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Comparison · dataset August 2026

Actuary vs Insurance Underwriter: which is more exposed to AI?

Insurance Underwriter carries 14 points more AI exposure than Actuary.

Insurance Underwriter sits at 80% time-weighted AI exposure against 66% for Actuary, a 14-point gap driven by the 52% of insurance underwriter work time that current models can already substitute outright. Actuary holds a larger human-critical core — 34% of the role's time sits in work like "communicate risk to boards and regulators" that models score poorly on. Both roles sit inside Business & Finance, so the exposure difference reflects task design rather than a change of field.

14PP GAP

Seven dimensions, side by side.

METRICACTUARYINSURANCE UNDERWRITERDELTA
AI exposure66%80%14pp gap
Resilience score62/10040/10022pt gap
Substitutable work time52%52%Fully automatable today
Human-critical work time34%32%Models score poorly here
Median salary$118k$78k$40k apart
10-year growth22%-4%Actuary
US workforce28k102kBLS OEWS
Task level

What actually creates the gap.

Both roles hand a similar slice of the week to substitutable work — 52% for Actuarys, 52% for Insurance Underwriters — but it is different work. Actuary exposure concentrates in "process and validate claims data"; Insurance Underwriter exposure concentrates in "personal lines risk scoring and pricing". Two roles can share a score and face completely different disruption timelines.

Actuary
MOST EXPOSED TASKS
  • Process and validate claims data91% · 16% time
  • Build actuarial models and simulations86% · 24% time
  • Write actuarial reports and memos74% · 12% time
HUMAN-CRITICAL CORE
  • Communicate risk to boards and regulators18% · 8% time
  • Advise on pricing and reserve strategy22% · 12% time
  • Interpret and apply regulatory frameworks32% · 14% time
Insurance Underwriter
MOST EXPOSED TASKS
  • Personal lines risk scoring and pricing94% · 24% time
  • Claims history and data analysis91% · 14% time
  • Policy document generation88% · 14% time
HUMAN-CRITICAL CORE
  • Broker and client relationship management14% · 10% time
  • Regulatory compliance decisions22% · 6% time
  • Complex and specialty risk underwriting38% · 16% time
What transfers

Both roles lean on procedural, cognitive, judgement — that is the part of your experience that travels intact. Beyond that, the two capability profiles are unusually close: no dimension separates them by more than 15 points, which is why the switch difficulty below reads the way it does.

Switching between them
LowDIFFICULTY

Insurance Underwriter appears in our dataset as a mapped adjacent career for Actuarys: the move raises exposure by 14 points, landing at 80%. Switch difficulty reads low — capability profiles are 7 points apart on average and both sit in the same family.

Score your own exposure in 8 questions →

Common questions.

Is Actuary or Insurance Underwriter more at risk from AI?

Insurance Underwriter. It scores 80% time-weighted AI exposure against 66% for Actuary — a 14-point gap. 52% of insurance underwriter work time is already fully substitutable by current models, versus 52% for Actuarys.

Which pays more, Actuary or Insurance Underwriter?

Actuary, by roughly $40k at the median ($118k versus $78k). 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 actuary switch to being a insurance underwriter?

Insurance Underwriter appears in our dataset as a mapped adjacent career for Actuarys: the move raises exposure by 14 points, landing at 80%. Switch difficulty reads low — capability profiles are 7 points apart on average and both sit in the same family.

Which role is growing faster, Actuary or Insurance Underwriter?

Actuary, at 22% projected ten-year growth versus -4% — a 26-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

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