Takeover Tracker
37%medium risk
Claims Examiners, Property and Casualty Insurance
vs

42 shared · 23 different

core competencies

45%medium risk
Tax Preparers

Side-by-Side Comparison

MetricClaims Examiners, Property and Casualty InsuranceTax Preparers
Risk Score37.0%44.6%
Risk TierMedium RiskMedium Risk
Risk Percentile72th90th
Tasks at Risk (>50%)7 / 158 / 12
Median Salary$76,790$50,560
Employment305K74K

Skill Comparison

|

Sorted by largest difference

Resolving Conflicts and Negotiating with Others
Monitor Processes, Materials, or Surroundings
Economics and Accounting
Making Decisions and Solving Problems
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Communicating with Supervisors, Peers, or Subordinates
NegotiationAI-Resistant
Performing Administrative Activities
Customer and Personal Service
Organizing, Planning, and Prioritizing Work
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Claims Examiners, Property and Casualty Insurance

32%

total discount

Tax Preparers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Claims Examiners, Property and Casualty Insurance

7 of 15 at risk
88%Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.
87%Pay and process claims within designated authority level.
87%Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis.
87%Report overpayments, underpayments, and other irregularities.
86%Conduct detailed bill reviews to implement sound litigation management and expense control.

Tax Preparers

8 of 12 at risk
88%Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.
86%Schedule appointments with clients.
86%Calculate form preparation fees according to return complexity and processing time required.
84%Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.
84%Review financial records such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.

Wage Comparison

Tax Preparers earns -$26,230(-34%) vs Claims Examiners, Property and Casualty Insurance
Claims Examiners, Property and Casualty InsuranceTax Preparers
10th
$47,810$30,500
25th
$60,100$37,750
Median
$76,790$50,560
75th
$95,990$75,590
90th
$112,150$96,240

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Claims Examiners, Property and Casualty Insurance2028–2035
Tax Preparers2028–2035
20242030203520402045

Claims Examiners, Property and Casualty Insurance has a longer runway before significant displacement, projected 0 years later than Tax Preparers.

Risk-Adjusted Salary

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

Claims Examiners, Property and Casualty Insurance

$48,401

from $76,790

Tax Preparers

$28,025

from $50,560

After adjusting for AI risk, Claims Examiners, Property and Casualty Insurance offers $20,375 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Claims

0

Unique to Tax

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Creativity
Decision Complexity
Claims Examiners, Property and Casualty InsuranceTax Preparers
Find transitions from Claims Examiners, Property and Casualty InsuranceFind transitions from Tax Preparers