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Comparison · dataset August 2026

Carpenter vs Cashier: which is more exposed to AI?

52 points apart. These are not comparable risk profiles.

Cashier sits at 72% time-weighted AI exposure against 20% for Carpenter, a 52-point gap driven by the 48% of cashier work time that current models can already substitute outright. Carpenter holds a larger human-critical core — 67% of the role's time sits in work like "execute finish carpentry and trim" that models score poorly on. The two sit in different families — Trades & Construction and Sales & Retail — so any move between them is a career change, not a lateral step.

52PP GAP

Seven dimensions, side by side.

METRICCARPENTERCASHIERDELTA
AI exposure20%72%52pp gap
Resilience score80/10028/10052pt gap
Substitutable work time16%48%Fully automatable today
Human-critical work time67%20%Models score poorly here
Median salary$56k$29k$27k apart
10-year growth4%-11%Carpenter
US workforce950k3.3MBLS OEWS
Task level

What actually creates the gap.

Cashiers spend 48% of their time-weighted week on tasks a current model can produce end-to-end, against 16% for Carpenters. The single largest contributor is "process card payments", graded at 90% and worth 10% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Carpenter
MOST EXPOSED TASKS
  • Handle invoices and paperwork76% · 3% time
  • Estimate materials and quotes72% · 6% time
  • Order materials70% · 3% time
  • Draft simple plans and layouts68% · 4% time
HUMAN-CRITICAL CORE
  • Execute finish carpentry and trim6% · 20% time
  • Frame structures on site8% · 28% time
  • Fabricate custom pieces12% · 12% time
Cashier
MOST EXPOSED TASKS
  • Process card payments90% · 10% time
  • Scan and ring up items88% · 30% time
  • Enter returns and receipts84% · 8% time
HUMAN-CRITICAL CORE
  • Assist customers needing extra help12% · 4% time
  • Resolve customer disputes26% · 8% time
  • Spot-check fraud and theft30% · 4% 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.

DIMENSIONCARPENTERCASHIER
Manual9452
Procedural5288
Creative428
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 Carpenter or Cashier more at risk from AI?

Cashier. It scores 72% time-weighted AI exposure against 20% for Carpenter — a 52-point gap. 48% of cashier work time is already fully substitutable by current models, versus 16% for Carpenters.

Which pays more, Carpenter or Cashier?

Carpenter, by roughly $27k at the median ($56k versus $29k). 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 carpenter switch to being a cashier?

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, Carpenter or Cashier?

Carpenter, at 4% projected ten-year growth versus -11% — a 15-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.