AI Work Index

High Risk but In-Demand

These occupations score High or Very High on AI displacement risk (net_risk ≥ 25%), yet still appear on Singapore's Shortage Occupation List or Jobs in Demand list. This tension suggests employers still need these workers today, even as AI capabilities grow.

# Occupation Net RiskDemand SignalExposureMedian Wage Risk Impact
1 Statistician 21221 59.2%SOL prefix92%SGD 4,720 Very High Mixed
2 Multimedia (including games) developer 25123 53.4%SOL prefix, JiD prefix86%SGD 6,331 Very High Mixed
3 Data scientist 21222 53.3%SOL exact92%SGD 9,047 Very High Mixed
4 Web and mobile applications developer 25122 52.0%SOL exact, JiD prefix86%SGD 7,000 Very High Mixed
5 Network, servers and computer systems administrator 25220 50.7%JiD exact77%SGD 4,765 Very High Mixed
6 Accountant (excluding tax accountant) 24111 50.3%SOL prefix, JiD prefix90%SGD 5,498 Very High Mixed
7 Applications/Systems programmer 25140 48.8%SOL exact88%SGD 6,500 High Mixed
8 Auditor (accounting) 24112 48.6%SOL prefix, JiD exact90%SGD 5,575 High Mixed
9 Software developer 25121 47.3%SOL exact, JiD exact86%SGD 8,888 High Mixed
10 Treasury manager 24134 45.4%SOL prefix, JiD prefix88%SGD 9,405 High Mixed
11 Financial analyst (e.g. equities analyst, credit analyst, investment research analyst) 24131 44.7%SOL prefix, JiD prefix88%SGD 7,500 High Mixed
12 Tax accountant 24113 44.6%SOL prefix, JiD prefix90%SGD 9,726 High Mixed
13 Compliance officer/Risk analyst (financial) 24132 43.9%SOL prefix, JiD prefix88%SGD 7,395 High Mixed
14 Security operations specialist 25243 43.8%SOL prefix83%SGD 7,700 High Mixed
15 Cybersecurity architect 25245 43.0%SOL exact83%SGD 7,826 High Mixed
16 Financial product structurer 24135 42.6%SOL prefix, JiD prefix88%SGD 12,321 High Mixed
17 Cyber risk specialist 25241 42.5%SOL exact83%SGD 10,071 High Mixed
18 Fund/Portfolio manager (including asset allocator) 24133 42.1%SOL prefix, JiD prefix88%SGD 12,060 High Mixed
19 Foreign exchange broker 24152 40.0%SOL prefix83%SGD 19,750 High Mixed
20 Securities and finance broker 24151 39.8%SOL prefix83%SGD 8,508 High Mixed
21 Commodities and freight derivatives broker 24154 39.1%SOL prefix83%SGD 12,000 High Mixed
22 IT infrastructure specialist 25232 36.2%SOL prefix71%SGD 7,881 High Mixed
23 Cloud specialist 25231 33.8%SOL exact71%SGD 9,583 High Mixed
24 Computer engineer 21522 25.3%SOL prefix64%SGD 6,061 Moderate Mixed

24 occupations with high risk and active demand.

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