# Maintenance and Repair Workers, General

> Perform work involving the skills of two or more maintenance or craft occupations to keep machines, mechanical equipment, or the structure of a building in repair. Duties may involve pipe fitting; HVAC maintenance; insulating; welding; machining; carpentry; repairing electrical or mechanical equipment; installing, aligning, and balancing new equipment; and repairing buildings, floors, or stairs.
- **Entity Type:** role
- **Schema Version:** role.v1
- **Soc Code:** 49-9071.00
- **Summary:** Perform work involving the skills of two or more maintenance or craft occupations to keep machines, mechanical equipment, or the structure of a building in repair. Duties may involve pipe fitting; HVAC maintenance; insulating; welding; machining; carpentry; repairing electrical or mechanical equipment; installing, aligning, and balancing new equipment; and repairing buildings, floors, or stairs.

## Aliases

- Facilities Technician
- Maintenance Engineer
- Maintenance Mechanic
- Maintenance Technician
- Building Mechanic
- Equipment Engineering Technician
- Maintenance Journeyman
- Maintenance Man
- Maintenance Specialist
- Maintenance Worker
- Apartment Maintenance Tech (Apartment Maintenance Technician)
- Apartment Maintenance Worker

## Tasks

| Text | Type | Iwa |
| --- | --- | --- |
| Perform routine maintenance, such as inspecting drives, motors, or belts, checking fluid levels, replacing filters, or doing other preventive maintenance actions. | Core | 4.A.1.b.2.d |
| Inspect, operate, or test machinery or equipment to diagnose machine malfunctions. | Core | 4.A.1.b.2.g |
| Adjust functional parts of devices or control instruments, using hand tools, levels, plumb bobs, or straightedges. | Core | 4.A.3.a.2.i |
| Repair machines, equipment, or structures, using tools such as hammers, hoists, saws, drills, wrenches, or equipment such as precision measuring instruments or electrical or electronic testing devices. | Core | 4.A.3.b.4.a |
| Order parts, supplies, or equipment from catalogs or suppliers. | Core | 4.A.4.c.3.e |
| Perform routine maintenance on boilers, such as replacing burners or hoses, installing replacement parts, or reinforcing structural weaknesses to ensure optimal boiler efficiency. | Supplemental | 4.A.3.a.2.d |
| Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary. | Core | 4.A.1.a.1.b |
| Design new equipment to aid in the repair or maintenance of machines, mechanical equipment, or building structures. | Core | 4.A.3.b.2.c |
| Assemble, install, or repair wiring, electrical or electronic components, pipe systems, plumbing, machinery, or equipment. | Core | 4.A.3.a.2.d |
| Clean or lubricate shafts, bearings, gears, or other parts of machinery. | Core | 4.A.3.a.1.c |
| Provide groundskeeping services, such as landscaping or snow removal. | Supplemental | 4.A.3.a.1.c |
| Maintain or repair specialized equipment or machinery located in cafeterias, laundries, hospitals, stores, offices, or factories. | Core | 4.A.3.b.5.a |

## Emerging Tasks

| Text |
| --- |
| Use drones for inspecting roofs, gutters, and other hard-to-reach areas of buildings. |

