How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.74
- Serve as liaisons between organizations, shareholders, and outside organizations.72
- Direct non-merchandising departments, such as advertising, purchasing, credit, or accounting.72
- Refer major policy matters to elected representatives for final decisions.72
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Direct or coordinate activities of businesses or departments concerned with production, pricing, sales, or distribution of products.01
- Review reports submitted by staff members to recommend approval or to suggest changes.02
- Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.03
- Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.04
- Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
General and Operations Managers
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Related work
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Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
