Which Jobs Are Most Exposed to AI?

This page ranks 562 Singapore occupations by relative AI exposure. A score of 72/100 means an occupation ranks above roughly 72% of the scored market; it is not a 72% chance of job loss.

Statistical officer/Data analyst

SSOC 21231

100/100

AI Exposure Rank: 100/100
Exposure index: 96/100
Human advantage: 26/100
Median Wage: SGD 8,356
Exposure band: Very High
Likely job pathway: Workflow redesign

Enumerator/Market research interviewer

SSOC 43142

100/100

AI Exposure Rank: 100/100
Exposure index: 95/100
Human advantage: 22/100
Median Wage: SGD 2,701
Exposure band: Very High
Likely job pathway: Workflow redesign

Statistical clerk

SSOC 43141

100/100

AI Exposure Rank: 100/100
Exposure index: 95/100
Human advantage: 22/100
Median Wage: SGD 4,401
Exposure band: Very High
Likely job pathway: Workflow redesign

Typist and word processing operator

SSOC 41310

100/100

AI Exposure Rank: 100/100
Exposure index: 99/100
Human advantage: 15/100
Median Wage: SGD 2,803
Exposure band: Very High
Likely job pathway: Workflow redesign

Data scientist

SSOC 21222

99/100

AI Exposure Rank: 99/100
Exposure index: 92/100
Human advantage: 51/100
Median Wage: SGD 9,047
Exposure band: Very High
Likely job pathway: Augmentation-led growth

Statistician

SSOC 21221

99/100

AI Exposure Rank: 99/100
Exposure index: 92/100
Human advantage: 51/100
Median Wage: SGD 4,720
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Translator

SSOC 26431

99/100

AI Exposure Rank: 99/100
Exposure index: 92/100
Human advantage: 66/100
Median Wage: SGD 6,456
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Financial markets back office administrator

SSOC 33121

99/100

AI Exposure Rank: 99/100
Exposure index: 91/100
Human advantage: 29/100
Median Wage: SGD 5,366
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Accountant (excluding tax accountant)

SSOC 24111

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 28/100
Median Wage: SGD 5,498
Exposure band: Very High
Likely job pathway: Workflow redesign

Auditor (accounting)

SSOC 24112

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 28/100
Median Wage: SGD 5,575
Exposure band: Very High
Likely job pathway: Demand-buffered redesign

Tax accountant

SSOC 24113

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 28/100
Median Wage: SGD 9,726
Exposure band: Very High
Likely job pathway: Workflow redesign

Art and craft instructor (extracurriculum)

SSOC 36202

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 3,300
Exposure band: Very High
Likely job pathway: Workflow redesign

Information technology trainer (extracurriculum)

SSOC 36203

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 6,119
Exposure band: Very High
Likely job pathway: Workflow redesign

Language instructor (extracurriculum)

SSOC 36201

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 4,329
Exposure band: Very High
Likely job pathway: Workflow redesign

Music instructor (extracurriculum)

SSOC 36204

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 3,000
Exposure band: Very High
Likely job pathway: Workflow redesign

Private tutor (academic)

SSOC 36910

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 4,250
Exposure band: Very High
Likely job pathway: Workflow redesign

Relief teacher

SSOC 36991

98/100

AI Exposure Rank: 98/100
Exposure index: 90/100
Human advantage: 70/100
Median Wage: SGD 2,765
Exposure band: Very High
Likely job pathway: Workflow redesign

Clearing and forwarding agent

SSOC 33311

97/100

AI Exposure Rank: 97/100
Exposure index: 90/100
Human advantage: 1/100
Median Wage: SGD 4,047
Exposure band: Very High
Likely job pathway: Workflow redesign

Shipping agent/Boarding officer

SSOC 33312

97/100

AI Exposure Rank: 97/100
Exposure index: 90/100
Human advantage: 1/100
Median Wage: SGD 4,046
Exposure band: Very High
Likely job pathway: Workflow redesign

Creative advertising professional

SSOC 24311

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 57/100
Median Wage: SGD 7,089
Exposure band: Very High
Likely job pathway: Workflow redesign