## Activities

| Name | Iwa |
| --- | --- |
| Assemble mechanical components or machine parts. | 4.A.3.a.2.d |
| Install energy-efficient heating, ventilation, or air conditioning (HVAC) equipment. | 4.A.3.a.2.p |
| Install machine or equipment replacement parts. | 4.A.3.a.2.d |
| Maintain work equipment or machinery. | 4.A.3.b.5.a |
| Install insulation in equipment or structures. | 4.A.3.a.2.a |
| Disassemble equipment for maintenance or repair. | 4.A.3.a.2.s |
| Operate cranes, hoists, or other moving or lifting equipment. | 4.A.3.a.3.h |
| Inspect mechanical components of vehicles to identify problems. | 4.A.1.b.2.d |
| Replace worn, damaged, or defective mechanical parts. | 4.A.3.b.4.c |
| Perform basic equipment maintenance. | 4.A.3.b.4.a |
| Repair structural components. | 4.A.3.b.4.a |
| Order materials, supplies, or equipment. | 4.A.4.c.3.e |
| Clean work areas. | 4.A.3.a.1.c |
| Train others in operational procedures. | 4.A.4.b.3.d |
| Supervise employees. | 4.A.4.b.4.a |
| Remove snow. | 4.A.3.a.1.c |
| Perform manual agricultural, aquacultural, or horticultural tasks. | 4.A.3.a.1.q |
| Estimate costs for labor or materials. | 4.A.1.b.3.b |
| Develop equipment or component configurations. | 4.A.3.b.2.c |
| Assemble electrical components, subsystems, or systems. | 4.A.3.a.2.d |
| Install electrical components, equipment, or systems. | 4.A.3.a.2.t |
| Repair electrical circuits or wiring. | 4.A.3.b.5.b |
| Read technical information needed to perform maintenance or repairs. | 4.A.1.a.1.b |
| Troubleshoot equipment or systems operation problems. | 4.A.2.b.1.b |
| Inspect mechanical equipment to locate damage, defects, or wear. | 4.A.1.b.2.g |
| Test mechanical equipment to ensure proper functioning. | 4.A.1.b.2.l |
| Record information about parts, materials or repair procedures. | 4.A.3.b.6.h |
| Clean equipment, parts, or tools to repair or maintain them in good working order. | 4.A.3.a.1.c |
| Lubricate equipment to allow proper functioning. | 4.A.3.b.5.a |
| Plan work procedures. | 4.A.2.b.6.b |
| Lay out work according to specifications. | 4.A.3.a.2.ao |
| Adjust equipment to ensure optimal performance. | 4.A.3.a.2.i |
| Paint surfaces or equipment. | 4.A.3.a.2.ag |
| Operate welding equipment. | 4.A.3.a.2.ai |
| Align equipment or machinery. | 4.A.3.a.2.ao |
| Measure distances or dimensions. | 4.A.1.b.3.a |
| Fabricate parts or components. | 4.A.3.a.2.aa |
| Assemble structural components. | 4.A.3.a.2.a |

## Capabilities

| Name | Family | Value |
| --- | --- | --- |
| Mechanical | knowledge | 4.03 |
| Equipment Maintenance | transferable_skill | 3.88 |
| Repairing | transferable_skill | 3.88 |
| Information Ordering | ability | 3.88 |
| Arm-Hand Steadiness | ability | 3.88 |
| Manual Dexterity | ability | 3.88 |
| Near Vision | ability | 3.88 |
| Troubleshooting | transferable_skill | 3.75 |
| Problem Sensitivity | ability | 3.75 |
| English Language | knowledge | 3.69 |
| Building and Construction | knowledge | 3.68 |
| Oral Expression | ability | 3.38 |
| Visualization | ability | 3.38 |
| Control Precision | ability | 3.38 |
| Mathematics | knowledge | 3.35 |
| Critical Thinking | essential_skill | 3.25 |
| Oral Comprehension | ability | 3.25 |
| Deductive Reasoning | ability | 3.25 |
| Finger Dexterity | ability | 3.25 |
| Multilimb Coordination | ability | 3.25 |
| Active Learning | essential_skill | 3.12 |
| Monitoring | essential_skill | 3.12 |
| Complex Problem Solving | transferable_skill | 3.12 |
| Operations Monitoring | transferable_skill | 3.12 |
| Operation and Control | transferable_skill | 3.12 |
| Quality Control Analysis | transferable_skill | 3.12 |
| Written Expression | ability | 3.12 |
| Inductive Reasoning | ability | 3.12 |
| Category Flexibility | ability | 3.12 |
| Flexibility of Closure | ability | 3.12 |
| Selective Attention | ability | 3.12 |
| Extent Flexibility | ability | 3.12 |
| Speech Recognition | ability | 3.12 |
| Speech Clarity | ability | 3.12 |
| Production and Processing | knowledge | 3.07 |
| Reading Comprehension | essential_skill | 3 |
| Active Listening | essential_skill | 3 |
| Speaking | essential_skill | 3 |
| Coordination | transferable_skill | 3 |
| Equipment Selection | transferable_skill | 3 |

