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Comparison · dataset August 2026

Bookkeeper vs Cashier: which is more exposed to AI?

Bookkeeper carries 12 points more AI exposure than Cashier.

Bookkeeper sits at 84% time-weighted AI exposure against 72% for Cashier, a 12-point gap driven by the 54% of bookkeeper work time that current models can already substitute outright. Cashier holds a larger human-critical core — 20% of the role's time sits in work like "assist customers needing extra help" that models score poorly on. The two sit in different families — Business & Finance and Sales & Retail — so any move between them is a career change, not a lateral step.

12PP GAP

Seven dimensions, side by side.

METRICBOOKKEEPERCASHIERDELTA
AI exposure84%72%12pp gap
Resilience score30/10028/1002pt gap
Substitutable work time54%48%Fully automatable today
Human-critical work time18%20%Models score poorly here
Median salary$47k$29k$18k apart
10-year growth-5%-11%Bookkeeper
US workforce1.5M3.3MBLS OEWS
Task level

What actually creates the gap.

Bookkeepers spend 54% of their time-weighted week on tasks a current model can produce end-to-end, against 48% for Cashiers. The single largest contributor is "categorize transactions", graded at 94% and worth 18% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.

Bookkeeper
MOST EXPOSED TASKS
  • Categorize transactions94% · 18% time
  • Enter invoices and receipts93% · 12% time
  • Reconcile bank statements90% · 14% time
  • Generate recurring reports89% · 10% time
HUMAN-CRITICAL CORE
  • Handle sensitive payroll issues18% · 2% time
  • Liaise with accountants & auditors22% · 3% time
  • Advise owners on cash flow26% · 5% 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

Both roles lean on procedural — that is the part of your experience that travels intact. The real divide is manual: Cashiers score 52 there against 8 for Bookkeepers, a 44-point spread. That is the gap you would actually have to close.

DIMENSIONBOOKKEEPERCASHIER
Manual852
Social2858
Cognitive5528
Switching between them
ModerateDIFFICULTY

Neither role lists the other as a mapped adjacent career. With 25 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.

Score your own exposure in 8 questions →

Common questions.

Is Bookkeeper or Cashier more at risk from AI?

Bookkeeper. It scores 84% time-weighted AI exposure against 72% for Cashier — a 12-point gap. 54% of bookkeeper work time is already fully substitutable by current models, versus 48% for Cashiers.

Which pays more, Bookkeeper or Cashier?

Bookkeeper, by roughly $18k at the median ($47k versus $29k). 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 bookkeeper switch to being a cashier?

Neither role lists the other as a mapped adjacent career. With 25 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.

Which role is growing faster, Bookkeeper or Cashier?

Bookkeeper, at -5% projected ten-year growth versus -11% — 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.