Takeover Tracker
42%medium risk
City and Regional Planning Aides
vs

49 shared · 17 different

core competencies

37%medium risk
Claims Examiners, Property and Casualty Insurance

Side-by-Side Comparison

MetricCity and Regional Planning AidesClaims Examiners, Property and Casualty Insurance
Risk Score42.2%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile86th72th
Tasks at Risk (>50%)6 / 127 / 15
Median Salary$58,040$76,790
Employment33K305K

Skill Comparison

|

Sorted by largest difference

Identifying Objects, Actions, and Events
Monitor Processes, Materials, or Surroundings
Resolving Conflicts and Negotiating with Others
Performing for or Working Directly with the Public
Documenting/Recording Information
Developing Objectives and Strategies
Communicating with Persons Outside Organization
Coordinating the Work and Activities of Others
Getting Information
Evaluating Information to Determine Compliance with Standards
Scheduling Work and Activities
Public Safety and Security

Protective Factors

Higher values indicate stronger protection against AI displacement

City and Regional Planning Aides

28%

total discount

Claims Examiners, Property and Casualty Insurance

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

City and Regional Planning Aides

6 of 12 at risk
86%Prepare, maintain and update files and records, including land use data and statistics.
85%Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
84%Prepare, develop and maintain maps and databases.
83%Provide and process zoning and project permits and applications.
74%Perform code enforcement tasks.

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.

Wage Comparison

Claims Examiners, Property and Casualty Insurance earns +$18,750(+32%) vs City and Regional Planning Aides
City and Regional Planning AidesClaims Examiners, Property and Casualty Insurance
10th
$36,410$47,810
25th
$46,190$60,100
Median
$58,040$76,790
75th
$73,060$95,990
90th
$100,620$112,150

Premium Head-to-Head Analysis

Displacement Timeline Comparison

City and Regional Planning Aides2028–2035
Claims Examiners, Property and Casualty Insurance2028–2035
20242030203520402045

Claims Examiners, Property and Casualty Insurance has a longer runway before significant displacement, projected 0 years later than City and Regional Planning Aides.

Risk-Adjusted Salary

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

City and Regional Planning Aides

$33,559

from $58,040

Claims Examiners, Property and Casualty Insurance

$48,401

from $76,790

After adjusting for AI risk, Claims Examiners, Property and Casualty Insurance offers $14,842 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to City

0

Unique to Claims

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Regulatory Barriers
Decision Complexity
City and Regional Planning AidesClaims Examiners, Property and Casualty Insurance
Find transitions from City and Regional Planning AidesFind transitions from Claims Examiners, Property and Casualty Insurance