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.
- Develop and maintain relationships with community referral sources, such as schools or community groups.73
- Manage budgets and direct case service allocations, authorizing expenditures and payments.73
- Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.68
- Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.68
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.
- Locate barriers to client employment, such as inaccessible work sites, inflexible schedules, or transportation problems, and work with clients to develop strategies for overcoming these barriers.01
- Prepare and maintain records and case files, including documentation, such as clients' personal and eligibility information, services provided, narratives of client contacts, or relevant correspondence.02
- Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.03
- Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.04
- Maintain close contact with clients during job training and placements to resolve problems and evaluate placement adequacy.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
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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.
