AI Work Index

Augmented Occupations

These roles have high AI exposure but strong human bottlenecks — judgment, creativity, and interpersonal skills mean AI augments rather than replaces. Ranked by augmentation potential.

# Occupation AugmentationExposureBottleneckMedian Wage Risk Impact
1 In-house legal counsel (except judiciary, ministries and statutory boards) 26112 56%91%89%SGD 17,972 Low Augmented
2 University lecturer 23101 53%92%83%SGD 12,990 Low Augmented
3 Management consultant 24211 49%93%72%SGD 10,799 Moderate Augmented
4 Environmental officer (public health) 22632 47%86%91%SGD 8,752 Low Augmented
5 Business consultant 24212 47%93%72%SGD 8,662 Moderate Augmented
6 Software and applications manager 13302 47%61%99%SGD 10,779 Very Low Augmented
7 Minister of religion 26361 47%80%91%SGD 6,637 Low Augmented
8 Budgeting and financial accounting manager (including financial controller) 12111 46%97%81%SGD 9,203 Moderate Augmented
9 Nutritionist 22652 45%86%91%SGD 4,684 Low Augmented
10 Audit manager 12113 45%97%81%SGD 10,041 Moderate Augmented
11 Occupational health and safety professional 22631 44%86%91%SGD 5,000 Low Augmented
12 Chief information officer/Chief technology officer/Chief security officer 13301 43%61%99%SGD 15,258 Very Low Augmented
13 Advertising/Public relations manager 12221 43%83%77%SGD 8,514 Low Augmented
14 Clinical research professional 21347 42%69%81%SGD 8,990 Low Augmented
15 Regional sales manager 12213 42%87%75%SGD 11,000 Moderate Augmented
16 Business and financial project management professional 24213 42%93%72%SGD 7,693 Moderate Augmented
17 Environmental engineer 21430 41%78%87%SGD 5,710 Low Augmented
18 Pharmacologist 21341 41%69%81%SGD 6,706 Low Augmented
19 Marketing manager 12222 40%83%77%SGD 8,841 Low Augmented
20 Automation engineer (including robotics engineer) 21413 39%68%79%SGD 8,588 Low Augmented
21 Editor (news and periodicals) 26422 39%80%70%SGD 10,800 Moderate Augmented
22 Network, communications and infrastructure manager 13303 39%61%99%SGD 10,750 Very Low Augmented
23 School counsellor 26374 39%76%89%SGD 3,497 Low Augmented
24 Managing director/Chief executive officer 11201 38%59%94%SGD 13,000 Very Low Augmented
25 ICT service manager 13304 38%61%99%SGD 9,503 Very Low Augmented

Augmented = exposure > 0.6 AND bottleneck > 0.6. Augmentation = exposure × bottleneck × market_resilience. Learn more

Structural AI exposure scores, not employment predictions. Methodology

V3.1 · 2024 wages · Q3 2025 full + Q4 2025 advance labour data · 562 occupations · 80 roles