Database administrator

SSOC 25211

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 16/100
Median Wage: SGD 6,717
Exposure band: Very High
Likely job pathway: Workflow redesign

Database architect

SSOC 25212

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 16/100
Median Wage: SGD 11,153
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Digital marketing professional (e.g. online, social media, e-commerce marketing professional)

SSOC 24314

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 57/100
Median Wage: SGD 5,300
Exposure band: Very High
Likely job pathway: Workflow redesign

Market research professional

SSOC 24312

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 57/100
Median Wage: SGD 7,000
Exposure band: Very High
Likely job pathway: Workflow redesign

Marketing strategy/planning professional

SSOC 24313

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 57/100
Median Wage: SGD 8,060
Exposure band: Very High
Likely job pathway: Workflow redesign

Revenue specialist

SSOC 24315

96/100

AI Exposure Rank: 96/100
Exposure index: 90/100
Human advantage: 57/100
Median Wage: SGD 6,387
Exposure band: Very High
Likely job pathway: Workflow redesign

Actuary

SSOC 21213

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 20/100
Median Wage: SGD 7,572
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Operations research analyst

SSOC 21212

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 20/100
Median Wage: SGD 6,352
Exposure band: Very High
Likely job pathway: Workflow redesign

Assistant accountant

SSOC 33131

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 28/100
Median Wage: SGD 3,885
Exposure band: Very High
Likely job pathway: Workflow redesign

Audit associate professional

SSOC 33132

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 28/100
Median Wage: SGD 5,050
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Tax associate professional

SSOC 33133

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 28/100
Median Wage: SGD 4,300
Exposure band: Very High
Likely job pathway: Workflow redesign

Telemarketer

SSOC 52440

95/100

AI Exposure Rank: 95/100
Exposure index: 89/100
Human advantage: 0/100
Median Wage: SGD 4,072
Exposure band: Very High
Likely job pathway: Workflow redesign

Compliance officer/Risk analyst (financial)

SSOC 24132

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 40/100
Median Wage: SGD 7,395
Exposure band: Very High
Likely job pathway: Workflow redesign

Economist

SSOC 26310

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 49/100
Median Wage: SGD 6,080
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Financial analyst (e.g. equities analyst, credit analyst, investment research analyst)

SSOC 24131

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 40/100
Median Wage: SGD 7,500
Exposure band: Very High
Likely job pathway: Workflow redesign

Financial product structurer

SSOC 24135

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 40/100
Median Wage: SGD 12,321
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Fund/Portfolio manager (including asset allocator)

SSOC 24133

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 40/100
Median Wage: SGD 12,060
Exposure band: Very High
Likely job pathway: Workflow redesign

Treasury manager

SSOC 24134

94/100

AI Exposure Rank: 94/100
Exposure index: 88/100
Human advantage: 40/100
Median Wage: SGD 9,405
Exposure band: Very High
Likely job pathway: Workflow redesign

Applications/Systems programmer

SSOC 25140

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 20/100
Median Wage: SGD 6,500
Exposure band: Very High
Likely job pathway: Demand-buffered redesign

After sales adviser/Client account service executive

SSOC 33222

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 43/100
Median Wage: SGD 5,620
Exposure band: Very High
Likely job pathway: Workflow redesign

Business development executive

SSOC 33221

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 43/100
Median Wage: SGD 5,000
Exposure band: Very High
Likely job pathway: Workflow redesign

Marketing and sales executive (food & beverage services)

SSOC 33223

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 43/100
Median Wage: SGD 3,500
Exposure band: Very High
Likely job pathway: Workflow redesign

Merchandising/Category executive

SSOC 33225

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 43/100
Median Wage: SGD 3,197
Exposure band: Very High
Likely job pathway: Workflow redesign

Online sales channel executive

SSOC 33224

93/100

AI Exposure Rank: 93/100
Exposure index: 88/100
Human advantage: 43/100
Median Wage: SGD 3,500
Exposure band: Very High
Likely job pathway: Workflow redesign

Bank operations clerk

SSOC 43121

92/100

AI Exposure Rank: 92/100
Exposure index: 88/100
Human advantage: 3/100
Median Wage: SGD 5,150
Exposure band: Very High
Likely job pathway: Workflow redesign

