Share and intensity of work current AI systems can materially affect.
SOC 21-1015
Rehabilitation Counselors AI displacement risk
Helping people with disabilities into work means assessing barriers, arranging accommodations, coaching through placements, and advocating with employers. AI matching tools suggest options; the counseling relationship and barrier problem-solving stay human.
Likely potential for exposed tasks to move to software after workflow integration.
Job-matching algorithms struggle with the individualized, constraint-heavy placements this role handles daily. Employer relationships, accommodation negotiation, and sustained client coaching are the occupation's human core.
Distribution
Where Rehabilitation Counselors sits across 620 tracked roles
Displacement pressure 20 — higher than 23% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-08. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
17 O*NET task statements matched to SOC 21-1015. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $46,850 (May 2025, US national). The latest BLS row matched SOC 21-1015.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify Rehabilitation Counselors
SOC 21-1015 places this role in the paper's cognitive occupation group. These group-level outcomes do not change the 20/100 role score and are not an occupation forecast.
+0.4% group wage
-0.5% cognitive employment since mid-2026; 2.9% cognitive unemployment.
Economy-wide: +1.6% GDP and 3.9% unemployment.
-0.3% group wage
-3.9% cognitive employment since mid-2026; 4.5% cognitive unemployment.
Economy-wide: +8.3% GDP and 4.6% unemployment.
-11.5% group wage
-21.5% cognitive employment since mid-2026; 17.9% cognitive unemployment.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for Rehabilitation Counselors
The current evidence import matched 17 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks17
SOC21-1015
- Core task / ID 9205
Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.
- Core task / ID 9201
Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.
- Core task / ID 9202
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.
- Core task / ID 9208
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.
- Core task / ID 9204
Analyze information from interviews, educational and medical records, consultation with other professionals, and diagnostic evaluations to assess clients' abilities, needs, and eligibility for services.
- Core task / ID 9200
Monitor and record clients' progress to ensure that goals and objectives are met.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Assess client abilities and needs
Exposure 36, automation 14%, augmentation 58%.
O*NET evidence: Analyze information from interviews, educational and medical records, consultation with... (ID 9204)
Develop rehabilitation plans
Exposure 42, automation 18%, augmentation 64%.
O*NET evidence: Develop rehabilitation plans that fit clients' aptitudes, education levels, physical ab... (ID 9205)
Coordinate job placements with employers
Exposure 26, automation 9%, augmentation 48%.
O*NET evidence: Participate in job development and placement programs, contacting prospective employers... (ID 9212)
Maintain case records and reports
Exposure 56, automation 28%, augmentation 68%.
O*NET evidence: Prepare and maintain records and case files, including documentation, such as clients' ... (ID 9202)
TaskExposureAutomationAugmentation
Assess client abilities and needs3614%58%
Develop rehabilitation plans4218%64%
Coordinate job placements with employers269%48%
Maintain case records and reports5628%68%
Transition pathways
Adjacent moves that preserve existing skills
credentialed transition
LowCertified Rehabilitation Counselor
Training horizon: 6-12 months. Skill overlap 74. Wage preservation signal 112.
- Complete CRC certification
- Deepen vocational evaluation skills
- Build placement outcome records
role redesign
LowWorkforce Program Manager
Training horizon: 3-6 months. Skill overlap 62. Wage preservation signal 122.
- Manage caseload teams
- Measure placement outcomes
- Design employer partnership programs
Comparison guides
Compare the next move before you commit
6-12 months
Rehabilitation Counselors to Certified Rehabilitation Counselor
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Rehabilitation Counselors into Certified Rehabilitation Counselor.
3-6 months
Rehabilitation Counselors to Workforce Program Manager
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Rehabilitation Counselors into Workforce Program Manager.
What the AI risk score means for Rehabilitation Counselors
The displacement pressure score for Rehabilitation Counselors is 20. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Maintain case records and reports carries 28% automation pressure, while Maintain case records and reports carries 68% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $46,850 (May 2025, US national). Employment context: Disability employment counseling role with steady public demand. Typical education: Master's degree typical for certification.
Wage vulnerability is 56, while transition feasibility is 68. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Low displacement pressure
- Matching tools struggle with complex placements
- Public rehabilitation demand is stable
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For Rehabilitation Counselors, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Vocational assessment
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Case management
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Employer relations
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Accommodation planning
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to Certified Rehabilitation Counselor, such as complete crc certification.
- By 90 days, compare internal openings and external postings for Certified Rehabilitation Counselor or Workforce Program Manager and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and Rehabilitation Counselors
Will AI replace Rehabilitation Counselors?
Helping people with disabilities into work means assessing barriers, arranging accommodations, coaching through placements, and advocating with employers. AI matching tools suggest options; the counseling relationship and barrier problem-solving stay human. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of Rehabilitation Counselors work are most exposed to AI?
Maintain case records and reports and Develop rehabilitation plans show the strongest automation pressure in this model. Maintain case records and reports and Develop rehabilitation plans are better treated as AI-augmented work.
What should Rehabilitation Counselors learn next?
Start with Vocational assessment, Case management, Employer relations. The most practical adjacent paths in this model are Certified Rehabilitation Counselor and Workforce Program Manager.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
International Labour Organization / 20 May 2025Generative AI and Jobs: A Refined Global Index of Occupational ExposureOECD / 11 July 2023OECD Employment Outlook 2023: Artificial Intelligence and the Labour MarketO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics