Takeover Tracker
31%medium risk
Actuaries
vs

42 shared · 30 different

core competencies

Side-by-Side Comparison

MetricActuariesStatistical Assistants
Risk Score31.1%43.3%
Risk TierMedium RiskMedium Risk
Risk Percentile44th89th
Tasks at Risk (>50%)4 / 159 / 15
Median Salary$125,770$51,440
Employment28K6K

Skill Comparison

|

Sorted by largest difference

Economics and Accounting
Evaluating Information to Determine Compliance with Standards
MathematicsAI-Vulnerable
Systems Evaluation
Systems AnalysisAI-Augmented
Provide Consultation and Advice to Others
Making Decisions and Solving Problems
Judgment and Decision MakingAI-Augmented
Estimating the Quantifiable Characteristics of Products, Events, or Information
Thinking Creatively
Analyzing Data or Information
Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Actuaries

30%

total discount

Statistical Assistants

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Actuaries

4 of 15 at risk
75%Determine policy contract provisions for each type of insurance.
55%Design, review and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.
53%Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.
51%Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.
49%Provide expertise to help financial institutions manage risks and maximize returns associated with investment products or credit offerings.

Statistical Assistants

9 of 15 at risk
86%Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.
85%Check source data to verify completeness and accuracy.
83%Participate in the publication of data or information.
77%Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.
65%File data and related information and maintain and update databases.

Wage Comparison

Statistical Assistants earns -$74,330(-59%) vs Actuaries
ActuariesStatistical Assistants
10th
$75,240$38,050
25th
$90,970$45,970
Median
$125,770$51,440
75th
$164,860$63,620
90th
$206,430$79,410

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Actuaries20282035
Statistical Assistants20282035
20242030203520402045

Actuaries has a longer runway before significant displacement, projected 0 years later than Statistical Assistants.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Actuaries

$86,718

from $125,770

Statistical Assistants

$29,146

from $51,440

After adjusting for AI risk, Actuaries offers $57,573 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Actuaries

0

Unique to Statistical

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Decision Complexity
Fine Manipulation
Creativity
Regulatory Barriers
ActuariesStatistical Assistants