# Electrical Engineers

> Research, design, develop, test, or supervise the manufacturing and installation of electrical equipment, components, or systems for commercial, industrial, military, or scientific use.
- **Entity Type:** role
- **Schema Version:** role.v1
- **Soc Code:** 17-2071.00
- **Summary:** Research, design, develop, test, or supervise the manufacturing and installation of electrical equipment, components, or systems for commercial, industrial, military, or scientific use.

## Aliases

- Design Engineer
- Electrical Design Engineer
- Electrical Engineer
- Project Engineer
- Circuits Engineer
- Electrical Controls Engineer
- Electrical Project Engineer
- Engineer
- Instrumentation and Electrical Reliability Engineer (I&E Reliability Engineer)
- Test Engineer
- Automation Engineer
- Cable Engineer

## Tasks

| Text | Type | Iwa |
| --- | --- | --- |
| Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes. | Core | 4.A.3.b.2.b |
| Oversee project production efforts to assure projects are completed on time and within budget. | Core | 4.A.4.b.4.j |
| Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements. | Core | 4.A.4.b.4.i |
| Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications. | Core | 4.A.2.b.1.h |
| Operate computer-assisted engineering or design software or equipment to perform engineering tasks. | Core | 4.A.3.b.1.e |
| Confer with engineers, customers, or others to discuss existing or potential engineering projects or products. | Core | 4.A.4.a.2.h |
| Investigate or test vendors' or competitors' products. | Core | 4.A.1.b.2.c |
| Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems. | Supplemental | 4.A.1.a.1.f |
| Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards. | Core | 4.A.1.a.2.b |
| Develop systems that produce electricity with renewable energy sources, such as wind, solar, or biofuels. | Supplemental | 4.A.2.b.2.m |
| Investigate customer or public complaints to determine the nature and extent of problems. | Core | 4.A.1.a.1.v |
| Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements. | Core | 4.A.2.b.2.o |

## Emerging Tasks


## Activities

| Name | Iwa |
| --- | --- |
| Confer with technical personnel to prepare designs or operational plans. | 4.A.4.a.2.h |
| Discuss designs or plans with clients. | 4.A.4.a.2.j |
| Design structures or facilities. | 4.A.3.b.2.b |
| Design electrical equipment or systems. | 4.A.3.b.2.e |
| Maintain electronic equipment. | 4.A.3.b.5.c |
| Operate computer systems. | 4.A.3.b.1.e |
| Direct construction activities. | 4.A.4.b.4.i |
| Direct installation activities. | 4.A.4.b.4.i |
| Direct equipment maintenance or repair activities. | 4.A.4.b.4.j |
| Estimate technical or resource requirements for development or production projects. | 4.A.2.b.1.h |
| Devise research or testing protocols. | 4.A.2.b.2.s |
| Train personnel on proper operational procedures. | 4.A.4.b.3.d |
| Supervise engineering or other technical personnel. | 4.A.4.b.4.a |
| Test products for functionality or quality. | 4.A.1.b.2.c |
| Direct industrial production activities. | 4.A.4.b.4.j |
| Create electrical schematics. | 4.A.2.b.2.o |
| Prepare operational reports. | 4.A.3.b.6.o |
| Collect data about project sites. | 4.A.1.a.1.f |
| Monitor the productivity or efficiency of industrial operations. | 4.A.1.a.2.b |
| Survey land or bodies of water to measure or determine features. | 4.A.1.b.3.d |
| Design energy-efficient equipment or systems. | 4.A.2.b.2.m |
| Design alternative energy systems. | 4.A.2.b.2.m |
| Estimate operational costs. | 4.A.1.b.3.b |
| Prepare project budgets. | 4.A.4.b.4.h |
| Investigate system, equipment, or product failures. | 4.A.1.a.1.v |
| Inspect operational processes. | 4.A.1.a.2.b |
| Develop software or computer applications. | 4.A.2.b.2.b |
| Develop software or applications for scientific or technical use. | 4.A.2.b.2.b |
| Design control systems for mechanical or other equipment. | 4.A.3.b.2.c |

