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Comparison · dataset August 2026

Massage Therapist vs Occupational Therapist: which is more exposed to AI?

A 15-point gap separates these roles — Massage Therapist is the more defensible seat.

Occupational Therapist sits at 26% time-weighted AI exposure against 11% for Massage Therapist, a 15-point gap driven by the 0% of occupational therapist work time that current models can already substitute outright. Massage Therapist holds a larger human-critical core — 71% of the role's time sits in work like "perform therapeutic massage" that models score poorly on. The two sit in different families — Personal Care & Service and Healthcare — so any move between them is a career change, not a lateral step.

15PP GAP

Seven dimensions, side by side.

METRICMASSAGE THERAPISTOCCUPATIONAL THERAPISTDELTA
AI exposure11%26%15pp gap
Resilience score88/10089/1001pt gap
Substitutable work time11%0%Fully automatable today
Human-critical work time71%74%Models score poorly here
Median salary$55k$92k$37k apart
10-year growth18%12%Massage Therapist
US workforce90k148kBLS OEWS
Task level

What actually creates the gap.

Massage Therapists spend 11% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Occupational Therapists. The single largest contributor is "manage scheduling and reminders", graded at 82% and worth 5% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Massage Therapist
MOST EXPOSED TASKS
  • Manage scheduling and reminders82% · 5% time
  • Process intake forms74% · 3% time
  • Write treatment notes70% · 3% time
HUMAN-CRITICAL CORE
  • Perform therapeutic massage3% · 42% time
  • Hold safe therapeutic presence4% · 8% time
  • Manage client comfort and consent5% · 6% time
Occupational Therapist
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Deliver hands-on therapy interventions6% · 26% time
    • Adapt home and work environments12% · 14% time
    • Assess patient functional abilities14% · 24% time
    What transfers

    Both roles lean on manual, social, judgement — that is the part of your experience that travels intact. The real divide is cognitive: Occupational Therapists score 72 there against 30 for Massage Therapists, a 42-point spread. That is the gap you would actually have to close.

    DIMENSIONMASSAGE THERAPISTOCCUPATIONAL THERAPIST
    Cognitive3072
    Creative2862
    Procedural4074
    Switching between them
    HighDIFFICULTY

    Occupational Therapist appears in our dataset as a mapped adjacent career for Massage Therapists: the move raises exposure by 15 points, landing at 26%. Switch difficulty reads high — capability profiles are 29 points apart on average.

    Score your own exposure in 8 questions →

    Common questions.

    Is Massage Therapist or Occupational Therapist more at risk from AI?

    Occupational Therapist. It scores 26% time-weighted AI exposure against 11% for Massage Therapist — a 15-point gap. 0% of occupational therapist work time is already fully substitutable by current models, versus 11% for Massage Therapists.

    Which pays more, Massage Therapist or Occupational Therapist?

    Occupational Therapist, by roughly $37k at the median ($92k versus $55k). Note that the higher-paying role here is also the more AI-exposed one, which matters if you are weighing pay against durability.

    Can a massage therapist switch to being a occupational therapist?

    Occupational Therapist appears in our dataset as a mapped adjacent career for Massage Therapists: the move raises exposure by 15 points, landing at 26%. Switch difficulty reads high — capability profiles are 29 points apart on average.

    Which role is growing faster, Massage Therapist or Occupational Therapist?

    Massage Therapist, at 18% projected ten-year growth versus 12% — a 6-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

    Methodology
    Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.