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Comparison · dataset August 2026

Therapist / Counsellor vs Warehouse Worker: which is more exposed to AI?

A 26-point gap separates these roles — Therapist / Counsellor is the more defensible seat.

Warehouse Worker sits at 45% time-weighted AI exposure against 19% for Therapist / Counsellor, a 26-point gap driven by the 14% of warehouse worker work time that current models can already substitute outright. Therapist / Counsellor holds a larger human-critical core — 78% of the role's time sits in work like "crisis intervention" that models score poorly on. The two sit in different families — Healthcare and Transportation — so any move between them is a career change, not a lateral step.

26PP GAP

Seven dimensions, side by side.

METRICTHERAPIST / COUNSELLORWAREHOUSE WORKERDELTA
AI exposure19%45%26pp gap
Resilience score94/10060/10034pt gap
Substitutable work time0%14%Fully automatable today
Human-critical work time78%48%Models score poorly here
Median salary$58k$39k$19k apart
10-year growth19%5%Therapist / Counsellor
US workforce912k1.7MBLS OEWS
Task level

What actually creates the gap.

Warehouse Workers spend 14% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Therapist / Counsellors. The single largest contributor is "scan inventory and update systems", graded at 84% and worth 14% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Therapist / Counsellor
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Crisis intervention4% · 14% time
    • Conduct therapy sessions6% · 38% time
    • Group therapy facilitation8% · 6% time
    Warehouse Worker
    MOST EXPOSED TASKS
    • Scan inventory and update systems84% · 14% time
    HUMAN-CRITICAL CORE
    • Load and unload trucks12% · 12% time
    • Maintain safety and housekeeping16% · 8% time
    • Handle exceptions and damaged goods18% · 12% time
    What transfers

    These roles share no capability dimension where both score above 55. A move in either direction means rebuilding the core of the job rather than redeploying it — expect the transition to run on retraining, not on transferable experience.

    DIMENSIONTHERAPIST / COUNSELLORWAREHOUSE WORKER
    Manual1292
    Social9834
    Creative5412
    Switching between them
    HighDIFFICULTY

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 53 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.

    Score your own exposure in 8 questions →

    Common questions.

    Is Therapist / Counsellor or Warehouse Worker more at risk from AI?

    Warehouse Worker. It scores 45% time-weighted AI exposure against 19% for Therapist / Counsellor — a 26-point gap. 14% of warehouse worker work time is already fully substitutable by current models, versus 0% for Therapist / Counsellors.

    Which pays more, Therapist / Counsellor or Warehouse Worker?

    Therapist / Counsellor, by roughly $19k at the median ($58k versus $39k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.

    Can a therapist / counsellor switch to being a warehouse worker?

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 53 points apart on average. Treat a move between them as a genuine career change with a retraining cost, not as a hedge against AI exposure.

    Which role is growing faster, Therapist / Counsellor or Warehouse Worker?

    Therapist / Counsellor, at 19% projected ten-year growth versus 5% — a 14-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.