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.
- Conduct orientation sessions and arrange on-the-job training for new hires.77
- Train instructors and supervisors in techniques and skills for training and dealing with employees.77
- Develop and organize training manuals, multimedia visual aids, and other educational materials.76
- Analyze training needs to develop new training programs or modify and improve existing programs.75
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.
- Analyze training needs to develop new training programs or modify and improve existing programs.01
- Plan, develop, and provide training and staff development programs, using knowledge of the effectiveness of methods such as classroom training, demonstrations, on-the-job training, meetings, conferences, and workshops.02
- Develop and organize training manuals, multimedia visual aids, and other educational materials.03
- Evaluate instructor performance and the effectiveness of training programs, providing recommendations for improvement.04
- Conduct orientation sessions and arrange on-the-job training for new hires.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 Specialists
Closely related work
Compare these careers →Industrial-Organizational Psychologists
Closely related work
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Closely related work
Compare these careers →Human Resources Specialists
Related work
Compare these careers →Human Resources Managers
Related work
Compare these careers →Education Administrators, Kindergarten through Secondary
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.
