Takeover 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.

Higher risk than 37% of occupations
Checking for existing plan...

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%

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.

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.

Score History

Risk score over 2 scoring runs

-2.2

overall change

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%

Related News

Recent articles about AI affecting this occupation

3 articles

How AI is Replacing Traditional Sketching in Automotive Design

Automakers are integrating AI directly into the vehicle design process, bypassing traditional hand-drawn sketches. This shift threatens the traditional pipeline of automotive sketch artists as studios move straight to AI-generated 3D models.

The Verge AI3d ago

Caterpillar acquires Monarch Tractor IP, signaling shifts in autonomous jobs

Caterpillar's acquisition of Monarch Tractor's intellectual property and the shutdown of PlusAI highlight a volatile market for autonomous vehicle engineers. The commercial self-driving sector is consolidating, shifting demand toward defense and heavy machinery roles.

The Road to Autonomy6d ago

Tesla Pivots from Flagship EVs to Robotics and Autonomous Driving

Elon Musk confirmed the phase-out of legacy Model S and X vehicles as the automaker redirects its focus toward robotics and self-driving technology. The strategic pivot signals a massive reallocation of engineering and manufacturing talent.

Business Insider TechApr 9

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis