Takeover Tracker
31%medium risk
Actuaries
vs

40 shared · 29 different

core competencies

Side-by-Side Comparison

MetricActuariesData Warehousing Specialists
Risk Score31.1%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile44th82th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$125,770N/A
Employment28KN/A

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Economics and Accounting
Mathematical Reasoning
Number Facility
MathematicsAI-Vulnerable
Evaluating Information to Determine Compliance with Standards
Estimating the Quantifiable Characteristics of Products, Events, or Information
Communicating with Persons Outside Organization
Judgment and Decision MakingAI-Augmented
Making Decisions and Solving Problems
Interacting With Computers
ProgrammingAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Actuaries

30%

total discount

Data Warehousing Specialists

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.

Data Warehousing Specialists

8 of 15 at risk
87%Verify the structure, accuracy, or quality of warehouse data.
86%Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
71%Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
55%Review designs, codes, test plans, or documentation to ensure quality.
54%Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.

Wage Comparison

ActuariesData Warehousing Specialists
10th
$75,240N/A
25th
$90,970N/A
Median
$125,770N/A
75th
$164,860N/A
90th
$206,430N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Actuaries20282035
Data Warehousing Specialists20282035
20242030203520402045

Actuaries has a longer runway before significant displacement, projected 0 years later than Data Warehousing Specialists.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Actuaries

0

Unique to Data

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Creativity
ActuariesData Warehousing Specialists