High Exposure + In Demand

Paradox roles: significant AI task overlap (>50% exposure) yet still listed on Singapore's Shortage Occupation List (SOL) or Jobs in Demand (JiD). Demand persists despite automation potential.

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#	Occupation	Exposure	Net Risk	Demand Signal	Median Wage	Risk	Impact
1	Data scientist 21222	92%	53.3%	SOL	SGD 9,047	Very High	Mixed
2	Statistician 21221	92%	59.2%	SOL	SGD 4,720	Very High	Mixed
3	Accountant (excluding tax accountant) 24111	90%	50.3%	SOL + JiD	SGD 5,498	Very High	Mixed
4	Auditor (accounting) 24112	90%	48.6%	SOL + JiD	SGD 5,575	High	Mixed
5	Tax accountant 24113	90%	44.6%	SOL + JiD	SGD 9,726	High	Mixed
6	Compliance officer/Risk analyst (financial) 24132	88%	43.9%	SOL + JiD	SGD 7,395	High	Mixed
7	Financial analyst (e.g. equities analyst, credit analyst, investment research analyst) 24131	88%	44.7%	SOL + JiD	SGD 7,500	High	Mixed
8	Financial product structurer 24135	88%	42.6%	SOL + JiD	SGD 12,321	High	Mixed
9	Fund/Portfolio manager (including asset allocator) 24133	88%	42.1%	SOL + JiD	SGD 12,060	High	Mixed
10	Treasury manager 24134	88%	45.4%	SOL + JiD	SGD 9,405	High	Mixed
11	Applications/Systems programmer 25140	88%	48.8%	SOL	SGD 6,500	High	Mixed
12	Multimedia (including games) developer 25123	86%	53.4%	SOL + JiD	SGD 6,331	Very High	Mixed
13	Software developer 25121	86%	47.3%	SOL + JiD	SGD 8,888	High	Mixed
14	Web and mobile applications developer 25122	86%	52.0%	SOL + JiD	SGD 7,000	Very High	Mixed
15	Cyber risk specialist 25241	83%	42.5%	SOL	SGD 10,071	High	Mixed
16	Cybersecurity architect 25245	83%	43.0%	SOL	SGD 7,826	High	Mixed
17	Security operations specialist 25243	83%	43.8%	SOL	SGD 7,700	High	Mixed
18	Commodities and freight derivatives broker 24154	83%	39.1%	SOL	SGD 12,000	High	Mixed
19	Foreign exchange broker 24152	83%	40.0%	SOL	SGD 19,750	High	Mixed
20	Securities and finance broker 24151	83%	39.8%	SOL	SGD 8,508	High	Mixed
21	Network, servers and computer systems administrator 25220	77%	50.7%	JiD	SGD 4,765	Very High	Mixed
22	Business valuer 24122	75%	21.8%	SOL	SGD 9,708	Moderate	Augmented
23	Financial/Investment adviser (e.g. relationship manager) 24121	75%	21.6%	SOL	SGD 8,000	Moderate	Augmented
24	Advertising/Public relations manager 12221	72%	12.5%	JiD	SGD 8,514	Low	Augmented
25	Marketing manager 12222	72%	12.7%	JiD	SGD 8,841	Low	Augmented

SOL = Shortage Occupation List 2026. JiD = Jobs in Demand (MOM 2025). Learn more