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 42%68%89%SGD 17,972 Low Augmented
2 Managing director/Chief executive officer 11201 41%63%94%SGD 13,000 Very Low Augmented
3 Nutritionist 22652 40%77%91%SGD 4,684 Low Augmented
4 Editor (news and periodicals) 26422 40%83%70%SGD 10,800 Moderate Augmented
5 Management consultant 24211 40%76%72%SGD 10,799 Moderate Augmented
6 Company director 11202 39%63%94%SGD 11,000 Very Low Augmented
7 Business consultant 24212 39%76%72%SGD 8,662 Moderate Augmented
8 Environmental officer (public health) 22632 38%68%91%SGD 8,752 Very Low Augmented
9 Regional sales manager 12213 38%77%75%SGD 11,000 Moderate Augmented
10 Budgeting and financial accounting manager (including financial controller) 12111 37%79%81%SGD 9,203 Low Augmented
11 Advertising/Public relations manager 12221 37%72%77%SGD 8,514 Low Augmented
12 Financial/Investment adviser (e.g. relationship manager) 24121 37%75%59%SGD 8,000 Moderate Augmented
13 Chief operating officer/General Manager 11203 37%63%94%SGD 12,750 Very Low Augmented
14 Human resource consultant (excluding executive search consultant) 24231 37%84%61%SGD 8,800 Moderate Augmented
15 Software and applications manager 13302 37%48%99%SGD 10,779 Very Low Augmented
16 Environmental engineer 21430 36%69%87%SGD 5,710 Low Augmented
17 Audit manager 12113 36%79%81%SGD 10,041 Low Augmented
18 Business valuer 24122 36%75%59%SGD 9,708 Moderate Augmented
19 University lecturer 23101 36%62%83%SGD 12,990 Low Augmented
20 Occupational health and safety professional 22631 35%68%91%SGD 5,000 Very Low Augmented
21 Marketing manager 12222 35%72%77%SGD 8,841 Low Augmented
22 Business and financial project management professional 24213 34%76%72%SGD 7,693 Moderate Augmented
23 Security manager 12194 34%67%85%SGD 6,729 Low Augmented
24 Chief information officer/Chief technology officer/Chief security officer 13301 34%48%99%SGD 15,258 Very Low Augmented
25 Automation engineer (including robotics engineer) 21413 34%58%79%SGD 8,588 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

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20