## Capabilities

| Name | Family | Value |
| --- | --- | --- |
| Engineering and Technology | knowledge | 4.74 |
| Computers and Electronics | knowledge | 4.67 |
| Writing | essential_skill | 4.12 |
| Written Comprehension | ability | 4.12 |
| Written Expression | ability | 4.12 |
| Design | knowledge | 4.11 |
| Reading Comprehension | essential_skill | 4 |
| Critical Thinking | essential_skill | 4 |
| Oral Comprehension | ability | 4 |
| Oral Expression | ability | 4 |
| Problem Sensitivity | ability | 4 |
| Deductive Reasoning | ability | 4 |
| Inductive Reasoning | ability | 4 |
| Active Listening | essential_skill | 3.88 |
| Speaking | essential_skill | 3.88 |
| Active Learning | essential_skill | 3.88 |
| Complex Problem Solving | transferable_skill | 3.88 |
| Information Ordering | ability | 3.88 |
| Category Flexibility | ability | 3.88 |
| English Language | knowledge | 3.77 |
| Near Vision | ability | 3.75 |
| Mathematics | knowledge | 3.72 |
| Speech Recognition | ability | 3.62 |
| Physics | knowledge | 3.58 |
| Monitoring | essential_skill | 3.5 |
| Mathematical Reasoning | ability | 3.5 |
| Mathematics | essential_skill | 3.38 |
| Number Facility | ability | 3.38 |
| Coordination | transferable_skill | 3.25 |
| Judgment and Decision Making | transferable_skill | 3.25 |
| Systems Analysis | transferable_skill | 3.25 |
| Systems Evaluation | transferable_skill | 3.25 |
| Production and Processing | knowledge | 3.25 |
| Fluency of Ideas | ability | 3.25 |
| Originality | ability | 3.25 |
| Speech Clarity | ability | 3.25 |
| Mechanical | knowledge | 3.19 |
| Public Safety and Security | knowledge | 3.18 |
| Operations Analysis | transferable_skill | 3.12 |
| Perceptual Speed | ability | 3.12 |

## Skills

| Name | Type |
| --- | --- |
| Writing | Common Skill |
| Reading Comprehension | Common Skill |
| Inductive Reasoning | Common Skill |
| Deductive Reasoning | Common Skill |
| Critical Thinking | Common Skill |
| Information Ordering | Specialized Skill |
| Complex Problem Solving | Common Skill |
| Active Listening | Common Skill |
| Active Learning | Common Skill |
| English Language | Common Skill |
| Mathematics | Common Skill |
| Speech Recognition | Specialized Skill |
| Physics | Specialized Skill |
| Microsoft PowerPoint | Common Skill |
| Microsoft Excel | Common Skill |
| Autodesk Revit | Specialized Skill |
| Systems Analysis | Specialized Skill |
| Visualization | Specialized Skill |
| Unix | Specialized Skill |
| Time Management | Common Skill |
| Social Perceptiveness | Common Skill |
| Shell Script | Specialized Skill |
| Microsoft Word | Common Skill |
| Microsoft Windows | Common Skill |
| Microsoft Visual Studio | Specialized Skill |
| Microsoft Visio | Specialized Skill |
| Microsoft Project | Specialized Skill |
| Linux | Specialized Skill |
| Learning Strategies | Specialized Skill |
| Instructing | Specialized Skill |
| Negotiation | Common Skill |
| Telecommunications | Specialized Skill |
| ETAP | Specialized Skill |
| Chemistry | Specialized Skill |
| Finger Dexterity | Common Skill |
| Equipment Selection | Specialized Skill |
| Verilog | Specialized Skill |
| PTC Creo Parametric | Specialized Skill |
| OrCAD Capture | Specialized Skill |
| Optimization Software | Specialized Skill |

