Most Exposed to AI Occupations

Top 25 occupations by relative V8 AI exposure rank; not job-loss probabilities.

Statistical officer/Data analyst

SSOC 21231

100/100

AI Exposure Rank: 100/100
Exposure: 96%
Bottleneck: 26%
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: 95%
Bottleneck: 22%
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: 95%
Bottleneck: 22%
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: 99%
Bottleneck: 15%
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: 92%
Bottleneck: 51%
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: 92%
Bottleneck: 51%
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: 92%
Bottleneck: 66%
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: 91%
Bottleneck: 29%
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: 90%
Bottleneck: 28%
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: 90%
Bottleneck: 28%
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: 90%
Bottleneck: 28%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 70%
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: 90%
Bottleneck: 1%
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: 90%
Bottleneck: 1%
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: 90%
Bottleneck: 57%
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: 90%
Bottleneck: 16%
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: 90%
Bottleneck: 16%
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: 90%
Bottleneck: 57%
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: 90%
Bottleneck: 57%
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: 90%
Bottleneck: 57%
Median Wage: SGD 8,060
Exposure band: Very High
Likely job pathway: Workflow redesign

#	Occupation	AI Exposure Rank	Exposure	Bottleneck	Median Wage	Exposure band	Likely job pathway
1	Statistical officer/Data analyst 21231	100/100	96%	26%	SGD 8,356	Very High	Workflow redesign
2	Enumerator/Market research interviewer 43142	100/100	95%	22%	SGD 2,701	Very High	Workflow redesign
3	Statistical clerk 43141	100/100	95%	22%	SGD 4,401	Very High	Workflow redesign
4	Typist and word processing operator 41310	100/100	99%	15%	SGD 2,803	Very High	Workflow redesign
5	Data scientist 21222	99/100	92%	51%	SGD 9,047	Very High	Augmentation-led growth
6	Statistician 21221	99/100	92%	51%	SGD 4,720	Very High	Hiring or substitution pressure
7	Translator 26431	99/100	92%	66%	SGD 6,456	Very High	Hiring or substitution pressure
8	Financial markets back office administrator 33121	99/100	91%	29%	SGD 5,366	Very High	Hiring or substitution pressure
9	Accountant (excluding tax accountant) 24111	98/100	90%	28%	SGD 5,498	Very High	Workflow redesign
10	Auditor (accounting) 24112	98/100	90%	28%	SGD 5,575	Very High	Demand-buffered redesign
11	Tax accountant 24113	98/100	90%	28%	SGD 9,726	Very High	Workflow redesign
12	Art and craft instructor (extracurriculum) 36202	98/100	90%	70%	SGD 3,300	Very High	Workflow redesign
13	Information technology trainer (extracurriculum) 36203	98/100	90%	70%	SGD 6,119	Very High	Workflow redesign
14	Language instructor (extracurriculum) 36201	98/100	90%	70%	SGD 4,329	Very High	Workflow redesign
15	Music instructor (extracurriculum) 36204	98/100	90%	70%	SGD 3,000	Very High	Workflow redesign
16	Private tutor (academic) 36910	98/100	90%	70%	SGD 4,250	Very High	Workflow redesign
17	Relief teacher 36991	98/100	90%	70%	SGD 2,765	Very High	Workflow redesign
18	Clearing and forwarding agent 33311	97/100	90%	1%	SGD 4,047	Very High	Workflow redesign
19	Shipping agent/Boarding officer 33312	97/100	90%	1%	SGD 4,046	Very High	Workflow redesign
20	Creative advertising professional 24311	96/100	90%	57%	SGD 7,089	Very High	Workflow redesign
21	Database administrator 25211	96/100	90%	16%	SGD 6,717	Very High	Workflow redesign
22	Database architect 25212	96/100	90%	16%	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%	57%	SGD 5,300	Very High	Workflow redesign
24	Market research professional 24312	96/100	90%	57%	SGD 7,000	Very High	Workflow redesign
25	Marketing strategy/planning professional 24313	96/100	90%	57%	SGD 8,060	Very High	Workflow redesign

The rank compares occupations within this dataset. It is not a task share or job-loss probability. Learn more

Frequently asked questions

Which occupations have the highest AI exposure?

The highest-scoring occupations rank near the top of the Singapore market for relative AI exposure. This does not imply a probability or timetable for job loss.

How is the AI exposure ranking calculated?

The V8 score is a within-Singapore percentile rank of the multi-source AI exposure signal. Demand and adoption are reported separately rather than hidden in the score. This page shows the top 25 of 562 occupations.

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