AITakeover Tracker
30%medium risk

Automotive Engineering Technicians

Assist engineers in determining the practicality of proposed product design changes and plan and carry out tests on experimental test devices or equipment for performance, durability, or efficiency.

Green New & EmergingHigher risk than 37% of occupations

AI Impact Summary

Automotive Engineering Technicians faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 37% of all analyzed occupations. Of 18 analyzed tasks, 2 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)

Mathematics10%

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

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%

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

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.

Complex Problem Solving75%

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

Leadership88%

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

Manual Dexterity80%

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

Equipment Maintenance78%

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

Coordination70%

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

Social Perceptiveness90%

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

Service Orientation82%

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

AI-Augmented Skills (7)

Critical ThinkingWritingJudgment and Decision MakingMonitoringActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Automotive Engineering Technicians 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

-7.1pt 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

-5.1pt risk+$4K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.6pt 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

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month4%
1-3 months11%
3-6 months15%
6 months - 1 year37%
1-2 years26%
2-4 years4%

How AI Impacts Each Task

18 tasks analyzed

Document test results, using cameras, spreadsheets, documents, or other tools.

Risk: 62.6%AI: 33.4ObservedTime: 10%

Set up mechanical, hydraulic, or electric test equipment in accordance with engineering specifications, standards, or test procedures.

Risk: 11.0%AI: 5EstimatedTime: 10%

Read and interpret blueprints, schematics, work specifications, drawings, or charts.

Risk: 68.5%AI: 48.27ObservedTime: 5%

Inspect or test parts to determine nature or cause of defects or malfunctions.

Risk: 47.0%AI: 50EstimatedTime: 8%

Monitor computer-controlled test equipment, according to written or verbal instructions.

Risk: 85.2%AI: 90EstimatedTime: 8%

Analyze test data for automotive systems, subsystems, or component parts.

Risk: 51.0%AI: 60EstimatedTime: 8%

Install equipment, such as instrumentation, test equipment, engines, or aftermarket products, to ensure proper interfaces.

Risk: 11.0%AI: 5EstimatedTime: 8%

Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.

Risk: 53.0%AI: 50EstimatedTime: 8%

Maintain test equipment in operational condition by performing routine maintenance or making minor repairs or adjustments as needed.

Risk: 11.0%AI: 5EstimatedTime: 5%

Analyze performance of vehicles or components that have been redesigned to increase fuel efficiency, such as camless or dual-clutch engines or alternative types of air-conditioning systems.

Risk: 49.0%AI: 55EstimatedTime: 5%

Improve fuel efficiency by testing vehicles or components that use lighter materials, such as aluminum, magnesium alloy, or plastic.

Risk: 47.0%AI: 50EstimatedTime: 4%

Fabricate new or modify existing prototype components or fixtures.

Risk: 11.0%AI: 5EstimatedTime: 5%

Order new test equipment, supplies, or replacement parts.

Risk: 86.0%AI: 92EstimatedTime: 2%

Recommend product or component design improvements, based on test data or observations.

Risk: 49.0%AI: 55EstimatedTime: 3%

Recommend tests or testing conditions in accordance with designs, customer requirements, or industry standards to ensure test validity.

Risk: 49.0%AI: 55EstimatedTime: 3%

Test performance of vehicles that use alternative fuels, such as alcohol blends, natural gas, liquefied petroleum gas, biodiesel, nano diesel, or alternative power methods, such as solar energy or hydrogen fuel cells.

Risk: 51.0%AI: 45EstimatedTime: 3%

Participate in research or testing of computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.

Risk: 51.0%AI: 60EstimatedTime: 3%

Build instrumentation or laboratory test equipment for special purposes.

Risk: 11.0%AI: 5EstimatedTime: 2%

Protective Factors

Total protective discount: 30.1%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityIntegrityAnalytical ThinkingCooperationInitiativeAdaptability/FlexibilityPersistenceInnovationStress ToleranceAchievement/EffortSelf Control

Wage & Employment (2024)

Median Wage

$68,730

per year

Mean Wage

$72,450

per year

Employment

37K

workers

Wage Range

$46,940 - $100,890

10th - 90th pct

Wage Distribution

$46,940Median: $68,730$100,890
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Automotive Engineering Technicians professionals should diversify beyond them.

  • Mathematics

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

  • 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

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

  • 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.

  • Complex Problem Solving

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

  • Leadership

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

  • Manual Dexterity

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

  • Equipment Maintenance

    Equipment Maintenance 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.

  • Critical Thinking

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

  • Writing

    Writing 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.

  • Monitoring

    Monitoring 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.

Score History

Risk score over 2 scoring runs

-2.6

overall change

Checking for existing plan...