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.
- Provide advice on best practices and implementation for selection.74
- Develop and implement employee selection or placement programs.74
- Study organizational effectiveness, productivity, and efficiency, including the nature of workplace supervision and leadership.74
- Formulate and implement training programs, applying principles of learning and individual differences.74
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.
- Coach senior executives and managers on leadership and performance.01
- Analyze data, using statistical methods and applications, to evaluate the outcomes and effectiveness of workplace programs.02
- Provide advice on best practices and implementation for selection.03
- Advise management concerning personnel, managerial, and marketing policies and practices and their potential effects on organizational effectiveness and efficiency.04
- Analyze job requirements and content to establish criteria for classification, selection, training, and other related personnel functions.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Training and Development Managers
Closely related work
Compare these careers →Training and Development Specialists
Closely related work
Compare these careers →Management Analysts
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Compare these careers →Human Resources Managers
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Compare these careers →Human Resources Specialists
Closely related work
Compare these careers →Educational, Guidance, and Career Counselors and Advisors
Related work
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.
