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How a wind energy engineer can use AI, task by task

O*NET 17-2199.10: Wind Energy EngineersMedian pay $122,930/year (BLS, May 2025)16 tasksJob Zone 4: Considerable preparation

Design underground or overhead wind farm collector systems and prepare and develop site specifications.

Type your own title and every prompt on this page updates to match. Also called: Engineer, Project Engineer, Turbine Measurements Engineer, Utility Engineer, Wind Energy Consultant, Wind Farm Siting and Development Consultant, Wind Turbine Design Engineer.

Where AI fits in this job

AI-ready 11%AI-assist 78%Stays human 12%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 2 AI-ready, 12 AI-assist and 2 human-led tasks out of 16. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

AI can draft these 2

AI produces a usable first pass. You review it, fix it and own it.

Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.

Monthly

AI maps out the topic and options; confirm with real sources.

Show prompt & steps

AI is a fast research assistant. Ask it to map out a topic, compare options or list what to check. Use a tool with web search and ask for its sources.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.

Context: We use The MathWorks MATLAB and ANSYS simulation software; the work draws on engineering and technology, physics and design.
Technology area: [lighting, storage, power]
Design goal: [efficiency, materials, cost]

Summarize the state of the art, options to compare, standards and references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Green tech research

Step 1Pick a real example: the next time you investigate experimental wind turbines.
Step 2Fill in [Technology area] and [Design goal] with the real details, then run the prompt.
Step 3Verify the references and standards it names.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.6/5 · O*NET work activity: Research design or application of green technologies..

Write reports to document wind farm collector system test results.

A few times a year

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to write reports to document wind farm collector system test results.

Context: We use Microsoft Word.
Test or study: [design test, engineering analysis]
Results: [paste data, observations]

Draft a findings report: purpose, method, results, conclusions, recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Test findings report

Step 1Pick a real example: the next time you write reports to document wind farm collector system test.
Step 2Fill in [Test or study] and [Results] with the real details, then run the prompt.
Step 3Check every figure and conclusion against the data.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 2.8/5 · O*NET work activity: Document design or operational test results..

AI can help you prep these 12

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.

Monthly

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.

Context: We use Dassault Systemes SolidWorks and Autodesk AutoCAD; the work draws on engineering and technology, physics and design.
Site: [wind farm, plant]
Constraints: [roads, cranes, spacing]

Suggest layout principles and documentation. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Energy site layout

Step 1Pick a real example: the next time you create or maintain wind farm layouts and schematics.
Step 2Fill in [Site] and [Constraints] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.9/5 · core task · O*NET work activity: Create graphical representations of energy production systems..

Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.

Context: We use Microsoft Visio; the work draws on engineering and technology, physics and design.
Process: [describe]
Data: [results]

Write a recommendation with evidence. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Process improvement recommendation

Step 1Pick a real example: the next time you recommend process or infrastructure changes.
Step 2Fill in [Process] and [Data] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it. Confirm the rules against the current official source.

Rules, prices and policies change. Make sure AI is working from your current official version.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.7/5 · core task · O*NET work activity: Recommend technical design or process changes to improve efficiency, quality, or performance..

Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

Monthly

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

Context: We use Dassault Systemes SolidWorks and Autodesk AutoCAD; the work draws on engineering and technology, physics and design.
Site: [wind farm, plant]
Constraints: [roads, cranes, spacing]

Suggest layout principles and documentation. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Energy site layout

Step 1Pick a real example: the next time you create models.
Step 2Fill in [Site] and [Constraints] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.5/5 · core task · O*NET work activity: Create graphical representations of energy production systems..

Provide engineering technical support to designers of prototype wind turbines.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to provide engineering technical support to designers of prototype wind turbines.

Context: The work draws on engineering and technology, physics and design.
Topic: [security products, techniques]
Audience: [users, colleagues]

Explain step by step with examples. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical guidance

Step 1Pick a real example: the next time you provide engineering technical support.
Step 2Fill in [Topic] and [Audience] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.8/5 · O*NET work activity: Provide technical guidance to other personnel..

Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.

Monthly

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, or pad transformers.

Context: We use Microsoft Word.
Product or source: [describe]
Requirements: [performance, standards]

Draft design criteria with rationale and test methods. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Design criteria

Step 1Pick a real example: the next time you develop specifications.
Step 2Fill in [Product or source] and [Requirements] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.4/5 · O*NET work activity: Determine design criteria or specifications..

Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.

A few times a year

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.

Context: We use The MathWorks MATLAB and ANSYS simulation software; the work draws on engineering and technology, physics and design.
System: [wind farm, solar array, component]
Data: [performance, failures]

Assess reliability and performance and suggest improvements. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Green technology performance review

Step 1Pick a real example: the next time you analyze operation of wind farms.
Step 2Fill in [System] and [Data] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it. Confirm the rules against the current official source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.0/5 · O*NET work activity: Evaluate the characteristics of green technologies..

Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.

A few times a year

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.

Context: We use The MathWorks MATLAB and ANSYS simulation software; the work draws on engineering and technology, physics and design.
Process: [describe]
Standards: [security, technical, quality]

Make a compliance checklist and flag likely gaps. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Process compliance check

Step 1Pick a real example: the next time you monitor wind farm construction.
Step 2Fill in [Process] and [Standards] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed. Confirm the rules against the current official source.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.2/5 · O*NET work activity: Monitor processes for compliance with standards..

Test wind turbine components, using mechanical or electronic testing equipment.

A few times a year

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to test wind turbine components, using mechanical or electronic testing equipment.

Context: We use The MathWorks MATLAB and ANSYS simulation software; the work draws on engineering and technology, physics and design.
Technology: [biomass, fermentation, feedstock]
Question: [what to test]

Design an experiment with variables, controls and measurements. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Green tech experiment plan

Step 1Pick a real example: the next time you test wind turbine components.
Step 2Fill in [Technology] and [Question] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.4/5 · O*NET work activity: Test green technologies or processes..

Design underground or overhead wind farm collector systems.

A few times a year

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to design underground or overhead wind farm collector systems.

Context: We use Dassault Systemes SolidWorks and Autodesk AutoCAD; the work draws on engineering and technology, physics and design.
System: [reactor component, nano device]
Requirements: [describe]

Generate design concepts. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Energy system design

Step 1Pick a real example: the next time you design underground or overhead wind farm collector systems.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 2.9/5 · O*NET work activity: Design energy production or management equipment or systems..

Test wind turbine equipment to determine effects of stress or fatigue.

A few times a year

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to test wind turbine equipment to determine effects of stress or fatigue.

Context: We use The MathWorks MATLAB and ANSYS simulation software; the work draws on engineering and technology, physics and design.
Technology: [biomass, fermentation, feedstock]
Question: [what to test]

Design an experiment with variables, controls and measurements. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Green tech experiment plan

Step 1Pick a real example: the next time you test wind turbine equipment.
Step 2Fill in [Technology] and [Question] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.4/5 · O*NET work activity: Test green technologies or processes..

Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.

Monthly

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.

Context: We use Dassault Systemes SolidWorks and Autodesk AutoCAD; the work draws on engineering and technology, physics and design.
System: [reactor component, nano device]
Requirements: [describe]

Generate design concepts. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Energy system design

Step 1Pick a real example: the next time you develop active control algorithms, electronics and software.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.5/5 · O*NET work activity: Design energy production or management equipment or systems..

Perform root cause analysis on wind turbine tower component failures.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to perform root cause analysis on wind turbine tower component failures.

Context: We use Tableau and The MathWorks MATLAB; the work draws on engineering and technology, physics and design.
Product or system: [describe]
Failure data: [paste test results, returns, field data]

Analyze failure modes, rates and likely causes; suggest tests and design changes. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Failure data analysis

Step 1Pick a real example: the next time you perform root cause analysis.
Step 2Fill in [Product or system] and [Failure data] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.0/5 · O*NET work activity: Conduct quantitative failure analyses of operational data..

These stay human 2

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time · Impact of decisions: important results

Oversee the work activities of wind farm consultants or subcontractors.

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a wind energy engineer. Part of my job is to oversee the work activities of wind farm consultants or subcontractors.

Context: The work draws on engineering and technology, physics and design.
Operation: [plant, wells]
Goal: [describe]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing energy operations

Step 1Pick a real example: the next time you oversee the work activities of wind farm consultants.
Step 2Fill in [Operation] and [Goal] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.4/5 · O*NET work activity: Direct energy production or management activities..

Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.

A few times a year

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a wind energy engineer. Part of my job is to direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.

Context: The work draws on engineering and technology, physics and design.
Operation: [plant, wells]
Goal: [describe]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing energy operations

Step 1Pick a real example: the next time you direct balance of plant (BOP) construction and generator installation.
Step 2Fill in [Operation] and [Goal] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.0/5 · O*NET work activity: Direct energy production or management activities..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Active Learningimportance 3.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Time Managementimportance 2.9/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Learning Strategiesimportance 2.8/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Negotiationimportance 2.8/5
    Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Critical Thinkingimportance 4.0/5
    Used in: Thinking Creatively
  • Reading Comprehensionimportance 3.8/5
    Used in: Providing Consultation and Advice to Others
  • Writingimportance 3.4/5
    Used in: Providing Consultation and Advice to Others
  • Active Listeningimportance 3.4/5
    Used in: Providing Consultation and Advice to Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Aerospace Engineers42% human-led · Same preparation · $134,960/yrSkills to build: Technology Design, Science, Operations Analysis
  • Water Resource Specialists2% human-led · Same preparation · $167,220/yr · usually bachelor's degreeSkills to build: Time Management, Social Perceptiveness, Speaking
  • Architectural and Engineering Managers36% human-led · Needs more preparation · $171,270/yr · usually bachelor's degreeSkills to build: Negotiation, Management of Personnel Resources, Time Management
  • Materials Scientists20% human-led · Same preparation · $117,790/yr · usually bachelor's degreeSkills to build: Science, Writing, Speaking

