AITakeover Tracker
36%medium risk

Wind Energy Operations Managers

SOC: 11-9199.09 · Job Zone 4 (Considerable preparation)

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

Medium RiskEst. full displacement: 20412051high confidence
Raw task score: 49.2Protective discount: 26.3%16 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Wind Energy Operations Managers faces moderate AI displacement risk with a score of 36/100. Significant displacement is estimated between 2041 and 2051. Of 16 analyzed tasks, 4 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Protective Factors

Total protective discount: 26.3%

Skill 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 (7)

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.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

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

Instructing75%

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

Manual Dexterity80%

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

AI-Augmented Skills (5)

Critical ThinkingWritingActive LearningJudgment and Decision MakingSystems Analysis

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.

  • 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.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Negotiation

    Negotiation 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.

  • 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.

  • Systems Analysis

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

Task Breakdown

16 tasks analyzed

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

Routine CognitiveAI: 90Risk: 85.2Time: 8%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 10%

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

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 12%

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

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 10%

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

Routine CognitiveAI: 90Risk: 85.2Time: 5%

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

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 5%

Monitor and maintain records of daily facility operations.

Routine CognitiveAI: 90Risk: 85.2Time: 5%

Prepare wind field operational budgets.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 5%

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

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 5%

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

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 5%

Manage warranty repair or replacement services.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 5%

Review, negotiate, or approve wind farm contracts.

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 5%

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

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 5%

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

Routine CognitiveAI: 90Risk: 85.2Time: 5%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 5%

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

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 5%

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Career Planning

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