## Tools

| Example | Category | Hot | In Demand |
| --- | --- | --- | --- |
| Autodesk AutoCAD | Computer aided design CAD software | yes | yes |
| Autodesk Revit | Computer aided design CAD software | yes | yes |
| C++ | Object or component oriented development software | yes | yes |
| Microsoft Excel | Spreadsheet software | yes | yes |
| Microsoft Office software | Office suite software | yes | yes |
| Microsoft PowerPoint | Presentation software | yes | yes |
| Python | Object or component oriented development software | yes | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes | yes |
| Apache Subversion SVN | File versioning software | yes | no |
| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes | no |
| Bash | Operating system software | yes | no |
| Bentley MicroStation | Computer aided design CAD software | yes | no |
| C | Development environment software | yes | no |
| C# | Object or component oriented development software | yes | no |
| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | no |
| Eclipse IDE | Development environment software | yes | no |
| ESRI ArcGIS software | Geographic information system | yes | no |
| Linux | Operating system software | yes | no |
| Microsoft Project | Project management software | yes | no |
| Microsoft SQL Server | Data base user interface and query software | yes | no |
| Microsoft Visio | Process mapping and design software | yes | no |
| Microsoft Visual Basic | Development environment software | yes | no |
| Microsoft Visual Basic for Applications VBA | Development environment software | yes | no |
| Microsoft Visual Studio | Development environment software | yes | no |
| Microsoft Windows | Operating system software | yes | no |
| Microsoft Windows Server | Operating system software | yes | no |
| Microsoft Word | Word processing software | yes | no |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes | no |
| Perl | Object or component oriented development software | yes | no |
| SAP software | Enterprise resource planning ERP software | yes | no |
| Shell script | Operating system software | yes | no |
| UNIX | Operating system software | yes | no |
| ETAP | Geographic information system | no | yes |
| SKM Systems Analysis Power Tools | Analytical or scientific software | no | yes |
| Ada | Development environment software | no | no |
| Advanced boolean expression language ABEL | Development environment software | no | no |
| Altera hardware description language AHDL | Development environment software | no | no |
| APLAC | Analytical or scientific software | no | no |
| ATD protocol | WAN switching software and firmware | no | no |
| Automated material handling software | Analytical or scientific software | no | no |

## Work Context

| Name | Value |
| --- | --- |
| E-Mail | 4.87 |
| Telephone Conversations | 4.8 |
| Face-to-Face Discussions with Individuals and Within Teams | 4.7 |
| Indoors, Environmentally Controlled | 4.7 |
| Determine Tasks, Priorities and Goals | 4.59 |
| Importance of Being Exact or Accurate | 4.54 |
| Freedom to Make Decisions | 4.47 |
| Contact With Others | 4.34 |
| Work With or Contribute to a Work Group or Team | 4.3 |
| Frequency of Decision Making | 4.14 |
| Spend Time Sitting | 4.06 |
| Impact of Decisions on Co-workers or Company Results | 4 |
| Time Pressure | 3.92 |
| Importance of Repeating Same Tasks | 3.78 |
| Work Outcomes and Results of Other Workers | 3.74 |
| Coordinate or Lead Others in Accomplishing Work Activities | 3.68 |
| Level of Competition | 3.33 |
| Conflict Situations | 3.23 |
| Physical Proximity | 3.21 |
| Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets | 3.2 |
| Health and Safety of Other Workers | 3.11 |
| Deal With External Customers or the Public in General | 3.1 |
| Consequence of Error | 3.03 |
| Written Letters and Memos | 2.98 |
| Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls | 2.96 |
| Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable | 2.94 |
| Spend Time Making Repetitive Motions | 2.71 |
| Dealing With Unpleasant, Angry, or Discourteous People | 2.59 |
| Indoors, Not Environmentally Controlled | 2.43 |
| Exposed to Very Hot or Cold Temperatures | 2.39 |
| Spend Time Standing | 2.38 |
| Pace Determined by Speed of Equipment | 2.33 |
| In an Enclosed Vehicle or Operate Enclosed Equipment | 2.31 |
| Public Speaking | 2.26 |
| Exposed to Hazardous Conditions | 2.24 |
| Outdoors, Exposed to All Weather Conditions | 2.21 |
| Spend Time Walking or Running | 2.2 |
| Exposed to Hazardous Equipment | 2.18 |
| Degree of Automation | 2.18 |
| Exposed to Extremely Bright or Inadequate Lighting Conditions | 2.01 |