New tasks appearing in this job

O*NET has started tracking 4 new or updated tasks here: 1 AI-ready, 3 AI-assist, 0 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Analyze meteorological data.

New in O*NET

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to analyze meteorological data.

Context: We use Tableau and The MathWorks MATLAB.
Here is my data on meteorological data: [paste a table, or list the columns you export from Tableau or The MathWorks MATLAB]
What I'm trying to decide: [the question this data should answer]

1. Tell me the 3 most important things this data shows for that decision
2. Point out anything unusual I should double-check
3. Give me the spreadsheet formulas to reproduce your numbers
Show your working step by step.

10-minute exercise: Second pair of eyes: meteorological data

Step 1Export a small slice of real data on meteorological data from Tableau or The MathWorks MATLAB, with names and confidential figures removed.
Step 2Paste it into [paste a table] and write the real decision in [What I'm trying to decide].
Step 3Put one of the formulas it gives into your spreadsheet. If your number differs, ask AI why before trusting anything else.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

New O*NET task (07/2012). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Design electrical interconnections.

New in O*NET

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to design electrical interconnections.

Context: We use Dassault Systemes SolidWorks and Autodesk AutoCAD; the work draws on engineering and technology, physics and design.
System: [facility, equipment, instrument]
Requirements: [loads, codes]

Generate design options and a load calculation outline. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Electrical system design

Step 1Pick a real example: the next time you design electrical interconnections.
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes. Check it against the manufacturer's manual and your site procedure before you rely on it.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

New O*NET task (07/2012). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Negotiate interconnection agreements with other utilities.” (Geothermal Production Managers), and was checked by hand. O*NET work activity: Design electrical equipment or systems.. Also involves: Design electromechanical equipment or systems.; Negotiate contracts for environmental remediation, green energy, or renewable resources..

Design wind turbine components.

New in O*NET

AI generates options and references; taste and the final call are yours.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to design wind turbine components.

Context: I mainly work with clients and project teams; we use Dassault Systemes SolidWorks and Autodesk AutoCAD.
The brief: [who it's for, the goal, must-haves]

Give me 10 quite different ideas to design wind turbine components, one line each, from safe to bold. Then develop the 2 strongest into a fuller draft and tell me what would make each one better.

10-minute exercise: 10 ideas: wind turbine components

Step 1Pick a current brief where you need to design wind turbine components.
Step 2Fill in [The brief] with the real audience, goal and must-haves, then read all 10 ideas.
Step 3Combine your favourite with your own idea and rough it out for 5 minutes in Dassault Systemes SolidWorks or Autodesk AutoCAD.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

New O*NET task (07/2012). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Estimate energy production by analyzing wind data.

New in O*NET

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a wind energy engineer. Part of my job is to estimate energy production by analyzing wind data.

Context: We use Tableau and The MathWorks MATLAB; the work draws on engineering and technology, physics and design.
Plant: [biofuel, biomass, power plant]
Data: [paste production logs, output vs demand]

Compare output with targets and demand, flag abnormal readings or days, and suggest operational changes. Give the formulas so I can rebuild the numbers.

10-minute exercise: Production data check

Step 1Pick a real example: the next time you estimate energy production.
Step 2Fill in [Plant] and [Data] with the real details, then run the prompt.
Step 3Rebuild the main figure with the formulas, then check one abnormal day against the shift notes.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

New O*NET task (07/2012). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Analyze, estimate, or report production costs.” (Industrial Engineering Technologists and Technicians), and was checked by hand. O*NET work activity: Evaluate energy production data.. Also involves: Analyze energy usage data.; Estimate material requirements for production..

Getting into this job

Bachelor's degree is most common (70% of workers)

  • Certificate or some college 6%
  • Bachelor's 75%
  • Graduate degree 19%
  • On-the-job training: 3–6 months
  • Related experience: 4–6 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Amazon Web Services AWS softwareApache Subversion SVNAutodesk AutoCADBentley MicroStationC#C++Dassault Systemes SolidWorksESRI ArcGIS softwareExtensible markup language XMLGitJUnitLinux