Takeover Tracker
42%medium risk
Clinical Data Managers
vs

51 shared · 17 different

core competencies

33%medium risk
Insurance Underwriters

Side-by-Side Comparison

MetricClinical Data ManagersInsurance Underwriters
Risk Score41.6%32.7%
Risk TierMedium RiskMedium Risk
Risk Percentile84th54th
Tasks at Risk (>50%)11 / 152 / 8
Median Salary$103,300$79,880
Employment30K108K

Skill Comparison

|

Sorted by largest difference

Scheduling Work and Activities
Computers and Electronics
Coordinating the Work and Activities of Others
Documenting/Recording Information
Interacting With Computers
Processing Information
Developing Objectives and Strategies
Selling or Influencing Others
Information OrderingAI-Vulnerable
MonitoringAI-Augmented
Guiding, Directing, and Motivating Subordinates
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Clinical Data Managers

29%

total discount

Insurance Underwriters

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Clinical Data Managers

11 of 15 at risk
87%Track the flow of work forms, including in-house data flow or electronic forms transfer.
86%Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems.
85%Write work instruction manuals, data capture guidelines, or standard operating procedures.
84%Monitor work productivity or quality to ensure compliance with standard operating procedures.
67%Prepare data analysis listings and activity, performance, or progress reports.

Insurance Underwriters

2 of 8 at risk
86%Review company records to determine amount of insurance in force on single risk or group of closely related risks.
55%Decline excessive risks.
49%Evaluate possibility of losses due to catastrophe or excessive insurance.
44%Decrease value of policy when risk is substandard and specify applicable endorsements or apply rating to ensure safe, profitable distribution of risks, using reference materials.
40%Examine documents to determine degree of risk from factors such as applicant health, financial standing and value, and condition of property.

Wage Comparison

Insurance Underwriters earns -$23,420(-23%) vs Clinical Data Managers
Clinical Data ManagersInsurance Underwriters
10th
$60,390$51,640
25th
$79,210$63,070
Median
$103,300$79,880
75th
$137,610$104,820
90th
$170,700$138,020

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Clinical Data Managers2028–2035
Insurance Underwriters2028–2035
20242030203520402045

Insurance Underwriters has a longer runway before significant displacement, projected 0 years later than Clinical Data Managers.

Risk-Adjusted Salary

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

Clinical Data Managers

$60,338

from $103,300

Insurance Underwriters

$53,791

from $79,880

After adjusting for AI risk, Clinical Data Managers offers $6,546 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Clinical

0

Unique to Insurance

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Fine Manipulation
Decision Complexity
Clinical Data ManagersInsurance Underwriters
Find transitions from Clinical Data ManagersFind transitions from Insurance Underwriters