## Preparation

- **Job Zone:** 4
- **Job Zone Name:** Job Zone Four: Considerable Preparation Needed
- **Education:** Most of these occupations require a four-year bachelor's degree, but some do not.
- **Experience:** A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.
- **Svp Range:** (7.0 to < 8.0)

### Education Distribution

| Label | Percentage |
| --- | --- |
| Bachelor's Degree | 81.62 |
| Associate's Degree (or other 2-year degree) | 11.04 |
| Master's Degree | 7.34 |

## Person Fit

| Name | Family | Value |
| --- | --- | --- |
| Engineering | specific_interest_area | 6.6 |
| Realistic | career_interest_type | 6.02 |
| Dependability | work_style | 6 |
| Mechanics/Electronics | specific_interest_area | 5.72 |
| Investigative | career_interest_type | 5.45 |
| Attention to Detail | work_style | 5 |
| Conventional | career_interest_type | 4.43 |
| Mathematics/Statistics | specific_interest_area | 4.41 |
| Cautiousness | work_style | 4 |
| Physical Science | specific_interest_area | 3.85 |
| Intellectual Curiosity | work_style | 3 |
| Management/Administration | specific_interest_area | 2.97 |
| Information Technology | specific_interest_area | 2.73 |
| Enterprising | career_interest_type | 2.44 |
| Innovation | work_style | 2.3 |
| Artistic | career_interest_type | 2.12 |

## Related Roles

| Soc Code | Slug | Title | Tier |
| --- | --- | --- | --- |
| 17-2072.00 | role-17-2072-00 | Electronics Engineers, Except Computer | Primary-Short |
| 17-3023.00 | role-17-3023-00 | Electrical and Electronic Engineering Technologists and Technicians | Primary-Short |
| 17-2141.00 | role-17-2141-00 | Mechanical Engineers | Primary-Short |
| 49-2094.00 | role-49-2094-00 | Electrical and Electronics Repairers, Commercial and Industrial Equipment | Primary-Short |
| 17-3027.00 | role-17-3027-00 | Mechanical Engineering Technologists and Technicians | Primary-Short |
| 49-2095.00 | role-49-2095-00 | Electrical and Electronics Repairers, Powerhouse, Substation, and Relay | Primary-Long |
| 17-2199.05 | role-17-2199-05 | Mechatronics Engineers | Primary-Long |
| 17-2112.00 | role-17-2112-00 | Industrial Engineers | Primary-Long |
| 17-2199.11 | role-17-2199-11 | Solar Energy Systems Engineers | Primary-Long |
| 17-2199.06 | role-17-2199-06 | Microsystems Engineers | Primary-Long |
| 51-8012.00 | role-51-8012-00 | Power Distributors and Dispatchers | Supplemental |
| 49-2093.00 | role-49-2093-00 | Electrical and Electronics Installers and Repairers, Transportation Equipment | Supplemental |

## Career Clusters

| Cluster | Slug |
| --- | --- |
| Advanced Manufacturing | advanced-manufacturing |

## Education Level

- **Category:** Bachelor's degree

## Study Programs

| Title | Slug |
| --- | --- |
| Engineering | engineering |

## Market

- **Median Wage:** 111910
- **Mean Wage:** 120980
- **Pct10Wage:** 74670
- **Pct25Wage:** 87590
- **Pct75Wage:** 141630
- **Pct90Wage:** 175460
- **Employment:** 188790
- **Area Title:** U.S.

