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Comparison · dataset August 2026

Actuary vs Risk Manager: which is more exposed to AI?

Actuary carries 14 points more AI exposure than Risk Manager.

Actuary sits at 66% time-weighted AI exposure against 52% for Risk Manager, a 14-point gap driven by the 52% of actuary work time that current models can already substitute outright. Risk Manager holds a larger human-critical core — 34% of the role's time sits in work like "negotiate risk trade-offs with business" 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.

METRICACTUARYRISK MANAGERDELTA
AI exposure66%52%14pp gap
Resilience score62/10064/1002pt gap
Substitutable work time52%32%Fully automatable today
Human-critical work time34%34%Models score poorly here
Median salary$118k$105k$13k apart
10-year growth22%7%Actuary
US workforce28k90kBLS OEWS
Task level

What actually creates the gap.

Actuarys spend 52% of their time-weighted week on tasks a current model can produce end-to-end, against 32% for Risk Managers. The single largest contributor is "process and validate claims data", graded at 91% and worth 16% 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
Risk Manager
MOST EXPOSED TASKS
  • Compile risk reports and dashboards85% · 10% time
  • Monitor exposure against limits80% · 8% time
  • Draft policies and procedures75% · 8% time
  • Document incidents and losses70% · 6% time
HUMAN-CRITICAL CORE
  • Negotiate risk trade-offs with business10% · 4% time
  • Present to boards and regulators15% · 8% time
  • Make judgment calls on gray areas20% · 10% time
What transfers

Both roles lean on judgement, cognitive, procedural — that is the part of your experience that travels intact. The real divide is procedural: Actuarys score 92 there against 72 for Risk Managers, a 20-point spread. That is the gap you would actually have to close.

DIMENSIONACTUARYRISK MANAGER
Procedural9272
Cognitive9476
Switching between them
LowDIFFICULTY

Risk Manager appears in our dataset as a mapped adjacent career for Actuarys: the move lowers exposure by 14 points, landing at 52%. 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 Risk Manager more at risk from AI?

Actuary. It scores 66% time-weighted AI exposure against 52% for Risk Manager — a 14-point gap. 52% of actuary work time is already fully substitutable by current models, versus 32% for Risk Managers.

Which pays more, Actuary or Risk Manager?

Actuary, by roughly $13k at the median ($118k versus $105k). 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 actuary switch to being a risk manager?

Risk Manager appears in our dataset as a mapped adjacent career for Actuarys: the move lowers exposure by 14 points, landing at 52%. 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 Risk Manager?

Actuary, at 22% projected ten-year growth versus 7% — 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.

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.