Takeover Tracker
30%medium risk

Robotics Engineers

Research, design, develop, or test robotic applications.

Higher risk than 41% of occupations
Checking for existing plan...

How AI Impacts Each Task

24 tasks analyzed

Review or approve designs, calculations, or cost estimates.

Risk: 47.0%AI: 50EstimatedTime: 4%

Process or interpret signals or sensor data.

Risk: 55.0%AI: 70EstimatedTime: 5%

Debug robotics programs.

Risk: 52.3%AI: 63.28ObservedTime: 6%

Build, configure, or test robots or robotic applications.

Risk: 13.0%AI: 10EstimatedTime: 6%

Create back-ups of robot programs or parameters.

Risk: 88.0%AI: 97EstimatedTime: 2%

Provide technical support for robotic systems.

Risk: 40.5%AI: 63.78ObservedTime: 4%

Design end-of-arm tooling.

Risk: 47.0%AI: 50EstimatedTime: 4%

Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.

Risk: 56.5%AI: 73.83ObservedTime: 6%

Supervise technologists, technicians, or other engineers.

Risk: 19.0%AI: 10EstimatedTime: 4%

Design software to control robotic systems for applications, such as military defense or manufacturing.

Risk: 54.4%AI: 68.38ObservedTime: 6%

Conduct research on robotic technology to create new robotic systems or system capabilities.

Risk: 47.0%AI: 50EstimatedTime: 4%

Investigate mechanical failures or unexpected maintenance problems.

Risk: 43.0%AI: 40EstimatedTime: 5%

Integrate robotics with peripherals, such as welders, controllers, or other equipment.

Risk: 43.0%AI: 40EstimatedTime: 5%

Evaluate robotic systems or prototypes.

Risk: 42.9%AI: 39.7ObservedTime: 4%

Install, calibrate, operate, or maintain robots.

Risk: 31.1%AI: 55.15ObservedTime: 5%

Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.

Risk: 53.2%AI: 65.48ObservedTime: 4%

Document robotic application development, maintenance, or changes.

Risk: 70.8%AI: 54.02ObservedTime: 3%

Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.

Risk: 49.0%AI: 55EstimatedTime: 4%

Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.

Risk: 47.0%AI: 50EstimatedTime: 3%

Write algorithms or programming code for ad hoc robotic applications.

Risk: 52.5%AI: 63.7ObservedTime: 4%

Plan mobile robot paths and teach path plans to robots.

Risk: 42.3%AI: 38.32ObservedTime: 3%

Make system device lists or event timing charts.

Risk: 86.0%AI: 92EstimatedTime: 3%

Design robotics applications for manufacturers of green products, such as wind turbines or solar panels, to increase production time, eliminate waste, or reduce costs.

Risk: 49.0%AI: 55EstimatedTime: 3%

Automate assays on laboratory robotics.

Risk: 51.0%AI: 60EstimatedTime: 2%

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.

Information Ordering5%

High reliance on Information Ordering 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.

Programming15%

High reliance on Programming 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.

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.

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.

Manual Dexterity80%

Manual Dexterity 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.

Recommended Courses

Courses matched to Robotics 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+$7K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courseraintermediate

Systems Thinking In Practice

by The Open University

20 hours$49/mo4.5Certificate
Enhances AI augmentation: Systems Analysis

Estimated Impact

-5.6pt 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

-2.2pt 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

-0.1

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Post-Secondary Certificate3%
Associate's Degree17%
Bachelor's Degree50%
Master's Degree7%
Doctoral/Professional Degree17%
Level 117%

Prior Experience Needed

Work experience required to enter this job

None3%
Up to 1 month3%
3-6 months10%
6 months - 1 year7%
1-2 years7%
2-4 years33%
4-6 years27%
6-8 years3%
8-10 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

None3%
Up to 1 month13%
1-3 months27%
3-6 months13%
6 months - 1 year13%
1-2 years10%
2-4 years13%
4-6 years7%

Related News

Recent articles about AI affecting this occupation

5 articles

Cross-hardware learning software accelerates robotic automation

Breakthrough control software now allows robots with entirely different hardware to share training data and learn from one another. This interoperability removes a major bottleneck in deploying physical automation across manufacturing and logistics.

Ars Technica4d ago

Congress urged to accelerate US robotics deployment to counter China

Industry leaders are lobbying the US government to aggressively accelerate domestic robotics deployment to keep pace with China. A successful push would rapidly increase automation in American manufacturing, fundamentally shifting factory floor skills.

Manufacturing Dive6d 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's pivot to AI and robotics signals a major shift in workforce focus.

Following a rebound in vehicle demand, the automaker is aggressively realigning its corporate strategy and resources toward artificial intelligence and humanoid robotics development.

Forbes AIApr 22

AI and Automation Fuel a Stealth US Manufacturing Boom

Billions are pouring into US factories as companies leverage advanced robotics to onshore production. This shift is creating new high-tech manufacturing roles while reducing reliance on traditional manual labor.

WSJ AIApr 20

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