← Risk register SOC 21-1015 · reviewed 2026-08-11

Rehabilitation Counselors

94,740 US workers · median $46,850/yr · Social Service

EXPOSED

Much of the visible workload is paperwork AI already handles well: writing Individualized Plans for Employment, case notes, eligibility determinations from medical records, benefits-eligibility screening, and matching clients to job listings or training programs. What does not automate is the sustained, in-person relationship with a client navigating disability, injury, or mental illness — motivating someone through a failed placement, reading resistance in a home visit, negotiating accommodations with a skeptical employer. Certification (CRC) and state agency rules require a credentialed human on the case, but that shield is administrative rather than a hard professional license with personal liability.

10-year outlook: Caseloads per counselor will rise as AI absorbs the plan-writing and documentation burden, so employment holds roughly flat while the job tilts toward face-to-face counseling, employer negotiation, and the hardest cases.

Score — 58/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 9 + 8 + 17 + 13 = 58.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. IPE drafting, eligibility narratives from medical and psychological reports, labor-market surveys pulled from O*NET, and progress notes are the bulk of billable hours and already draft themselves, but the counterweight is real: job-site accommodation walkthroughs, motivational interviewing with a client who just lost a placement, and employer negotiation over a schedule change keep this at 11 rather than down with claims processing.

Embodiment 9/20

Some physical or field component. You are in cars a lot — home visits, job coaching on a warehouse floor, ergonomic assessments at a client's workstation, transport to interviews — but the work itself is talking and observing, not lifting or manipulating, so it sits at 9 rather than the 14+ of an occupational therapist doing hands-on transfers and modality treatment.

Liability shield 8/20

Certification preferred, not legally required. CRC certification plus state VR agency requirements mean a named counselor must sign eligibility determinations and authorize service purchases, and CARF/state audits do bite — but you carry no independent practice license, malpractice exposure sits with the agency or CARF-accredited provider, and a non-certified case manager can lawfully do much of the same work in many private and workers'-comp settings, which caps this at 8.

Trust premium 17/20

The human relationship is the product. Clients disclose criminal history, active substance use, psychiatric symptoms, and fear of losing SSDI to a specific person they have seen for two years; a transferred caseload measurably stalls, and employers agree to hire a client because they know you, not because a system recommended a match — that continuity is the intervention, hence 17.

Judgment & accountability 13/20

Meaningful discretion. You decide whether someone with a fluctuating condition has a substantial impediment to employment, whether an unsuccessful closure or a costly retraining plan is justified, and when to close a case over a client's objection — high-stakes calls under Rehabilitation Act order-of-selection rules and appealable to a hearing officer, but bounded by written state eligibility criteria and supervisor sign-off on expensive authorizations, so 13 not 17.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: trust, judgment, licensure

How to future-proof this job

Training paths for your skill gaps: Structured problem solving partner link

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Marriage and Family Therapists SAFE · 74/100 · you already have ~85% of the skill profile

Skills to close: Active Listening, Complex Problem Solving, Active Learning, Judgment and Decision Making

Special Education Teachers, Secondary School SAFE · 73/100 · you already have ~79% of the skill profile

Skills to close: Instructing, Learning Strategies, Complex Problem Solving, Mathematics

Special Education Teachers, Preschool SAFE · 82/100 · you already have ~77% of the skill profile

Skills to close: Learning Strategies, Quality Control Analysis, Active Learning, Instructing

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.