Wind Energy Engineers
Design underground or overhead wind farm collector systems and prepare and develop site specifications.
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% |
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.
Recommended Courses
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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
overall change
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
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis