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Comparison · dataset August 2026

Actuary vs Financial Analyst: which is more exposed to AI?

A 16-point gap separates these roles — Actuary is the more defensible seat.

Financial Analyst sits at 82% time-weighted AI exposure against 66% for Actuary, a 16-point gap driven by the 62% of financial analyst 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.

16PP GAP

Seven dimensions, side by side.

METRICACTUARYFINANCIAL ANALYSTDELTA
AI exposure66%82%16pp gap
Resilience score62/10040/10022pt gap
Substitutable work time52%62%Fully automatable today
Human-critical work time34%21%Models score poorly here
Median salary$118k$96k$22k apart
10-year growth22%9%Actuary
US workforce28k371kBLS OEWS
Task level

What actually creates the gap.

Financial Analysts spend 62% of their time-weighted week on tasks a current model can produce end-to-end, against 52% for Actuarys. The single largest contributor is "gather and clean market data", graded at 92% 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.

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
Financial Analyst
MOST EXPOSED TASKS
  • Gather and clean market data92% · 14% time
  • Build and update financial models88% · 22% time
  • Perform variance analysis84% · 10% time
  • Write investment research reports81% · 16% time
HUMAN-CRITICAL CORE
  • Manage client relationships12% · 7% time
  • Navigate regulatory negotiations19% · 4% time
  • Advise on capital allocation28% · 10% time
What transfers

Both roles lean on procedural, cognitive, judgement — that is the part of your experience that travels intact. The real divide is judgement: Actuarys score 84 there against 62 for Financial Analysts, a 22-point spread. That is the gap you would actually have to close.

DIMENSIONACTUARYFINANCIAL ANALYST
Judgement8462
Switching between them
LowDIFFICULTY

Financial Analyst appears in our dataset as a mapped adjacent career for Actuarys: the move raises exposure by 16 points, landing at 82%. Switch difficulty reads low — capability profiles are 12 points apart on average and both sit in the same family.

Score your own exposure in 8 questions →

Common questions.

Is Actuary or Financial Analyst more at risk from AI?

Financial Analyst. It scores 82% time-weighted AI exposure against 66% for Actuary — a 16-point gap. 62% of financial analyst work time is already fully substitutable by current models, versus 52% for Actuarys.

Which pays more, Actuary or Financial Analyst?

Actuary, by roughly $22k at the median ($118k versus $96k). 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 financial analyst?

Financial Analyst appears in our dataset as a mapped adjacent career for Actuarys: the move raises exposure by 16 points, landing at 82%. Switch difficulty reads low — capability profiles are 12 points apart on average and both sit in the same family.

Which role is growing faster, Actuary or Financial Analyst?

Actuary, at 22% projected ten-year growth versus 9% — a 13-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.