderate Augmentation-led
13 Financial/Investment adviser (e.g. relationship manager) 24121 67.0%75%45%SGD 8,000 High Augmentation-led
14 Medical social worker 26353 64.0%38%85%SGD 4,915 Moderate Augmentation-led

Augmented = net_risk < 0.25 AND augmentation ≥ 0.12. Learn more

Frequently asked questions

Which jobs benefit most from AI augmentation?

Occupations with high AI exposure but strong human bottlenecks — judgment, creativity, and interpersonal skills mean AI augments rather than replaces. These roles score net_risk < 0.25 with augmentation >= 0.12.

What is augmentation in the AI Work Index?

Augmentation measures the productive overlap between AI capabilities and human strengths. High augmentation means AI tools can boost productivity in the role without displacing the worker.