## Skills

| Name | Type |
| --- | --- |
| Information Ordering | Specialized Skill |
| Equipment Maintenance | Specialized Skill |
| English Language | Common Skill |
| Visualization | Specialized Skill |
| Mathematics | Common Skill |
| Finger Dexterity | Common Skill |
| Deductive Reasoning | Common Skill |
| Critical Thinking | Common Skill |
| Speech Recognition | Specialized Skill |
| Inductive Reasoning | Common Skill |
| Complex Problem Solving | Common Skill |
| Active Learning | Common Skill |
| Time Management | Common Skill |
| Reading Comprehension | Common Skill |
| Microsoft Word | Common Skill |
| Microsoft Windows | Common Skill |
| Microsoft Project | Specialized Skill |
| Microsoft PowerPoint | Common Skill |
| Microsoft Outlook | Common Skill |
| Microsoft Excel | Common Skill |
| Linux | Specialized Skill |
| Installation | Specialized Skill |
| Google Docs | Specialized Skill |
| Facebook | Specialized Skill |
| Equipment Selection | Specialized Skill |
| Active Listening | Common Skill |
| Writing | Common Skill |
| Depth Perception | Common Skill |
| Social Perceptiveness | Common Skill |
| Systems Analysis | Specialized Skill |
| Negotiation | Common Skill |
| Instructing | Specialized Skill |
| Learning Strategies | Specialized Skill |
| PTC Creo Parametric | Specialized Skill |
| IBM Notes | Specialized Skill |
| FaceTime | Common Skill |
| Database Software | Specialized Skill |
| Telecommunications | Specialized Skill |
| Physics | Specialized Skill |
| Chemistry | Specialized Skill |

## Tools

| Example | Category | Hot | In Demand |
| --- | --- | --- | --- |
| Microsoft Office software | Office suite software | yes | yes |
| Apple macOS | Operating system software | yes | no |
| Autodesk AutoCAD | Computer aided design CAD software | yes | no |
| Facebook | Web page creation and editing software | yes | no |
| Google Docs | Word processing software | yes | no |
| Linux | Operating system software | yes | no |
| Microsoft Excel | Spreadsheet software | yes | no |
| Microsoft Outlook | Electronic mail software | yes | no |
| Microsoft PowerPoint | Presentation software | yes | no |
| Microsoft Project | Project management software | yes | no |
| Microsoft Windows | Operating system software | yes | no |
| Microsoft Word | Word processing software | yes | no |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes | no |
| SAP software | Enterprise resource planning ERP software | yes | no |
| Yardi software | Data base user interface and query software | yes | no |
| Computer aided design and drafting software CADD | Computer aided design CAD software | no | no |
| Computerized maintenance management system CMMS | Facilities management software | no | no |
| Computerized time management systems | Calendar and scheduling software | no | no |
| Dassault Systemes CATIA | Computer aided design CAD software | no | no |
| Data entry software | Data base user interface and query software | no | no |
| Database software | Data base user interface and query software | no | no |
| Digital direct control DDC energy management software | Industrial control software | no | no |
| Dropbox | Cloud-based data access and sharing software | no | no |
| Eko | Desktop communications software | no | no |
| FaceTime | Video conferencing software | no | no |
| GroupMe | Instant messaging software | no | no |
| Handheld computer device software | Operating system software | no | no |
| IBM Notes | Electronic mail software | no | no |
| Loom | Video creation and editing software | no | no |
| Microsoft Exchange | Electronic mail software | no | no |
| National Instruments LabVIEW | Development environment software | no | no |
| PTC Creo Parametric | Computer aided design CAD software | no | no |
| Supervisory control and data acquisition SCADA software | Industrial control software | no | no |
| Web browser software | Internet browser software | no | no |
| YouTube | Video creation and editing software | no | no |

