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Comparison · dataset August 2026

Registered Nurse vs Warehouse Worker: which is more exposed to AI?

Warehouse Worker carries 12 points more AI exposure than Registered Nurse.

Warehouse Worker sits at 45% time-weighted AI exposure against 33% for Registered Nurse, a 12-point gap driven by the 14% of warehouse worker work time that current models can already substitute outright. Registered Nurse holds a larger human-critical core — 70% of the role's time sits in work like "emotional support and counseling" 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.

12PP GAP

Seven dimensions, side by side.

METRICREGISTERED NURSEWAREHOUSE WORKERDELTA
AI exposure33%45%12pp gap
Resilience score86/10060/10026pt gap
Substitutable work time0%14%Fully automatable today
Human-critical work time70%48%Models score poorly here
Median salary$81k$39k$42k apart
10-year growth6%5%Registered Nurse
US workforce3.1M1.7MBLS 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 Registered Nurses. 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.

Registered Nurse
MOST EXPOSED TASKS
    HUMAN-CRITICAL CORE
    • Emotional support and counseling6% · 3% time
    • Administer medications and treatments8% · 16% time
    • Emergency response and triage12% · 7% 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

    Both roles lean on manual, procedural — that is the part of your experience that travels intact. The real divide is social: Registered Nurses score 91 there against 34 for Warehouse Workers, a 57-point spread. That is the gap you would actually have to close.

    DIMENSIONREGISTERED NURSEWAREHOUSE WORKER
    Social9134
    Judgement8452
    Cognitive6434
    Switching between them
    HighDIFFICULTY

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 31 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 Registered Nurse or Warehouse Worker more at risk from AI?

    Warehouse Worker. It scores 45% time-weighted AI exposure against 33% for Registered Nurse — a 12-point gap. 14% of warehouse worker work time is already fully substitutable by current models, versus 0% for Registered Nurses.

    Which pays more, Registered Nurse or Warehouse Worker?

    Registered Nurse, by roughly $42k at the median ($81k 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 registered nurse switch to being a warehouse worker?

    Neither role lists the other as a mapped adjacent career, and the capability profiles sit 31 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, Registered Nurse or Warehouse Worker?

    Registered Nurse, at 6% projected ten-year growth versus 5% — a 1-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.