Takeover Tracker
vs

40 shared · 11 different

core competencies

Side-by-Side Comparison

MetricPayroll and Timekeeping ClerksInsurance Claims Clerks
Risk Score58.9%49.3%
Risk TierHigh RiskMedium Risk
Risk Percentile99th97th
Tasks at Risk (>50%)15 / 1510 / 12
Median Salary$55,290$48,450
Employment157K229K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Analyzing Data or Information
Performing Administrative Activities
Personnel and Human Resources
Processing Information
Organizing, Planning, and Prioritizing Work
Speech Recognition
MathematicsAI-Vulnerable
Speaking
Mathematical Reasoning
Getting Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Payroll and Timekeeping Clerks

23%

total discount

Insurance Claims Clerks

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Payroll and Timekeeping Clerks

15 of 15 at risk
87%Process and issue employee paychecks and statements of earnings and deductions.
87%Complete time sheets showing employees' arrival and departure times.
87%Keep track of leave time, such as vacation, personal, and sick leave, for employees.
86%Compile employee time, production, and payroll data from time sheets and other records.
86%Verify attendance, hours worked, and pay adjustments, and post information onto designated records.

Insurance Claims Clerks

10 of 12 at risk
86%Enter insurance and claims related information into database systems.
86%Post or attach information to claim file.
86%Transmit claims for payment or further investigation.
86%Apply insurance rating systems.
84%Calculate amount of claim.

Wage Comparison

Insurance Claims Clerks earns -$6,840(-12%) vs Payroll and Timekeeping Clerks
Payroll and Timekeeping ClerksInsurance Claims Clerks
10th
$36,670$36,900
25th
$45,440$41,600
Median
$55,290$48,450
75th
$65,750$59,500
90th
$78,830$73,100

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Payroll and Timekeeping Clerks20282035
Insurance Claims Clerks20282035
20242030203520402045

Insurance Claims Clerks has a longer runway before significant displacement, projected 0 years later than Payroll and Timekeeping Clerks.

Risk-Adjusted Salary

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

Payroll and Timekeeping Clerks

$22,746

from $55,290

Insurance Claims Clerks

$24,564

from $48,450

After adjusting for AI risk, Insurance Claims Clerks offers $1,818 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Payroll

0

Unique to Insurance

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Fine Manipulation
Creativity
Payroll and Timekeeping ClerksInsurance Claims Clerks