AITakeover Tracker
32%medium risk

Wind Energy Operations Managers

Manage wind field operations, including personnel, maintenance activities, financial activities, and planning.

Green New & EmergingHigher risk than 53% of occupations

AI Impact Summary

Wind Energy Operations Managers faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 53% of all analyzed occupations. Of 16 analyzed tasks, 4 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)

Reading Comprehension10%

High reliance on Reading Comprehension 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.

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.

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)

Leadership88%

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

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

Coordination70%

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

Negotiation85%

Negotiation 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.

Instructing75%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingActive LearningJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Wind Energy Operations Managers 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.3pt risk+$8K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.4pt risk+$8K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-4.1pt risk+$9K/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.

Education & Training

Percentage of workers at each education and training level

Education Level

Some College10%
Post-Secondary Certificate7%
Associate's Degree9%
Bachelor's Degree53%
Master's Degree3%
Doctoral/Professional Degree18%

Prior Experience Needed

Work experience required to enter this job

1-2 years15%
2-4 years6%
4-6 years50%
6-8 years2%
8-10 years14%
Over 10 years14%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month5%
1-3 months21%
3-6 months34%
6 months - 1 year27%
1-2 years8%
2-4 years2%
4-6 years4%

How AI Impacts Each Task

16 tasks analyzed

Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events.

Risk: 86.0%AI: 92EstimatedTime: 8%

Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets.

Risk: 47.0%AI: 50EstimatedTime: 10%

Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies.

Risk: 27.0%AI: 30EstimatedTime: 10%

Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents.

Risk: 33.3%AI: 45.75ObservedTime: 8%

Maintain operations records, such as work orders, site inspection forms, or other documentation.

Risk: 87.2%AI: 95EstimatedTime: 6%

Establish goals, objectives, or priorities for wind field operations.

Risk: 43.0%AI: 40EstimatedTime: 5%

Monitor and maintain records of daily facility operations.

Risk: 86.0%AI: 92EstimatedTime: 6%

Prepare wind field operational budgets.

Risk: 51.0%AI: 60EstimatedTime: 5%

Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues.

Risk: 29.0%AI: 35EstimatedTime: 6%

Estimate costs associated with operations, including repairs or preventive maintenance.

Risk: 53.0%AI: 65EstimatedTime: 5%

Review, negotiate, or approve wind farm contracts.

Risk: 31.0%AI: 40EstimatedTime: 5%

Manage warranty repair or replacement services.

Risk: 42.7%AI: 39.12ObservedTime: 5%

Recruit or select wind operations employees, contractors, or subcontractors.

Risk: 29.0%AI: 35EstimatedTime: 4%

Order parts, tools, or equipment needed to maintain, restore, or improve wind field operations.

Risk: 85.2%AI: 90EstimatedTime: 5%

Develop processes or procedures for wind operations, including transitioning from construction to commercial operations.

Risk: 47.0%AI: 50EstimatedTime: 6%

Provide technical support to wind field customers, employees, or subcontractors.

Risk: 51.0%AI: 60EstimatedTime: 6%

Protective Factors

Total protective discount: 32.9%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailLeadershipAdaptability/FlexibilityIntegrityStress TolerancePersistenceAnalytical ThinkingInitiativeCooperationAchievement/EffortSelf Control

Wage & Employment (2024)

Median Wage

$136,550

per year

Mean Wage

$149,890

per year

Employment

631K

workers

Wage Range

$68,860 - $227,590

10th - 90th pct

Wage Distribution

$68,860Median: $136,550$227,590
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Wind Energy Operations Managers professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension 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.

  • Mathematics

    High reliance on Mathematics 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.

  • 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.

  • Leadership

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

  • Adaptability/Flexibility

    Adaptability/Flexibility 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.

  • Coordination

    Coordination 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.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking 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.

  • Active Learning

    Active Learning 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.

Score History

Risk score over 3 scoring runs

-3.8

overall change

Checking for existing plan...