Data entry clerk

SSOC 41320

92/100

AI Exposure Rank: 92/100
Exposure index: 87/100
Human advantage: 2/100
Median Wage: SGD 2,000
Exposure band: Very High
Likely job pathway: Workflow redesign

Insurance/Underwriting clerk

SSOC 43122

92/100

AI Exposure Rank: 92/100
Exposure index: 88/100
Human advantage: 3/100
Median Wage: SGD 5,045
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Securities clerk

SSOC 43123

92/100

AI Exposure Rank: 92/100
Exposure index: 88/100
Human advantage: 3/100
Median Wage: SGD 5,972
Exposure band: Very High
Likely job pathway: Hiring or substitution pressure

Audit clerk

SSOC 43113

91/100

AI Exposure Rank: 91/100
Exposure index: 87/100
Human advantage: 8/100
Median Wage: SGD 3,875
Exposure band: Very High
Likely job pathway: Workflow redesign

Billing clerk

SSOC 43115

91/100

AI Exposure Rank: 91/100
Exposure index: 87/100
Human advantage: 8/100
Median Wage: SGD 3,100
Exposure band: Very High
Likely job pathway: Workflow redesign

#	Occupation	AI Exposure Rank	Exposure index	Human advantage	Median Wage	Exposure band	Likely job pathway
1	Statistical officer/Data analyst 21231	100/100	96/100	26/100	SGD 8,356	Very High	Workflow redesign
2	Enumerator/Market research interviewer 43142	100/100	95/100	22/100	SGD 2,701	Very High	Workflow redesign
3	Statistical clerk 43141	100/100	95/100	22/100	SGD 4,401	Very High	Workflow redesign
4	Typist and word processing operator 41310	100/100	99/100	15/100	SGD 2,803	Very High	Workflow redesign
5	Data scientist 21222	99/100	92/100	51/100	SGD 9,047	Very High	Augmentation-led growth
6	Statistician 21221	99/100	92/100	51/100	SGD 4,720	Very High	Hiring or substitution pressure
7	Translator 26431	99/100	92/100	66/100	SGD 6,456	Very High	Hiring or substitution pressure
8	Financial markets back office administrator 33121	99/100	91/100	29/100	SGD 5,366	Very High	Hiring or substitution pressure
9	Accountant (excluding tax accountant) 24111	98/100	90/100	28/100	SGD 5,498	Very High	Workflow redesign
10	Auditor (accounting) 24112	98/100	90/100	28/100	SGD 5,575	Very High	Demand-buffered redesign
11	Tax accountant 24113	98/100	90/100	28/100	SGD 9,726	Very High	Workflow redesign
12	Art and craft instructor (extracurriculum) 36202	98/100	90/100	70/100	SGD 3,300	Very High	Workflow redesign
13	Information technology trainer (extracurriculum) 36203	98/100	90/100	70/100	SGD 6,119	Very High	Workflow redesign
14	Language instructor (extracurriculum) 36201	98/100	90/100	70/100	SGD 4,329	Very High	Workflow redesign
15	Music instructor (extracurriculum) 36204	98/100	90/100	70/100	SGD 3,000	Very High	Workflow redesign
16	Private tutor (academic) 36910	98/100	90/100	70/100	SGD 4,250	Very High	Workflow redesign
17	Relief teacher 36991	98/100	90/100	70/100	SGD 2,765	Very High	Workflow redesign
18	Clearing and forwarding agent 33311	97/100	90/100	1/100	SGD 4,047	Very High	Workflow redesign
19	Shipping agent/Boarding officer 33312	97/100	90/100	1/100	SGD 4,046	Very High	Workflow redesign
20	Creative advertising professional 24311	96/100	90/100	57/100	SGD 7,089	Very High	Workflow redesign
21	Database administrator 25211	96/100	90/100	16/100	SGD 6,717	Very High	Workflow redesign
22	Database architect 25212	96/100	90/100	16/100	SGD 11,153	Very High	Hiring or substitution pressure
23	Digital marketing professional (e.g. online, social media, e-commerce marketing professional) 24314	96/100	90/100	57/100	SGD 5,300	Very High	Workflow redesign
24	Market research professional 24312	96/100	90/100	57/100	SGD 7,000	Very High	Workflow redesign
