Takeover Tracker
36%medium risk
Insurance Appraisers, Auto Damage
vs

51 shared · 14 different

core competencies

48%medium risk
Production, Planning, and Expediting Clerks

Side-by-Side Comparison

MetricInsurance Appraisers, Auto DamageProduction, Planning, and Expediting Clerks
Risk Score36.0%47.8%
Risk TierMedium RiskMedium Risk
Risk Percentile69th95th
Tasks at Risk (>50%)6 / 1013 / 15
Median Salary$76,650$57,770
Employment8K385K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Customer and Personal Service
Administration and Management
Resolving Conflicts and Negotiating with Others
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Mechanical
Coordinating the Work and Activities of Others
Documenting/Recording Information
Monitor Processes, Materials, or Surroundings
Guiding, Directing, and Motivating Subordinates
MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Insurance Appraisers, Auto Damage

29%

total discount

Production, Planning, and Expediting Clerks

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Production, Planning, and Expediting Clerks

13 of 15 at risk
88%Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.
87%Record production data, including volume produced, consumption of raw materials, or quality control measures.
87%Requisition and maintain inventories of materials or supplies necessary to meet production demands.
86%Distribute production schedules or work orders to departments.
86%Maintain files, such as maintenance records, bills of lading, or cost reports.

Wage Comparison

Production, Planning, and Expediting Clerks earns -$18,880(-25%) vs Insurance Appraisers, Auto Damage
Insurance Appraisers, Auto DamageProduction, Planning, and Expediting Clerks
10th
$56,690$38,570
25th
$64,280$46,600
Median
$76,650$57,770
75th
$86,430$71,480
90th
$101,800$84,810

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Insurance Appraisers, Auto Damage2028–2035
Production, Planning, and Expediting Clerks2028–2035
20242030203520402045

Insurance Appraisers, Auto Damage has a longer runway before significant displacement, projected 0 years later than Production, Planning, and Expediting Clerks.

Risk-Adjusted Salary

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

Insurance Appraisers, Auto Damage

$49,025

from $76,650

Production, Planning, and Expediting Clerks

$30,162

from $57,770

After adjusting for AI risk, Insurance Appraisers, Auto Damage offers $18,864 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Insurance

0

Unique to Production,

Combined Protection Strategy

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

Social Intelligence
Creativity
Regulatory Barriers
Decision Complexity
Insurance Appraisers, Auto DamageProduction, Planning, and Expediting Clerks
Find transitions from Insurance Appraisers, Auto DamageFind transitions from Production, Planning, and Expediting Clerks