## Industries


### Top

| Naics | Slug | Title | Level | Employment | Median Wage | Lq |
| --- | --- | --- | --- | --- | --- | --- |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 63300 | 112190 | 4.8 |
| 31-33 | 31-33 | Manufacturing | Sector | 57830 | 109370 | 3.7 |
| 541330 | 541330 | Engineering Services | National industry | 40300 | 103450 | 28.47 |
| 22 | 22 | Utilities | Sector | 22220 | 118170 | 31.32 |
| 55 | 55 | Management of Companies and Enterprises | Sector | 9330 | 121790 | 2.71 |
| 23 | 23 | Construction | Sector | 8400 | 97460 | 0.84 |
| 42 | 42 | Wholesale Trade | Sector | 6240 | 114130 | 0.84 |
| 238210 | 238210 | Electrical Contractors and Other Wiring Installation Contractors | National industry | 5570 | 96390 | 4.24 |
| 221112 | 221112 | Fossil Fuel Electric Power Generation | National industry | 4380 | 123210 | 50.18 |
| 51 | 51 | Information | Sector | 3580 | 164760 | 1.01 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 3400 | 114400 | 0.31 |
| 561320 | 561320 | Temporary Help Services | National industry | 2130 | 115420 | 0.66 |

### Concentrated

| Naics | Slug | Title | Level | Employment | Lq |
| --- | --- | --- | --- | --- | --- |
| 221111 | 221111 | Hydroelectric Power Generation | National industry | 440 | 52.54 |
| 221112 | 221112 | Fossil Fuel Electric Power Generation | National industry | 4380 | 50.18 |
| 221118 | 221118 | Other Electric Power Generation | National industry | 160 | 37.44 |
| 221113 | 221113 | Nuclear Electric Power Generation | National industry | 1690 | 37.16 |
| 22 | 22 | Utilities | Sector | 22220 | 31.32 |
| 541330 | 541330 | Engineering Services | National industry | 40300 | 28.47 |
| 221114 | 221114 | Solar Electric Power Generation | National industry | 380 | 22.25 |
| 221115 | 221115 | Wind Electric Power Generation | National industry | 200 | 16.45 |
- **Count:** 28

## Ai Signals

| Source | Label | Score | Scale | Release |
| --- | --- | --- | --- | --- |
| frey_osborne | Computerization probability | 0.1 | 0-1 probability | 2013-baseline-2016-employment-snapshot |
| felten_aioe | AI occupational exposure | 1.126725 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_image_generation_aioe | Image generation occupational exposure | 1.509961 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_language_modeling_aioe | Language modeling occupational exposure | 0.901124 | relative exposure score | 2021-plus-generative-ai-workbooks |

## Ai Outlook


### Index

- **Value:** 61
- **Percentile:** 60
- **Band:** Moderate
- **Version:** ai-exposure-index-v1

#### Components

| Percentile | Source |
| --- | --- |
| 79 | felten_aioe |
| 70 | openai_gpts_are_gpts |
| 33 | microsoft_working_with_ai |
- **Component Count:** 3

### Exposure

| Source | Label | Value | Percentile | Band | Note |
| --- | --- | --- | --- | --- | --- |
| felten_aioe | Overall AI exposure (Felten et al.) | 1.126725 | 79 | High | How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss. |
| eloundou_gamma | LLM task exposure, γ (OpenAI / Eloundou) | 0.84375 | 70 | High | Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank. |
| microsoft_applicability | AI assistant applicability (Microsoft) | 0.11016834010953472 | 33 | Low | How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement. |

### Frey Historical

- **Source:** frey
- **Label:** Computerization probability (Frey & Osborne, 2013)
- **Value:** 0.1
- **Percentile:** 29
- **Band:** Low
- **Note:** A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking.
- **Teleworkable:** yes

### Eloundou

- **Alpha:** 0.28125
- **Beta:** 0.5625
- **Gamma:** 0.84375

### Usage Tasks

| Task | Usage Percent | Importance |
| --- | --- | --- |
| Integrate electrical systems with renewable energy systems to improve overall efficiency. | 0.029374427404081197 | 3.24 |
| Estimate labor, material, or construction costs for budget preparation purposes. | 0.010270778812615804 | 3.57 |
| Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems. | 0.009962655448237328 | 3.21 |
| Investigate customer or public complaints to determine the nature and extent of problems. | 0.006367882863821797 | 3.65 |
| Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems. | 0.005957051711317166 | 3.69 |
| Operate computer-assisted engineering or design software or equipment to perform engineering tasks. | 0.004313727101298638 | 3.83 |
- **Usage Release:** 2026-01-15-v4-plus-2025-03-27-v2

