Takeover Tracker
33%medium risk

Manufacturing Engineers

Design, integrate, or improve manufacturing systems or related processes. May work with commercial or industrial designers to refine product designs to increase producibility and decrease costs.

Higher risk than 53% of occupations
Checking for existing plan...

How AI Impacts Each Task

24 tasks analyzed

Troubleshoot new or existing product problems involving designs, materials, or processes.

Risk: 43.0%AI: 40EstimatedTime: 8%

Investigate or resolve operational problems, such as material use variances or bottlenecks.

Risk: 51.0%AI: 60EstimatedTime: 7%

Identify opportunities or implement changes to improve manufacturing processes or products or to reduce costs, using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts.

Risk: 47.0%AI: 50EstimatedTime: 7%

Apply continuous improvement methods such as lean manufacturing to enhance manufacturing quality, reliability, or cost-effectiveness.

Risk: 47.0%AI: 50EstimatedTime: 6%

Provide technical expertise or support related to manufacturing.

Risk: 42.0%AI: 67.42ObservedTime: 5%

Incorporate new manufacturing methods or processes to improve existing operations.

Risk: 43.0%AI: 40EstimatedTime: 5%

Review product designs for manufacturability or completeness.

Risk: 51.0%AI: 60EstimatedTime: 5%

Determine root causes of failures or recommend changes in designs, tolerances, or processing methods, using statistical procedures.

Risk: 51.0%AI: 60EstimatedTime: 5%

Prepare reports summarizing information or trends related to manufacturing performance.

Risk: 73.0%AI: 59.38ObservedTime: 4%

Design layout of equipment or workspaces to achieve maximum efficiency.

Risk: 51.0%AI: 60EstimatedTime: 4%

Prepare documentation for new manufacturing processes or engineering procedures.

Risk: 86.0%AI: 92EstimatedTime: 4%

Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes.

Risk: 35.4%AI: 51.08ObservedTime: 4%

Supervise technicians, technologists, analysts, administrative staff, or other engineers.

Risk: 21.0%AI: 15EstimatedTime: 4%

Evaluate manufactured products according to specifications and quality standards.

Risk: 86.0%AI: 92EstimatedTime: 3%

Design, install, or troubleshoot manufacturing equipment.

Risk: 39.0%AI: 30EstimatedTime: 4%

Estimate costs, production times, or staffing requirements for new designs.

Risk: 84.0%AI: 87EstimatedTime: 3%

Train production personnel in new or existing methods.

Risk: 27.0%AI: 30EstimatedTime: 3%

Design tests of finished products or process capabilities to establish standards or validate process requirements.

Risk: 47.0%AI: 50EstimatedTime: 3%

Analyze the financial impacts of sustainable manufacturing processes or sustainable product manufacturing.

Risk: 51.0%AI: 60EstimatedTime: 3%

Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste.

Risk: 41.0%AI: 35EstimatedTime: 3%

Purchase equipment, materials, or parts.

Risk: 80.0%AI: 77EstimatedTime: 2%

Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as greenhouse gas emissions, air pollution, water pollution, energy use, or waste creation.

Risk: 51.0%AI: 60EstimatedTime: 3%

Read current literature, talk with colleagues, participate in educational programs, attend meetings, attend workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field.

Risk: 23.0%AI: 20EstimatedTime: 3%

Redesign packaging for manufactured products to minimize raw material use or waste.

Risk: 51.0%AI: 60EstimatedTime: 2%

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.

Mathematics10%

High reliance on Mathematics 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.

Instructing75%

Instructing 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.

Social Perceptiveness90%

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

Coordination70%

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

Recommended Courses

Courses matched to Manufacturing 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

-8pt risk+$7K/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+$7K/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+$5K/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

-0.8

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Post-Secondary Certificate4%
Associate's Degree16%
Bachelor's Degree76%
Level 104%

Prior Experience Needed

Work experience required to enter this job

None15%
3-6 months4%
6 months - 1 year15%
1-2 years31%
2-4 years12%
4-6 years12%
6-8 years4%
8-10 years8%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month27%
1-3 months4%
3-6 months12%
6 months - 1 year12%
1-2 years15%
2-4 years15%
4-6 years4%

Related News

Recent articles about AI affecting this occupation

4 articles

Factory AI rollouts face infrastructure bottlenecks, delaying automation

Companies eager to automate manufacturing are hitting a wall because their existing IT networks can't handle AI demands. Adopting a phased infrastructure upgrade is necessary before workers see widespread AI integration on the floor.

Manufacturing Dive3d 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

$1.3B Fund Targets Robotics and Manufacturing Automation

Venture firm Eclipse has secured massive funding to accelerate automation in physical industries like energy and manufacturing. This capital injection will drive a surge in robotics deployment on factory floors.

Bloomberg TechnologyApr 7

AI Agents and Dark Factories: New Timelines for Engineering Automation

Fully automated "dark factories" and autonomous AI software agents are arriving faster than anticipated. Engineering roles are shifting from writing code to managing AI agents that execute complex development tasks independently.

Simon WillisonApr 2

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