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AI Work Index
V7 is now the live structural release. Task-concentration exposure, demand persistence, downloadable files, methodology artifacts, and SEO/LLM surfaces are aligned to the same release contract. Review release surfaces

How will AI affect your job?

Search any job title or occupation

32%

Jobs under pressure

94

Occupations at risk

562

Occupations scored

Highest pressure jobs → In demand, high AI pressure → Modern roles → View all occupations →
View: GlobalSingaporeUnited States

Occupation Map

Size = mapped occupations · Colour = structural pressure

Click a group to explore its occupations.

Loading visualization...
Lower AI Risk
Higher AI Risk

Highest Risk

All →
1 Telemarketer 91%2 Clearing and forwarding agent 91%3 Data entry clerk 87%4 Securities clerk 86%5 Insurance sales agent/broker 86%

Most Resilient

All →
1 General dental practitioner 0%2 Urologist 0%3 Veterinarian 0%4 Traditional Chinese medicine… 0%5 Early intervention teacher for infants… 0%

AI-Augmented

All →
1 Music instructor (extracurriculum) Moderate2 Private tutor (academic) Moderate3 Relief teacher Moderate4 Audit manager Moderate5 Librarian Moderate

Most mapped occupations

All →
1 Receptionist (general) 7 mapped occupations2 Energy engineer 6 mapped occupations3 Computer engineer 6 mapped occupations4 Ophthalmologist 6 mapped occupations5 Bookkeeper 6 mapped occupations
More: Modern RolesAll RankingsAI-Proof JobsAI Job LossWill AI Take My Job?CompareMethodology

Global · V7 · 290 occupations

Frequently asked questions

What does the AI Work Index measure?

It measures structural AI pressure on occupations. The homepage defaults to the global structural baseline, and country layers add local demand, wage, and policy context when selected.

How is the score calculated?

Global structural pressure is exposure multiplied by one minus the human bottleneck. Country headline risk is structural pressure multiplied by one minus demand resilience. No LLM is used in the scoring pipeline.