Wind Energy Engineers
Design underground or overhead wind farm collector systems and prepare and develop site specifications.
AI Impact Summary
Wind Energy Engineers faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 58% of all analyzed occupations. Of 20 analyzed tasks, 3 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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Wind Energy 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
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
20 tasks analyzed
Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
Provide engineering technical support to designers of prototype wind turbines.
Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.
Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.
Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.
Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.
Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.
Test wind turbine components, using mechanical or electronic testing equipment.
Test wind turbine equipment to determine effects of stress or fatigue.
Oversee the work activities of wind farm consultants or subcontractors.
Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.
Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.
Perform root cause analysis on wind turbine tower component failures.
Design underground or overhead wind farm collector systems.
Write reports to document wind farm collector system test results.
Analyze meteorological data.
Design electrical interconnections.
Estimate energy production by analyzing wind data.
Design wind turbine components.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms. | 77Estimated | 80.0% | 6% | |
| Provide engineering technical support to designers of prototype wind turbines. | 40Estimated | 31.0% | 5% | |
| Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations. | 60Estimated | 51.0% | 6% | |
| Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load. | 60Estimated | 51.0% | 5% | |
| Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines. | 70Estimated | 55.0% | 6% | |
| Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines. | 60Estimated | 51.0% | 5% | |
| Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers. | 50Estimated | 47.0% | 5% | |
| Test wind turbine components, using mechanical or electronic testing equipment. | 10Estimated | 13.0% | 4% | |
| Test wind turbine equipment to determine effects of stress or fatigue. | 55Estimated | 49.0% | 4% | |
| Oversee the work activities of wind farm consultants or subcontractors. | 30Estimated | 27.0% | 6% | |
| Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements. | 67Estimated | 76.0% | 5% | |
| Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications. | 25Estimated | 25.0% | 5% | |
| Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications. | 75Estimated | 57.0% | 6% | |
| Perform root cause analysis on wind turbine tower component failures. | 60Estimated | 51.0% | 5% | |
| Design underground or overhead wind farm collector systems. | 60Estimated | 51.0% | 4% | |
| Write reports to document wind farm collector system test results. | 92Estimated | 86.0% | 3% | |
| Analyze meteorological data. | 70Estimated | 55.0% | 5% | |
| Design electrical interconnections. | 60Estimated | 51.0% | 5% | |
| Estimate energy production by analyzing wind data. | 75Estimated | 57.0% | 5% | |
| Design wind turbine components. | 65Estimated | 53.0% | 5% |
Protective Factors
Total protective discount: 30.2%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$117,750
per year
Mean Wage
$121,720
per year
Employment
151K
workers
Wage Range
$62,840 - $183,510
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Recommendations
Skills to Develop
These skills are at risk from AI automation. Wind Energy 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.
- Leadership
Leadership 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.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion 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.
- Systems Analysis
Systems Analysis 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.
- Monitoring
Monitoring 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
overall change
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