## Work Context

| Name | Value |
| --- | --- |
| Face-to-Face Discussions with Individuals and Within Teams | 4.76 |
| Contact With Others | 4.73 |
| Telephone Conversations | 4.61 |
| Health and Safety of Other Workers | 4.58 |
| E-Mail | 4.45 |
| Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls | 4.4 |
| Determine Tasks, Priorities and Goals | 4.37 |
| Work With or Contribute to a Work Group or Team | 4.3 |
| Outdoors, Exposed to All Weather Conditions | 4.24 |
| Exposed to Hazardous Equipment | 4.21 |
| Exposed to Very Hot or Cold Temperatures | 4.18 |
| Frequency of Decision Making | 4.18 |
| Work Outcomes and Results of Other Workers | 4.11 |
| Spend Time Standing | 4.1 |
| Freedom to Make Decisions | 4.07 |
| Importance of Being Exact or Accurate | 3.97 |
| Impact of Decisions on Co-workers or Company Results | 3.93 |
| Spend Time Walking or Running | 3.89 |
| Exposed to Contaminants | 3.85 |
| Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets | 3.85 |
| Coordinate or Lead Others in Accomplishing Work Activities | 3.83 |
| In an Enclosed Vehicle or Operate Enclosed Equipment | 3.81 |
| Indoors, Not Environmentally Controlled | 3.77 |
| Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable | 3.75 |
| Indoors, Environmentally Controlled | 3.73 |
| Time Pressure | 3.72 |
| Spend Time Bending or Twisting Your Body | 3.68 |
| Exposed to Minor Burns, Cuts, Bites, or Stings | 3.65 |
| Deal With External Customers or the Public in General | 3.53 |
| Physical Proximity | 3.49 |
| Exposed to Hazardous Conditions | 3.49 |
| Spend Time Making Repetitive Motions | 3.43 |
| Dealing With Unpleasant, Angry, or Discourteous People | 3.33 |
| Pace Determined by Speed of Equipment | 3.23 |
| Consequence of Error | 3.18 |
| Exposed to Cramped Work Space, Awkward Positions | 3.1 |
| Importance of Repeating Same Tasks | 3.09 |
| Spend Time Kneeling, Crouching, Stooping, or Crawling | 3.04 |
| Conflict Situations | 3.02 |
| Written Letters and Memos | 3.01 |

## Preparation

- **Job Zone:** 3
- **Job Zone Name:** Job Zone Three: Medium Preparation Needed
- **Education:** Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.
- **Experience:** Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.
- **Svp Range:** (6.0 to < 7.0)

### Education Distribution

| Label | Percentage |
| --- | --- |
| Post-Secondary Certificate | 62.97 |
| High School Diploma | 24.94 |
| Some College Courses | 6.62 |
| Associate's Degree (or other 2-year degree) | 2.85 |
| Master's Degree | 1.17 |
| Less than a High School Diploma | 1.08 |
| Bachelor's Degree | 0.35 |

## Person Fit

| Name | Family | Value |
| --- | --- | --- |
| Realistic | career_interest_type | 7 |
| Mechanics/Electronics | specific_interest_area | 6.28 |
| Physical/Manual Labor | specific_interest_area | 5.91 |
| Conventional | career_interest_type | 4.17 |
| Construction/Woodwork | specific_interest_area | 4.09 |
| Engineering | specific_interest_area | 4.05 |
| Dependability | work_style | 2.65 |
| Investigative | career_interest_type | 2.53 |
| Attention to Detail | work_style | 2.25 |
| Transportation/Machine Operation | specific_interest_area | 2.24 |
| Cautiousness | work_style | 1.76 |
| Social | career_interest_type | 1.75 |
| Perseverance | work_style | 1.74 |
| Management/Administration | specific_interest_area | 1.71 |
| Mathematics/Statistics | specific_interest_area | 1.62 |
| Health Care Service | specific_interest_area | 1.59 |

