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Comparison · dataset August 2026

Warehouse Supervisor vs Warehouse Worker: which is more exposed to AI?

Warehouse Worker carries 7 points more AI exposure than Warehouse Supervisor.

Warehouse Worker sits at 45% time-weighted AI exposure against 38% for Warehouse Supervisor, a 7-point gap driven by the 14% of warehouse worker work time that current models can already substitute outright. Warehouse Supervisor holds a larger human-critical core — 52% of the role's time sits in work like "enforce safety on a live floor" that models score poorly on. Both roles sit inside Transportation, so the exposure difference reflects task design rather than a change of field.

7PP GAP

Seven dimensions, side by side.

METRICWAREHOUSE SUPERVISORWAREHOUSE WORKERDELTA
AI exposure38%45%7pp gap
Resilience score60/10060/1000pt gap
Substitutable work time21%14%Fully automatable today
Human-critical work time52%48%Models score poorly here
Median salary$58k$39k$19k apart
10-year growth5%5%Warehouse Supervisor
US workforce250k1.7MBLS OEWS
Task level

What actually creates the gap.

Warehouse Supervisors spend 21% of their time-weighted week on tasks a current model can produce end-to-end, against 14% for Warehouse Workers. The single largest contributor is "build shift schedules", graded at 84% and worth 6% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Warehouse Supervisor
MOST EXPOSED TASKS
  • Build shift schedules84% · 6% time
  • Compile throughput reports82% · 6% time
  • Process timekeeping and payroll inputs80% · 4% time
  • Track inventory discrepancies76% · 5% time
HUMAN-CRITICAL CORE
  • Enforce safety on a live floor10% · 12% time
  • Lead and motivate floor crews12% · 20% time
  • Handle discipline and conflicts15% · 10% 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 procedural, manual — that is the part of your experience that travels intact. The real divide is social: Warehouse Supervisors score 72 there against 34 for Warehouse Workers, a 38-point spread. That is the gap you would actually have to close.

DIMENSIONWAREHOUSE SUPERVISORWAREHOUSE WORKER
Social7234
Manual5892
Procedural6886
Switching between them
LowDIFFICULTY

Warehouse Worker appears in our dataset as a mapped adjacent career for Warehouse Supervisors: the move raises exposure by 7 points, landing at 45%. Switch difficulty reads low — capability profiles are 22 points apart on average and both sit in the same family.

Score your own exposure in 8 questions →

Common questions.

Is Warehouse Supervisor or Warehouse Worker more at risk from AI?

Warehouse Worker. It scores 45% time-weighted AI exposure against 38% for Warehouse Supervisor — a 7-point gap. 14% of warehouse worker work time is already fully substitutable by current models, versus 21% for Warehouse Supervisors.

Which pays more, Warehouse Supervisor or Warehouse Worker?

Warehouse Supervisor, 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 warehouse supervisor switch to being a warehouse worker?

Warehouse Worker appears in our dataset as a mapped adjacent career for Warehouse Supervisors: the move raises exposure by 7 points, landing at 45%. Switch difficulty reads low — capability profiles are 22 points apart on average and both sit in the same family.

Which role is growing faster, Warehouse Supervisor or Warehouse Worker?

Both are projected at 5% over ten years (about avg).

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