medium risk

Insurance Appraisers, Auto Damage

SOC: 13-1032.00 · Job Zone 3 (Medium preparation)

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.

MediumEst. full displacement: 2038–2046medium confidence

Raw task score: 61.2Protective discount: 23.5%7 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Insurance Appraisers, Auto Damage faces moderate AI displacement risk with a score of 47/100. Significant displacement is estimated between 2038 and 2046. Of 7 analyzed tasks, 3 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Wage & Employment (2024)

Median Wage

$76,650

per year

Mean Wage

$77,050

per year

Employment

workers

Wage Range

$56,690 - $101,800

10th - 90th pct

Wage Distribution

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

Protective Factors

Total protective discount: 23.5%

Skill 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 (7)

Social Perceptiveness90%

Social Perceptiveness 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.

Negotiation85%

Negotiation 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.

Instructing75%

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

Manual Dexterity80%

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

AI-Augmented Skills (5)

WritingCritical ThinkingJudgment and Decision MakingActive LearningSystems Analysis

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.

Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Negotiation
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion
Persuasion 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.
Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

7 tasks analyzed

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

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 10%

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

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 15%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 25%

Prepare insurance forms to indicate repair cost estimates and recommendations.

Routine CognitiveAI: 90Risk: 85.2Time: 15%

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

Routine CognitiveAI: 90Risk: 85.2Time: 25%

Determine salvage value on total-loss vehicle.

Routine CognitiveAI: 90Risk: 85.2Time: 5%

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

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 5%

Task	Category	AI Capability	Risk Score	Time %
Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.	Non-Routine Analytical	70	55.0	10%
Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.	Non-Routine Interpersonal	20	23.0	15%
Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.	Non-Routine Analytical	60	51.0	25%
Prepare insurance forms to indicate repair cost estimates and recommendations.	Routine Cognitive	90	85.2	15%
Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.	Routine Cognitive	90	85.2	25%
Determine salvage value on total-loss vehicle.	Routine Cognitive	90	85.2	5%
Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.	Non-Routine Interpersonal	20	23.0	5%