## Related Roles

| Soc Code | Slug | Title | Tier |
| --- | --- | --- | --- |
| 49-9044.00 | role-49-9044-00 | Millwrights | Primary-Short |
| 51-2011.00 | role-51-2011-00 | Aircraft Structure, Surfaces, Rigging, and Systems Assemblers | Primary-Short |
| 47-2152.00 | role-47-2152-00 | Plumbers, Pipefitters, and Steamfitters | Primary-Short |
| 49-9098.00 | role-49-9098-00 | Helpers--Installation, Maintenance, and Repair Workers | Primary-Short |
| 49-9041.00 | role-49-9041-00 | Industrial Machinery Mechanics | Primary-Short |
| 49-3042.00 | role-49-3042-00 | Mobile Heavy Equipment Mechanics, Except Engines | Primary-Long |
| 47-2011.00 | role-47-2011-00 | Boilermakers | Primary-Long |
| 51-8013.04 | role-51-8013-04 | Hydroelectric Plant Technicians | Primary-Long |
| 51-2031.00 | role-51-2031-00 | Engine and Other Machine Assemblers | Primary-Long |
| 49-3041.00 | role-49-3041-00 | Farm Equipment Mechanics and Service Technicians | Primary-Long |
| 47-3015.00 | role-47-3015-00 | Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters | Supplemental |
| 49-2092.00 | role-49-2092-00 | Electric Motor, Power Tool, and Related Repairers | Supplemental |

## Career Clusters

| Cluster | Slug |
| --- | --- |
| Construction | construction |

## Education Level

- **Category:** High school diploma or equivalent

## Study Programs

| Title | Slug |
| --- | --- |
| Construction Trades | construction-trades |

## Market

- **Median Wage:** 48620
- **Mean Wage:** 52430
- **Pct10Wage:** 33860
- **Pct25Wage:** 39050
- **Pct75Wage:** 61710
- **Pct90Wage:** 76110
- **Employment:** 1531700
- **Area Title:** U.S.

## Industries


### Top

| Naics | Slug | Title | Level | Employment | Median Wage | Lq |
| --- | --- | --- | --- | --- | --- | --- |
| 53 | 53 | Real Estate and Rental and Leasing | Sector | 314320 | 47610 | 13.36 |
| 31-33 | 31-33 | Manufacturing | Sector | 206550 | 60440 | 1.63 |
| 72 | 72 | Accommodation and Food Services | Sector | 131030 | 38380 | 0.93 |
| 62 | 62 | Health Care and Social Assistance | Sector | 127220 | 47420 | 0.55 |
| 61 | 61 | Educational Services | Sector | 112460 | 49290 | 0.83 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 95710 | 47210 | 1.07 |
| 48-49 | 48-49 | Transportation and Warehousing | Sector | 58610 | 62690 | 0.8 |
| 81 | 81 | Other Services (except Public Administration) | Sector | 53520 | 45030 | 1.22 |
| 71 | 71 | Arts, Entertainment, and Recreation | Sector | 53460 | 40330 | 2.04 |
| 42 | 42 | Wholesale Trade | Sector | 41680 | 51890 | 0.7 |
| 44-45 | 44-45 | Retail Trade | Sector | 41550 | 40860 | 0.27 |
| 23 | 23 | Construction | Sector | 34410 | 51550 | 0.43 |

