Takeover Tracker
35%medium risk
Credit Counselors
vs

44 shared · 20 different

core competencies

49%medium risk
Insurance Claims Clerks

Side-by-Side Comparison

MetricCredit CounselorsInsurance Claims Clerks
Risk Score34.7%49.3%
Risk TierMedium RiskMedium Risk
Risk Percentile65th97th
Tasks at Risk (>50%)8 / 1510 / 12
Median Salary$50,480$48,450
Employment28K229K

Skill Comparison

|

Sorted by largest difference

Provide Consultation and Advice to Others
Evaluating Information to Determine Compliance with Standards
Fluency of Ideas
Getting Information
Education and Training
Performing for or Working Directly with the Public
Monitor Processes, Materials, or Surroundings
PersuasionAI-Resistant
Thinking Creatively
Developing Objectives and Strategies
Coaching and Developing Others
Active LearningAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Credit Counselors

29%

total discount

Insurance Claims Clerks

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Credit Counselors

8 of 15 at risk
88%Disburse funds from client accounts to creditors.
86%Calculate clients' available monthly income to meet debt obligations.
72%Prepare written documents to establish contracts with or communicate financial recommendations to clients.
69%Estimate time for debt repayment given amount of debt, interest rates, and available funds.
67%Maintain or update records of client account activity, including financial transactions, counseling session notes, correspondence, document images, or client inquiries.

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 -$2,030(-4%) vs Credit Counselors
Credit CounselorsInsurance Claims Clerks
10th
$38,980$36,900
25th
$45,420$41,600
Median
$50,480$48,450
75th
$61,760$59,500
90th
$77,920$73,100

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Credit Counselors2028–2035
Insurance Claims Clerks2028–2035
20242030203520402045

Credit Counselors has a longer runway before significant displacement, projected 0 years later than Insurance Claims Clerks.

Risk-Adjusted Salary

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

Credit Counselors

$32,968

from $50,480

Insurance Claims Clerks

$24,564

from $48,450

After adjusting for AI risk, Credit Counselors offers $8,404 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Credit

0

Unique to Insurance

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Credit CounselorsInsurance Claims Clerks
Find transitions from Credit CounselorsFind transitions from Insurance Claims Clerks