### Bls

- **Growth Percent:** 7.2
- **Growth Percentile:** 86
- **Direction:** Growing fast
- **Annual Openings Thousands:** 11.7
- **Annual Openings Percentile:** 66
- **Employment2024Thousands:** 192
- **Employment2034Thousands:** 205.7

### Sources

| Source | Version |
| --- | --- |
| bls_employment_projections | 2024-2034 |
| dingel_neiman | dingel-neiman-workathome |
| felten_aioe | felten-raj-seamans-aioe |
| frey_osborne | frey-osborne-automation |
| microsoft_working_with_ai | working-with-ai |
| openai_gpts_are_gpts | gpts-are-gpts |

## Ai Playbook

- **Trusted Task Count:** 7
- **Task Count:** 8
- **Total Sample:** 603
- **Autonomy Median:** 4
- **Dominant Collaboration:** task iteration
- **Automation Share:** 24.91
- **Augmentation Share:** 45.19
- **Work Use Percent:** 47.94

### Collaboration

| Label | Percent |
| --- | --- |
| task iteration | 25.43 |
| directive | 24.91 |
| learning | 19.76 |

### Use Case

| Label | Percent |
| --- | --- |
| work | 47.94 |
| personal | 34.36 |
| coursework | 8.42 |

### Delegated Tasks

| Task | Usage Percent | Collaboration | Autonomy Median | Sample Count |
| --- | --- | --- | --- | --- |
| Estimate labor, material, or construction costs for budget preparation purposes. | 0.020502562820352545 | task iteration | 4 | 205 |
| Investigate customer or public complaints to determine the nature and extent of problems. | 0.011201400175021877 | directive | 3 | 112 |
| Integrate electrical systems with renewable energy systems to improve overall efficiency. | 0.008001000125015627 | task iteration | 4 | 80 |
| Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems. | 0.006900862607825978 | directive | 4 | 69 |
| Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems. | 0.005000625078134767 | directive | 3 | 50 |
| Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements. | 0.003500437554694337 | task iteration | 3 | 35 |
| Develop systems that produce electricity using renewable energy sources, such as wind, solar, or biofuels. | 0.0031003875484435553 |  | 4 | 31 |

### Boundary Tasks

| Task | Human Needed Percent | Sample Count |
| --- | --- | --- |
| Investigate customer or public complaints to determine the nature and extent of problems. | 96.42857142857143 | 112 |
| Estimate labor, material, or construction costs for budget preparation purposes. | 94.6341463414634 | 205 |
| Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems. | 94 | 50 |
| Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements. | 88.57142857142857 | 35 |
| Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems. | 86.95652173913044 | 69 |
| Integrate electrical systems with renewable energy systems to improve overall efficiency. | 77.5 | 80 |

### Seed Prompts

| Prompt | Collaboration |
| --- | --- |
| Let's work through this together, step by step: estimate labor, material, or construction costs for budget preparation purposes. I'll give feedback as we go. | task iteration |
| Do this for me: investigate customer or public complaints to determine the nature and extent of problems. Give me a finished draft I can review and adjust. | directive |
| Let's work through this together, step by step: integrate electrical systems with renewable energy systems to improve overall efficiency. I'll give feedback as we go. | task iteration |
| Do this for me: conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems. Give me a finished draft I can review and adjust. | directive |
| Do this for me: collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems. Give me a finished draft I can review and adjust. | directive |
- **Release:** 2026-01-15-v4-plus-2025-03-27-v2

## Counts

- **Tasks:** 22
- **Skills:** 54
- **Capabilities:** 120
- **Tools:** 120
- **Related Roles:** 20

## Source

- **Dataset:** gold.onet_role_starter_surface
- **Version:** 30.3
- **Generated At:** 2026-06-02T21:00:32.945303+00:00
- **Content Hash:** d6b3aa2bc1071fc7