AITakeover Tracker
25%medium risk

Solar Photovoltaic Installers

Assemble, install, or maintain solar photovoltaic (PV) systems on roofs or other structures in compliance with site assessment and schematics. May include measuring, cutting, assembling, and bolting structural framing and solar modules. May perform minor electrical work such as current checks.

Green New & EmergingHigher risk than 20% of occupations

AI Impact Summary

Solar Photovoltaic Installers faces moderate AI displacement risk with a score of 25/100. This occupation has higher AI displacement risk than 20% of all analyzed occupations. Of 26 analyzed tasks, 7 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)

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.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

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.

Manual Dexterity80%

Manual Dexterity 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.

Instructing75%

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

Social Perceptiveness90%

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

Service Orientation82%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Solar Photovoltaic Installers 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

-7pt risk+$3K/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

-4.9pt risk+$3K/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

-3.7pt risk+$3K/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

Less than High School12%
High School Diploma56%
Some College14%
Post-Secondary Certificate2%
Associate's Degree16%

Prior Experience Needed

Work experience required to enter this job

None23%
Up to 1 month11%
3-6 months12%
6 months - 1 year33%
1-2 years15%
2-4 years2%
4-6 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

None11%
Up to 1 month31%
1-3 months3%
3-6 months30%
6 months - 1 year11%
1-2 years10%
4-6 years5%

How AI Impacts Each Task

26 tasks analyzed

Install photovoltaic (PV) systems in accordance with codes and standards, using drawings, schematics, and instructions.

Risk: 9.0%AI: 0EstimatedTime: 10%

Assemble solar modules, panels, or support structures, as specified.

Risk: 9.0%AI: 0EstimatedTime: 10%

Apply weather sealing to array, building, or support mechanisms.

Risk: 9.0%AI: 0EstimatedTime: 5%

Determine appropriate sizes, ratings, and locations for all system overcurrent devices, disconnect devices, grounding equipment, and surge suppression equipment.

Risk: 48.8%AI: 54.45ObservedTime: 4%

Install module array interconnect wiring, implementing measures to disable arrays during installation.

Risk: 9.0%AI: 0EstimatedTime: 8%

Identify methods for laying out, orienting, and mounting modules or arrays to ensure efficient installation, electrical configuration, or system maintenance.

Risk: 51.0%AI: 60EstimatedTime: 3%

Identify electrical, environmental, and safety hazards associated with photovoltaic (PV) installations.

Risk: 43.0%AI: 40EstimatedTime: 3%

Examine designs to determine current requirements for all parts of the photovoltaic (PV) system electrical circuit.

Risk: 86.0%AI: 92EstimatedTime: 2%

Check electrical installation for proper wiring, polarity, grounding, or integrity of terminations.

Risk: 48.5%AI: 53.67ObservedTime: 4%

Test operating voltages to ensure operation within acceptable limits for power conditioning equipment, such as inverters and controllers.

Risk: 74.0%AI: 62EstimatedTime: 3%

Identify and resolve any deficiencies in photovoltaic (PV) system installation or materials.

Risk: 39.0%AI: 30EstimatedTime: 4%

Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays.

Risk: 55.1%AI: 70.12ObservedTime: 3%

Program, adjust, or configure inverters and controls for desired set points and operating modes.

Risk: 84.0%AI: 87EstimatedTime: 3%

Visually inspect and test photovoltaic (PV) modules or systems.

Risk: 86.0%AI: 92EstimatedTime: 3%

Install required labels on solar system components and hardware.

Risk: 43.0%AI: 25EstimatedTime: 2%

Determine photovoltaic (PV) system designs or configurations based on factors such as customer needs, expectations, and site conditions.

Risk: 53.0%AI: 65EstimatedTime: 3%

Determine materials, equipment, and installation sequences necessary to maximize installation efficiency.

Risk: 49.0%AI: 55EstimatedTime: 3%

Diagram layouts and locations for photovoltaic (PV) arrays and equipment, including existing building or site features.

Risk: 86.0%AI: 92EstimatedTime: 2%

Determine connection interfaces for additional subpanels or for connecting photovoltaic (PV) systems with utility services or other power generation sources.

Risk: 47.0%AI: 50EstimatedTime: 2%

Perform routine photovoltaic (PV) system maintenance on modules, arrays, batteries, power conditioning equipment, safety systems, structural systems, weather sealing, or balance of systems equipment.

Risk: 11.0%AI: 5EstimatedTime: 5%

Install active solar systems, including solar collectors, concentrators, pumps, or fans.

Risk: 9.0%AI: 0EstimatedTime: 4%

Activate photovoltaic (PV) systems to verify system functionality and conformity to performance expectations.

Risk: 78.0%AI: 72EstimatedTime: 3%

Select mechanical designs, installation equipment, or installation plans that conform to environmental, architectural, structural, site, and code requirements.

Risk: 51.0%AI: 60EstimatedTime: 2%

Demonstrate system functionality and performance, including start-up, shut-down, normal operation, and emergency or bypass operations.

Risk: 27.0%AI: 30ObservedTime: 3%

Measure and analyze system performance and operating parameters to assess operating condition of systems or equipment.

Risk: 48.7%AI: 54.33ObservedTime: 3%

Compile or maintain records of system operation, performance, and maintenance.

Risk: 88.0%AI: 97EstimatedTime: 3%

Protective Factors

Total protective discount: 28.9%

Essential Soft Skills

Traits that are hard for AI to replicate

CooperationDependabilityAttention to DetailIntegrityInitiativeSelf ControlAchievement/EffortLeadershipStress TolerancePersistenceConcern for OthersAnalytical Thinking

Wage & Employment (2024)

Median Wage

$51,860

per year

Mean Wage

$57,380

per year

Employment

28K

workers

Wage Range

$39,070 - $80,150

10th - 90th pct

Wage Distribution

$39,070Median: $51,860$80,150
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Solar Photovoltaic Installers professionals should diversify beyond them.

  • 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.

  • Reading Comprehension

    Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • 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.

  • Manual Dexterity

    Manual Dexterity 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.

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.

  • Monitoring

    Monitoring 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.

  • Active Learning

    Active Learning 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.

Score History

Risk score over 2 scoring runs

-2.0

overall change

Checking for existing plan...