Takeover Tracker
38%medium risk
Licensing Examiners and Inspectors
vs

51 shared · 13 different

core competencies

36%medium risk
Insurance Appraisers, Auto Damage

Side-by-Side Comparison

MetricLicensing Examiners and InspectorsInsurance Appraisers, Auto Damage
Risk Score38.1%36.0%
Risk TierMedium RiskMedium Risk
Risk Percentile75th69th
Tasks at Risk (>50%)7 / 126 / 10
Median Salary$78,420$76,650
Employment398K8K

Skill Comparison

|

Sorted by largest difference

Law and Government
Evaluating Information to Determine Compliance with Standards
Resolving Conflicts and Negotiating with Others
Inspecting Equipment, Structures, or Material
Judging the Qualities of Things, Services, or People
Estimating the Quantifiable Characteristics of Products, Events, or Information
Customer and Personal Service
Monitor Processes, Materials, or Surroundings
Processing Information
Administration and Management
Far Vision
Performing Administrative Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Licensing Examiners and Inspectors

32%

total discount

Insurance Appraisers, Auto Damage

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Licensing Examiners and Inspectors

7 of 12 at risk
88%Collect fees for licenses.
86%Issue licenses to individuals meeting standards.
85%Report law or regulation violations to appropriate boards or agencies.
70%Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.
69%Prepare reports of activities, evaluations, recommendations, or decisions.

Insurance Appraisers, Auto Damage

6 of 10 at risk
87%Prepare insurance forms to indicate repair cost estimates and recommendations.
84%Contact vendors to locate replacement parts for vehicles.
71%Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.
59%Determine salvage value on total-loss vehicle.
57%Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.

Wage Comparison

Insurance Appraisers, Auto Damage earns -$1,770(-2%) vs Licensing Examiners and Inspectors
Licensing Examiners and InspectorsInsurance Appraisers, Auto Damage
10th
$46,230$56,690
25th
$59,130$64,280
Median
$78,420$76,650
75th
$104,800$86,430
90th
$130,030$101,800

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Licensing Examiners and Inspectors2028–2035
Insurance Appraisers, Auto Damage2028–2035
20242030203520402045

Insurance Appraisers, Auto Damage has a longer runway before significant displacement, projected 0 years later than Licensing Examiners and Inspectors.

Risk-Adjusted Salary

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

Licensing Examiners and Inspectors

$48,573

from $78,420

Insurance Appraisers, Auto Damage

$49,025

from $76,650

After adjusting for AI risk, Insurance Appraisers, Auto Damage offers $452 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Licensing

0

Unique to Insurance

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Social Intelligence
Licensing Examiners and InspectorsInsurance Appraisers, Auto Damage
Find transitions from Licensing Examiners and InspectorsFind transitions from Insurance Appraisers, Auto Damage