Solar Energy Systems Engineers

Solar Energy Systems Engineers

AI Risk Score51%Mid Risk

The 51% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you perform site-specific engineering analysis or evaluation of energy efficiency and solar projects involving residential, commercial, or industrial customers. design solar domestic hot water and space heating systems for new and existing structures, applying knowledge of structural energy requirements, local climates, solar technology, and thermodynamics. Your job is considered Mid Risk for AI automation.

Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Plus, explore the technology section to see what tools and software you'll likely encounter in this role.

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In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

6/12
Test green technologies or processes.2.87Risk

Testing or evaluating photovoltaic cells involves technical analysis that can be partially automated, but human oversight is needed for nuanced assessments and unexpected issues.

Recommend technical design or process changes to improve efficiency, quality, or performance.3.88

Recommending engineering changes involves creative problem-solving and understanding of design nuances, limiting full automation by AI.

Analyze costs and benefits of proposed designs or projects.3.24Risk

Cost reduction analyses can be aided by AI, but human input is crucial for evaluating broader implications and making strategic decisions.

Determine operational methods.3.65

Developing procedures and standards involves understanding human factors and safety considerations, which are difficult for AI to fully automate.

Provide technical guidance to other personnel.4.33

Providing technical direction involves interpersonal communication and real-time problem-solving, which are less automatable by AI.

Create models of engineering designs or methods.4.14Risk

Performing computer simulations is highly automatable, but human oversight is needed to interpret results and optimize designs.

Advanced Problem AnalysisRisk
Strategic Decision ImplementationRisk
Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

9/19

Administration and Management

3.21Risk

Administration and Management involve repetitive, data-driven tasks (e.g., scheduling, reporting, workflow automation) that AI can handle efficiently, while strategic decision-making remains partially human-centric.

Administrative

2.5Risk

Administrative tasks involve repetitive, rule-based processes that AI can automate efficiently with RPA and NLP.

Economics and Accounting

2.64Risk

Economics and Accounting involve repetitive data analysis, forecasting, and bookkeeping tasks that AI can automate efficiently, though some judgment-based aspects may require human oversight.

Sales and Marketing

2.82Risk

Sales and Marketing involve repetitive tasks (e.g., data analysis, email automation) that AI can handle, but require human judgment for relationship-building, creative strategy, and complex negotiations.

Customer and Personal Service

2.96Risk

This domain includes both routine customer service tasks (automatable) and personal interaction needs (less automatable), with AI likely to handle 60% of potential automation in the next five years.

Personnel and Human Resources

2.33Risk

Personnel and Human Resources involves repetitive tasks like payroll, scheduling, and resume screening that AI can automate efficiently, with growing capabilities in data analysis and process optimization.

Production and Processing

2.25Risk

Production and Processing involve repetitive, structured tasks that AI can automate efficiently, such as quality control, data analysis, and workflow management.

Computers and Electronics

3.29Risk

The domain involves repetitive manufacturing, testing, and customer support tasks that AI can automate, with growing capabilities in complex design and analysis tasks.

Engineering and Technology

4.32Risk

Engineering and Technology involve repetitive, data-driven tasks (e.g., coding, simulations, diagnostics) that AI can automate efficiently, with growing capabilities in complex problem-solving and system design.

Advanced Analytics

Risk

Machine Learning

Risk

Predictive Modeling

Risk

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Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

8/34

Reading Comprehension

4

Active Listening

3.75

Writing

3.88

Speaking

3.88

Mathematics

3.38

Critical Thinking

4

Active Learning

3.25

Learning Strategies

2.88

Advanced Problem Solving

Collapsed
Strategic Decision Making
Risk
Complex Analysis
Risk
Critical Thinking
Risk

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Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/35

Oral Comprehension

3.75Risk

Oral comprehension involves nuanced understanding of speech, context, and tone, which AI is advancing but not yet fully automated in complex real-world scenarios.

Written Comprehension

4Risk

Written comprehension involves tasks like text analysis, summarization, and question-answering, which AI already excels at through advanced NLP models. These capabilities are likely to be fully automated within 5 years.

Oral Expression

3.88Risk

Oral Expression involves complex, context-dependent communication that requires nuance, adaptability, and real-time interaction, which current AI systems struggle to fully replicate, though some aspects like script generation may be automated.

Written Expression

4Risk

Written Expression involves nuanced understanding, creativity, and context, which AI can partially replicate but not fully, limiting automation potential in complex or original tasks.

Fluency of Ideas

3.88

Fluency of Ideas involves complex, context-dependent creativity and adaptability that current AI lacks, even with advancements in generative models.

Originality

3.5

Originality requires creative insight and novel synthesis of ideas, which AI currently lacks, though it may generate novel content based on patterns rather than true originality.

Problem Sensitivity

4

Problem Sensitivity requires nuanced judgment, contextual understanding, and adaptability, which current AI systems lack. While AI can analyze data, true problem sensitivity involves human intuition, ethics, and creativity.

Deductive Reasoning

4Risk

AI excels in structured deductive tasks but may struggle with complex, context-dependent reasoning requiring human intuition.

Inductive Reasoning

3.88Risk

Inductive reasoning involves pattern recognition and generalization, which AI already excels at through machine learning, with further advancements likely to enhance this capability in the next five years.

Critical Thinking

Risk

Complex Problem Solving

Risk

Strategic Planning

Risk

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Technology Used

Tools, software, and technological systems you use in your work.

9/20
Analytical or scientific software
Computer aided design CAD software
Operating system software
Object or component oriented development software
Data base user interface and query software
Program testing software
Geographic information system
Mobile location based services software
Office suite software
Advanced AI Tools
Machine Learning Platforms
Predictive Analytics Software

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Expert Insights

Expert comments on the job, click on the expert to see their answers.

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What to do next?

Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:

Recommended for Mid Risk:

  • • Upskill: Develop skills that complement AI rather than compete with it
  • • Use AI: Master AI tools to increase your efficiency and value
  • • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
  • • Stay Alert: Get notified of industry changes that could affect your role

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a Solar Energy Systems Engineers has a 51% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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