### Concentrated

| Naics | Slug | Title | Level | Employment | Lq |
| --- | --- | --- | --- | --- | --- |
| 53 | 53 | Real Estate and Rental and Leasing | Sector | 314320 | 13.36 |
| 221111 | 221111 | Hydroelectric Power Generation | National industry | 220 | 3.24 |
| 71 | 71 | Arts, Entertainment, and Recreation | Sector | 53460 | 2.04 |
| 721120 | 721120 | Casino Hotels | National industry | 6330 | 1.89 |
| 713940 | 713940 | Fitness and Recreational Sports Centers | National industry | 10530 | 1.68 |
| 31-33 | 31-33 | Manufacturing | Sector | 206550 | 1.63 |
| 623220 | 623220 | Residential Mental Health and Substance Abuse Facilities | National industry | 3870 | 1.51 |
| 221112 | 221112 | Fossil Fuel Electric Power Generation | National industry | 980 | 1.38 |
- **Count:** 63

## Ai Signals

| Source | Label | Score | Scale | Release |
| --- | --- | --- | --- | --- |
| frey_osborne | Computerization probability | 0.64 | 0-1 probability | 2013-baseline-2016-employment-snapshot |
| felten_aioe | AI occupational exposure | -1.014408 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_image_generation_aioe | Image generation occupational exposure | -0.6091456 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_language_modeling_aioe | Language modeling occupational exposure | -1.06955 | relative exposure score | 2021-plus-generative-ai-workbooks |

## Ai Outlook


### Index

- **Value:** 22
- **Percentile:** 20
- **Band:** Low
- **Version:** ai-exposure-index-v1

#### Components

| Percentile | Source |
| --- | --- |
| 17 | felten_aioe |
| 28 | openai_gpts_are_gpts |
| 21 | microsoft_working_with_ai |
- **Component Count:** 3

### Exposure

| Source | Label | Value | Percentile | Band | Note |
| --- | --- | --- | --- | --- | --- |
| felten_aioe | Overall AI exposure (Felten et al.) | -1.014408 | 17 | Low | 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) | 0.23529411764705882 | 28 | Low | 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) | 0.07596027995300961 | 21 | 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:** 0.64
- **Percentile:** 54
- **Band:** Moderate
- **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:** no

### Eloundou

- **Alpha:** 0.0392156862745098
- **Beta:** 0.13725490196078433
- **Gamma:** 0.23529411764705882

### Usage Tasks

| Task | Usage Percent | Importance |
| --- | --- | --- |
| Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary. | 0.011297856693877383 | 3.8 |
- **Usage Release:** 2026-01-15-v4-plus-2025-03-27-v2

### Bls

- **Growth Percent:** 3.8
- **Growth Percentile:** 62
- **Direction:** About average
- **Annual Openings Thousands:** 159.8
- **Annual Openings Percentile:** 97
- **Employment2024Thousands:** 1629.7
- **Employment2034Thousands:** 1692.1

### 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:** 2
- **Task Count:** 2
- **Total Sample:** 91
- **Autonomy Median:** 4
- **Dominant Collaboration:** learning
- **Automation Share:** 21.98
- **Augmentation Share:** 40.66

### Collaboration

| Label | Percent |
| --- | --- |
| learning | 40.66 |
| feedback loop | 21.98 |

### Use Case

| Label | Percent |
| --- | --- |
| personal | 86.81 |

### Delegated Tasks

| Task | Usage Percent | Collaboration | Autonomy Median | Sample Count |
| --- | --- | --- | --- | --- |
| Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary. | 0.005600700087510939 | feedback loop | 4 | 56 |
| Test and treat water supply. | 0.003500437554694337 | learning | 4 | 35 |

### Boundary Tasks

| Task | Human Needed Percent | Sample Count |
| --- | --- | --- |
| Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary. | 98.21428571428571 | 56 |
| Test and treat water supply. | 91.42857142857143 | 35 |

### Seed Prompts

| Prompt | Collaboration |
| --- | --- |
| Help me diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary. Share a first pass, then we'll refine it together. | feedback loop |
| Teach me how to test and treat water supply, then check my work as I try it myself. | learning |
- **Release:** 2026-01-15-v4-plus-2025-03-27-v2

## Counts

- **Tasks:** 27
- **Skills:** 47
- **Capabilities:** 120
- **Tools:** 35
- **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:** a2ffa8718458989b