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.
- Attend meetings, educational conferences, and training workshops, and serve on committees.74
- Plan, direct, and participate in recruitment and enrollment activities.72
- Plan and conduct orientation programs and group conferences to promote the adjustment of individuals to new life experiences, such as starting college.72
- Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.71
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.
- Compile and study occupational, educational, and economic information to assist counselees in determining and carrying out vocational and educational objectives.01
- Provide information for teachers and staff members involved in helping students or graduates identify and pursue employment opportunities.02
- Counsel individuals or groups to help them understand and overcome personal, social, or behavioral problems affecting their educational or vocational situations.03
- Counsel students regarding educational issues, such as course and program selection, class scheduling and registration, school adjustment, truancy, study habits, and career planning.04
- Review transcripts to ensure that students meet graduation or college entrance requirements, and write letters of recommendation.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Rehabilitation Counselors
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Related work
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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.
