AITakeover Tracker
36%medium risk

Insurance Appraisers, Auto Damage

Appraise automobile or other vehicle damage to determine repair costs for insurance claim settlement. Prepare insurance forms to indicate repair cost or cost estimates and recommendations. May seek agreement with automotive repair shop on repair costs.

Higher risk than 69% of occupations

AI Impact Summary

Insurance Appraisers, Auto Damage faces moderate AI displacement risk with a score of 36/100. This occupation has higher AI displacement risk than 69% of all analyzed occupations. Of 10 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

WritingCritical ThinkingJudgment and Decision MakingActive LearningMonitoringSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Insurance Appraisers, Auto Damage skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.8pt risk+$4K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$5K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.5pt risk+$4K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

High School Diploma24%
Some College29%
Post-Secondary Certificate31%
Associate's Degree15%
Bachelor's Degree1%

Prior Experience Needed

Work experience required to enter this job

None16%
Up to 1 month1%
6 months - 1 year1%
1-2 years15%
2-4 years36%
4-6 years30%
6-8 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month51%
1-3 months17%
3-6 months28%
1-2 years4%

How AI Impacts Each Task

10 tasks analyzed

Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.

Risk: 57.0%AI: 75EstimatedTime: 10%

Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.

Risk: 29.0%AI: 35EstimatedTime: 15%

Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.

Risk: 51.0%AI: 60EstimatedTime: 20%

Prepare insurance forms to indicate repair cost estimates and recommendations.

Risk: 87.2%AI: 95EstimatedTime: 10%

Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.

Risk: 71.2%AI: 55ObservedTime: 15%

Determine salvage value on total-loss vehicle.

Risk: 59.0%AI: 80EstimatedTime: 5%

Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.

Risk: 27.0%AI: 30EstimatedTime: 5%

Contact vendors to locate replacement parts for vehicles.

Risk: 84.0%AI: 87EstimatedTime: 5%

Discuss insurance claims with customers or damage claimants.

Risk: 31.0%AI: 40EstimatedTime: 10%

Review repair cost estimates and negotiate with automobile repair shops to secure agreement on cost of repairs.

Risk: 29.0%AI: 35EstimatedTime: 5%

Protective Factors

Total protective discount: 29.1%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityAttention to DetailInitiativeSelf ControlConcern for OthersDependabilityIndependenceStress ToleranceAchievement/EffortPersistenceCooperationAdaptability/Flexibility

Wage & Employment (2024)

Median Wage

$76,650

per year

Mean Wage

$77,050

per year

Employment

8K

workers

Wage Range

$56,690 - $101,800

10th - 90th pct

Wage Distribution

$56,690Median: $76,650$101,800
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

31%
Medium Risk

Median salary: $66,780

Higher risk than 45% of other occupations

Real Estate Brokers

33%
Medium Risk

Median salary: $72,280

Higher risk than 56% of other occupations

Private Detectives and Investigators

33%
Medium Risk

Median salary: $52,370

Higher risk than 56% of other occupations

Insurance Adjusters, Examiners, and Investigators

34%
Medium Risk

Median salary: $76,790

Higher risk than 62% of other occupations

Assessors

39%
Medium Risk

Higher risk than 78% of other occupations

Retail Salespersons

39%
Medium Risk

Median salary: $34,580

Higher risk than 79% of other occupations

Appraisers, Real Estate

40%
Medium Risk

Higher risk than 80% of other occupations

Parts Salespersons

41%
Medium Risk

Median salary: $37,440

Higher risk than 83% of other occupations

Procurement Clerks

49%
Medium Risk

Median salary: $48,510

Higher risk than 97% of other occupations

Billing, Cost, and Rate Clerks

51%
High Risk

Median salary: $47,170

Higher risk than 98% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Insurance Appraisers, Auto Damage professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Service Orientation

    Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

  • Negotiation

    Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 3 scoring runs

-10.8

overall change

Checking for existing plan...