25	Marketing strategy/planning professional 24313	96/100	90/100	57/100	SGD 8,060	Very High	Workflow redesign
26	Revenue specialist 24315	96/100	90/100	57/100	SGD 6,387	Very High	Workflow redesign
27	Actuary 21213	95/100	89/100	20/100	SGD 7,572	Very High	Hiring or substitution pressure
28	Operations research analyst 21212	95/100	89/100	20/100	SGD 6,352	Very High	Workflow redesign
29	Assistant accountant 33131	95/100	89/100	28/100	SGD 3,885	Very High	Workflow redesign
30	Audit associate professional 33132	95/100	89/100	28/100	SGD 5,050	Very High	Hiring or substitution pressure
31	Tax associate professional 33133	95/100	89/100	28/100	SGD 4,300	Very High	Workflow redesign
32	Telemarketer 52440	95/100	89/100	0/100	SGD 4,072	Very High	Workflow redesign
33	Compliance officer/Risk analyst (financial) 24132	94/100	88/100	40/100	SGD 7,395	Very High	Workflow redesign
34	Economist 26310	94/100	88/100	49/100	SGD 6,080	Very High	Hiring or substitution pressure
35	Financial analyst (e.g. equities analyst, credit analyst, investment research analyst) 24131	94/100	88/100	40/100	SGD 7,500	Very High	Workflow redesign
36	Financial product structurer 24135	94/100	88/100	40/100	SGD 12,321	Very High	Hiring or substitution pressure
37	Fund/Portfolio manager (including asset allocator) 24133	94/100	88/100	40/100	SGD 12,060	Very High	Workflow redesign
38	Treasury manager 24134	94/100	88/100	40/100	SGD 9,405	Very High	Workflow redesign
39	Applications/Systems programmer 25140	93/100	88/100	20/100	SGD 6,500	Very High	Demand-buffered redesign
40	After sales adviser/Client account service executive 33222	93/100	88/100	43/100	SGD 5,620	Very High	Workflow redesign
41	Business development executive 33221	93/100	88/100	43/100	SGD 5,000	Very High	Workflow redesign
42	Marketing and sales executive (food & beverage services) 33223	93/100	88/100	43/100	SGD 3,500	Very High	Workflow redesign
43	Merchandising/Category executive 33225	93/100	88/100	43/100	SGD 3,197	Very High	Workflow redesign
44	Online sales channel executive 33224	93/100	88/100	43/100	SGD 3,500	Very High	Workflow redesign
45	Bank operations clerk 43121	92/100	88/100	3/100	SGD 5,150	Very High	Workflow redesign
46	Data entry clerk 41320	92/100	87/100	2/100	SGD 2,000	Very High	Workflow redesign
47	Insurance/Underwriting clerk 43122	92/100	88/100	3/100	SGD 5,045	Very High	Hiring or substitution pressure
48	Securities clerk 43123	92/100	88/100	3/100	SGD 5,972	Very High	Hiring or substitution pressure
49	Audit clerk 43113	91/100	87/100	8/100	SGD 3,875	Very High	Workflow redesign
50	Billing clerk 43115	91/100	87/100	8/100	SGD 3,100	Very High	Workflow redesign

Ranked by the V8 AI exposure rank. Employment outcomes are shown as context, not hidden in the score. Learn more | AI-proof jobs | Check your job

Frequently asked questions

Which jobs will AI replace first?

The highest-scoring occupations rank near the top of 562 Singapore occupations for exposure to current AI capabilities. That ranking does not say how many jobs will be lost or when.

How many jobs are at risk from AI?

This index cannot estimate a count of jobs that will disappear. It ranks occupations by relative AI exposure and reports demand, adoption and transition context separately.

Is AI replacing jobs right now?

AI can change tasks, hiring and job design without eliminating an occupation. Actual outcomes depend on adoption, demand, productivity, wages, institutions and worker transitions.