Recreational therapists

AI Overlap Index
34.0 / 100
Selectively Exposed

Physical, social, or oversight-heavy work that AI augments rather than replaces.

SOC 29-1125 · Healthcare

Bureau of Labor Statistics
Median pay
$60,280/yr
Hourly
$29/hr
Jobs 2024
16,100
Projected 2034
16,600
10-yr outlook
+3% · As fast as average
Employment change
500
Entry education
Bachelor's degree
SOC code
29-1125

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
31.7
contribution to AOI: 19.0
Automation Potential weight 10%
30.0
contribution to AOI: 3.0
Market Pressure weight 15%
45.0
contribution to AOI: 6.8
Entry Barrier Erosion weight 15%
35.0
contribution to AOI: 5.2

By seniority

multiplicative adjustment from category curve

Entry
37.4
mult 1.10x
Mid
34.0
mult 1.00x
Senior
27.9
mult 0.82x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

10 tasks · model: claude-sonnet-4-5-20250929
Important t8

Inform patients about community resources and recreational activities

AI can effectively compile, personalize, and present information about community resources and recreational activities based on patient profiles, location, and accessibility needs, with the therapist primarily reviewing recommendations for appropriateness—this is largely an information retrieval and matching task well-suited to current AI capabilities.

BLS evidence: The page states 'Therapists also may inform people about how to use community resources and participate in recreational activities.'

72
automation
Supporting t9

Document and analyze patient progress to ensure goals are met and modify treatment as needed

AI excels at analyzing structured progress data, identifying patterns, flagging when goals aren't being met, and suggesting treatment modifications based on evidence, though the therapist must validate clinical appropriateness and make final decisions—this shifts documentation from manual to review-based work.

BLS evidence: The Duties section lists 'Document and analyze a patient's progress to ensure that their goals are met and to modify treatment as needed.'

68
automation
Core t2

Develop and implement treatment plans that meet patients' goals and interests

AI can generate personalized treatment plan templates based on patient data, goals, and evidence-based protocols, significantly accelerating the drafting process, but the therapist must validate appropriateness given subtle patient preferences, contraindications, and therapeutic relationship factors that AI cannot fully capture.

BLS evidence: The Duties section explicitly states therapists 'Develop and implement treatment plans that meet patients' goals and interests.'

52
automation
Supporting t10

Collaborate with physicians, nurses, psychologists, social workers, and other healthcare professionals

AI can facilitate collaboration by summarizing patient status, scheduling coordination, and drafting interdisciplinary communication, but the core collaborative work requires real-time discussion of complex cases, negotiating treatment approaches, and building professional relationships that benefit from human-to-human interaction, limiting AI to an assistive role.

BLS evidence: The page states 'Therapists may work with physicians or surgeons, registered nurses, psychologists, social workers, physical therapists, teachers, or occupational therapists.'

42
automation
Core t1

Assess patients' needs through observation, medical records, tests, and discussions with healthcare workers and families

While AI can analyze medical records and extract patterns, the holistic assessment requires in-person observation of patient affect, mobility, and social interaction in unpredictable therapeutic contexts, plus nuanced family discussions that demand empathy and real-time judgment that current AI cannot reliably provide.

BLS evidence: The Duties section lists 'Assess patients' needs through observation, medical records, tests, and discussions with other healthcare workers and patients and their families' as a primary duty.

28
automation
Important t5

Help patients reduce and cope with stress, anxiety, or depression

While AI chatbots can provide some mental health support, helping patients manage stress and depression in a therapeutic recreation context requires reading nonverbal cues during activities, adapting interventions to real-time emotional states, building trust through physical presence, and making safety judgments that current AI cannot reliably handle.

BLS evidence: The Duties section states therapists 'Help patients to reduce and cope with stress, anxiety, or depression,' and the overview mentions helping people 'reduce depression, stress, and anxiety.'

22
automation
Important t7

Provide interventions to help patients develop social and coping skills for managing mental health conditions

Providing therapeutic interventions for mental health requires in-person facilitation of activities, reading subtle behavioral cues, managing crisis situations, adapting to unpredictable patient responses, and building therapeutic alliance through embodied presence—capabilities that extend well beyond current AI systems despite advances in digital mental health tools.

BLS evidence: The page notes 'They may provide interventions to help patients develop social and coping skills for managing their depression or anxiety.'

20
automation
Important t4

Help patients learn social skills needed to become or remain independent

Teaching social skills requires in-person modeling, real-time feedback on body language and social cues, managing unpredictable interpersonal dynamics in group settings, and physical coaching through activities—tasks that demand embodied presence and human social cognition that AI cannot replicate in therapeutic contexts.

BLS evidence: The Duties section lists 'Help patients learn social skills needed to become or remain independent' as a key responsibility.

18
automation
Core t3

Engage patients in therapeutic activities such as exercise, games, and community outings

This task requires physical presence to lead activities, real-time adaptation to patient responses in dynamic environments (gyms, pools, community settings), hands-on assistance with adaptive equipment, and the therapeutic relationship building that occurs through shared embodied experience—all beyond current AI+robotics capabilities.

BLS evidence: The Duties section states therapists 'Engage patients in therapeutic activities, such as exercise, games, and community outings,' and the overview mentions using 'art expression; drama, music, and dance; sports and games; aquatics; and community outings.'

12
automation
Important t6

Teach adaptive sports and activities to people with physical disabilities

Teaching adaptive sports requires hands-on physical instruction, real-time adjustment of techniques and equipment for individual disabilities, ensuring safety in dynamic physical environments, demonstrating movements, and providing tactile feedback—all requiring embodied expertise and dexterity that AI+robotics cannot achieve.

BLS evidence: The page states 'they may help people with physical disabilities by teaching them adaptive sports.'

8
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
30
karpathy 3/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
45
outlook: As fast as average
  • BLS projected outlook: As fast as average (3%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
35
ed: Bachelor's degree
  • BLS typical entry-level education: Bachelor's degree
  • Credential trend signal (annual refresh)

Related in Healthcare

closest AOI neighbors in the same category