Takeover Tracker
31%medium risk
Actuaries
vs

51 shared · 20 different

core competencies

Side-by-Side Comparison

MetricActuariesInvestment Fund Managers
Risk Score31.1%34.0%
Risk TierMedium RiskMedium Risk
Risk Percentile44th62th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$125,770$136,550
Employment28K631K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Evaluating Information to Determine Compliance with Standards
Provide Consultation and Advice to Others
Customer and Personal Service
MathematicsAI-Vulnerable
Judging the Qualities of Things, Services, or People
Computers and Electronics
Mathematical Reasoning
Number Facility
Systems Evaluation
Identifying Objects, Actions, and Events
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Actuaries

30%

total discount

Investment Fund Managers

31%

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.

Investment Fund Managers

8 of 15 at risk
72%Select or direct the execution of trades.
67%Prepare for and respond to regulatory inquiries.
55%Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.
55%Attend investment briefings or consult financial media to stay abreast of relevant investment markets.
55%Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities.

Wage Comparison

Investment Fund Managers earns +$10,780(+9%) vs Actuaries
ActuariesInvestment Fund Managers
10th
$75,240$68,860
25th
$90,970$100,010
Median
$125,770$136,550
75th
$164,860$179,190
90th
$206,430$227,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Actuaries20282035
Investment Fund Managers20282035
20242030203520402045

Actuaries has a longer runway before significant displacement, projected 0 years later than Investment Fund Managers.

Risk-Adjusted Salary

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

Actuaries

$86,718

from $125,770

Investment Fund Managers

$90,164

from $136,550

After adjusting for AI risk, Investment Fund Managers offers $3,446 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Actuaries

0

Unique to Investment

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Fine Manipulation
Social Intelligence
ActuariesInvestment Fund Managers