AITakeover Tracker
30%medium risk

Automotive Engineers

Develop new or improved designs for vehicle structural members, engines, transmissions, or other vehicle systems, using computer-assisted design technology. Direct building, modification, or testing of vehicle or components.

Green New & EmergingHigher risk than 37% of occupations

AI Impact Summary

Automotive Engineers 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 25 analyzed tasks, 1 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.

Mathematics10%

High reliance on Mathematics 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.

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.

Coordination70%

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

Instructing75%

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

Social Perceptiveness90%

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

Persuasion80%

Persuasion 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 ThinkingJudgment and Decision MakingWritingSystems AnalysisTechnology DesignMonitoringActive Learning

Recommended Courses

Courses matched to Automotive Engineers 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.8pt risk+$6K/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+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.3pt 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

Bachelor's Degree96%
Doctoral/Professional Degree4%

Prior Experience Needed

Work experience required to enter this job

None13%
3-6 months4%
6 months - 1 year9%
2-4 years30%
4-6 years22%
6-8 years9%
8-10 years9%
Over 10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month9%
1-3 months22%
3-6 months13%
6 months - 1 year30%
1-2 years13%
2-4 years9%

How AI Impacts Each Task

25 tasks analyzed

Conduct or direct system-level automotive testing.

Risk: 39.0%AI: 30EstimatedTime: 6%

Conduct automotive design reviews.

Risk: 47.0%AI: 50EstimatedTime: 5%

Provide technical direction to other engineers or engineering support personnel.

Risk: 23.0%AI: 20EstimatedTime: 6%

Develop engineering specifications or cost estimates for automotive design concepts.

Risk: 51.0%AI: 60EstimatedTime: 5%

Perform failure, variation, or root cause analyses.

Risk: 51.0%AI: 60EstimatedTime: 6%

Establish production or quality control standards.

Risk: 47.0%AI: 50EstimatedTime: 4%

Write, review, or maintain engineering documentation.

Risk: 72.5%AI: 58.35ObservedTime: 4%

Prepare or present technical or project status reports.

Risk: 36.2%AI: 53.05ObservedTime: 4%

Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.

Risk: 53.0%AI: 65EstimatedTime: 3%

Alter or modify designs to obtain specified functional or operational performance.

Risk: 51.0%AI: 60EstimatedTime: 5%

Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.

Risk: 27.0%AI: 30EstimatedTime: 4%

Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.

Risk: 51.0%AI: 60EstimatedTime: 5%

Conduct research studies to develop new concepts in the field of automotive engineering.

Risk: 43.0%AI: 40EstimatedTime: 4%

Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles.

Risk: 50.5%AI: 58.83ObservedTime: 3%

Develop calibration methodologies, test methodologies, or tools.

Risk: 52.3%AI: 63.28ObservedTime: 4%

Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.

Risk: 49.0%AI: 55EstimatedTime: 3%

Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.

Risk: 27.0%AI: 30EstimatedTime: 3%

Calibrate vehicle systems, including control algorithms or other software systems.

Risk: 51.0%AI: 60EstimatedTime: 4%

Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.

Risk: 49.0%AI: 55EstimatedTime: 4%

Develop or implement operating methods or procedures.

Risk: 55.2%AI: 70.6ObservedTime: 3%

Develop or integrate control feature requirements.

Risk: 47.0%AI: 50EstimatedTime: 3%

Develop specifications for vehicles powered by alternative fuels or alternative power methods.

Risk: 47.0%AI: 50EstimatedTime: 3%

Build models for algorithm or control feature verification testing.

Risk: 49.0%AI: 55EstimatedTime: 3%

Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.

Risk: 49.0%AI: 55EstimatedTime: 3%

Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.

Risk: 45.0%AI: 45EstimatedTime: 3%

Protective Factors

Total protective discount: 32.9%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailAnalytical ThinkingIntegrityDependabilityAdaptability/FlexibilityInitiativeCooperationStress TolerancePersistenceAchievement/EffortSelf ControlInnovation

Wage & Employment (2024)

Median Wage

$102,320

per year

Mean Wage

$110,080

per year

Employment

287K

workers

Wage Range

$68,740 - $161,240

10th - 90th pct

Wage Distribution

$68,740Median: $102,320$161,240
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Automotive Engineers 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.

  • Mathematics

    High reliance on Mathematics 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.

  • 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.

  • Coordination

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

  • Instructing

    Instructing 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.

  • 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.

  • Writing

    Writing 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.

  • Technology Design

    Technology Design 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

-2.2

overall change

Checking for existing plan...