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Rehabilitation Counselors

Counsel individuals to maximize the independence and employability of persons coping with personal, social, and vocational difficulties that result from birth defects, illness, disease, accidents, aging, or the stress of daily life. Coordinate activities for residents of care and treatment facilities. Assess client needs and design and implement rehabilitation programs that may include personal and vocational counseling, training, and job placement.

94,740 people do this job in the US. $46,850 a year.

now
66%

of the working time. Estimate.

Kinds of work
  • 79%
  • 21%
  • 0%
0%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 79% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 55%. Today's estimate: 66%.

0%25%50%75%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 6% within reachGPT-5, August 2025: 9% within reachGemini 3 Pro, November 2025: 15% within reachClaude Opus 4.5, November 2025: 15% within reachGPT-5.2, December 2025: 19% within reachClaude Opus 4.6, February 2026: 21% within reachClaude Mythos Preview (early), April 2026: 55% within reachToday (estimate), September 2026: 66% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 17 tasks from .

TaskKind
Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.Done several times a day by most who do it. 19%1.7 h50 min to 3.3 h90%Half by now
Analyze information from interviews, educational and medical records, consultation with other professionals, and diagnostic evaluations to assess clients' abilities, needs, and eligibility for services.Done several times a day by most who do it. 16%2.1 h50 min to 3.3 h80%Half by now
Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.Done several times a day by most who do it. 9%50 min25 min to 1.7 hStays with people
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.Done daily by most who do it. 9%25 min13 min to 50 min100%Half by now
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.Done daily by most who do it. 8%1.3 h25 min to 2.5 h87%Half by now
Participate in job development and placement programs, contacting prospective employers, placing clients in jobs, and evaluating the success of placements.Done more than weekly by most who do it. 7%2.5 h50 min to 6.7 h46%Half by Oct 2026
Manage budgets and direct case service allocations, authorizing expenditures and payments.Done more than monthly by most who do it. 5%50 min17 min to 2.5 h87%Half by now
Collaborate with community agencies to establish facilities and programs for persons with disabilities.Done more than monthly by most who do it. 5%2.5 h1.3 h to 1 work dayStays with people
Supervise rehabilitation counselors and staff.Done daily by most who do it. 4%50 min25 min to 1.7 hStays with people
Develop and maintain relationships with community referral sources, such as schools or community groups.Done more than monthly by most who do it. 3%50 min25 min to 2.5 h95%Half by now
Develop diagnostic procedures to determine clients' needs.Done more than monthly by most who do it. 3%3.3 h1.7 h to 6.7 h49%Half by now
Monitor and record clients' progress to ensure that goals and objectives are met.Done daily by most who do it. 3%25 min13 min to 1.1 h100%Half by now

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.