Takeover Tracker
49%medium risk
Insurance Claims Clerks
vs

41 shared · 9 different

core competencies

51%high risk
Billing, Cost, and Rate Clerks

Side-by-Side Comparison

MetricInsurance Claims ClerksBilling, Cost, and Rate Clerks
Risk Score49.3%51.2%
Risk TierMedium RiskHigh Risk
Risk Percentile97th98th
Tasks at Risk (>50%)10 / 1212 / 15
Median Salary$48,450$47,170
Employment229K418K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Evaluating Information to Determine Compliance with Standards
Documenting/Recording Information
Written Comprehension
Interpreting the Meaning of Information for Others
Performing for or Working Directly with the Public
Monitor Processes, Materials, or Surroundings
English Language
Speech Recognition

Protective Factors

Higher values indicate stronger protection against AI displacement

Insurance Claims Clerks

26%

total discount

Billing, Cost, and Rate Clerks

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Billing, Cost, and Rate Clerks

12 of 15 at risk
88%Type billing documents, shipping labels, credit memorandums, or credit forms, using typewriters or computers.
88%Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents.
86%Operate typing, adding, calculating, or billing machines.
86%Consult sources such as rate books, manuals, or insurance company representatives to determine specific charges or information such as rules, regulations, or government tax and tariff information.
86%Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services.

Wage Comparison

Billing, Cost, and Rate Clerks earns -$1,280(-3%) vs Insurance Claims Clerks
Insurance Claims ClerksBilling, Cost, and Rate Clerks
10th
$36,900$35,760
25th
$41,600$40,260
Median
$48,450$47,170
75th
$59,500$56,350
90th
$73,100$64,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Insurance Claims Clerks2028–2035
Billing, Cost, and Rate Clerks2028–2035
20242030203520402045

Insurance Claims Clerks has a longer runway before significant displacement, projected 0 years later than Billing, Cost, and Rate Clerks.

Risk-Adjusted Salary

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

Insurance Claims Clerks

$24,564

from $48,450

Billing, Cost, and Rate Clerks

$23,014

from $47,170

After adjusting for AI risk, Insurance Claims Clerks offers $1,550 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Insurance

0

Unique to Billing,

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Social Intelligence
Decision Complexity
Insurance Claims ClerksBilling, Cost, and Rate Clerks
Find transitions from Insurance Claims ClerksFind transitions from Billing, Cost, and Rate Clerks