entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-9012-00"
socCode = "49-9012.00"
title = "Control and Valve Installers and Repairers, Except Mechanical Door"
summary = "Install, repair, and maintain mechanical regulating and controlling devices, such as electric meters, gas regulators, thermostats, safety and flow valves, and other mechanical governors."
aliases = ["Instrument and Electrical Technician (I and E Technician)", "Measurement Technician", "Meter Technician", "Valve Technician", "Control Valve Mechanic", "Control Valve Technician", "Electric Meter Technician", "Instrument Technician", "Service Technician", "Water Plant Maintenance Mechanic", "Air Valve Mechanic", "Air Valve Repairer"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "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."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 46.98

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 41.84

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 6.75

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 2.99

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 1.44

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 74690
meanWage = 75970
pct10Wage = 43840
pct25Wage = 53060
pct75Wage = 97400
pct90Wage = 109050
employment = 46920
areaTitle = "U.S."

[industries]
count = 22

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 22360
medianWage = 91370
lq = 126.81

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3670
medianWage = 49300
lq = 2

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2970
medianWage = 61180
lq = 1.2

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2360
medianWage = 59390
lq = 13.52

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 1820
medianWage = 101710
lq = 83.89

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1820
medianWage = 59560
lq = 0.47

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1480
medianWage = 82960
lq = 0.66

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1470
medianWage = 54000
lq = 1.09

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1260
medianWage = 57340
lq = 0.46

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 810
medianWage = 62690
lq = 2.1

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 640
medianWage = 50100
lq = 0.2

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 460
medianWage = 48790
lq = 0.1

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 22360
lq = 126.81

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 1820
lq = 83.89

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2360
lq = 13.52

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 810
lq = 2.1

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3670
lq = 2

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2970
lq = 1.2

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 370
lq = 1.13

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1470
lq = 1.09

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 33
percentile = 31
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 26
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 21
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 51
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.63
percentile = 53
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."

[aiOutlook.eloundou]
alpha = 0.09523809523809523
beta = 0.13095238095238093
gamma = 0.16666666666666666

[aiOutlook.bls]
growthPercent = 1.3
growthPercentile = 34
direction = "About average"
annualOpeningsThousands = 3.9
annualOpeningsPercentile = 42
employment2024Thousands = 47.7
employment2034Thousands = 48.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7606913
percentile = 26
band = "Low"
note = "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."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.16666666666666666
percentile = 21
band = "Low"
note = "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."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.14948569964310934
percentile = 51
band = "Moderate"
note = "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."

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 32
skills = 43
capabilities = 120
tools = 21
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6654c8d02c31684b"

[[tasks]]
text = "Record maintenance information, including test results, material usage, and repairs made."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Install, inspect and test electric meters, relays, and power sources to detect causes of malfunctions and inaccuracies, using hand tools and testing equipment."
type = "Supplemental"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Calibrate instrumentation, such as meters, gauges, and regulators, for pressure, temperature, flow, and level."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Test valves and regulators for leaks and accurate temperature and pressure settings, using precision testing equipment."
type = "Supplemental"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Record meter readings and installation data on meter cards, work orders, or field service orders, or enter data into hand-held computers."
type = "Supplemental"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Turn meters on or off to establish or close service."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Shut off service and notify repair crews when major repairs are required, such as the replacement of underground pipes or wiring."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Install regulators and related equipment such as gas meters, odorization units, and gas pressure telemetering equipment."
type = "Supplemental"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Cut seats to receive new orifices, tap inspection ports, and perform other repairs to salvage usable materials, using hand tools and machine tools."
type = "Supplemental"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Turn valves to allow measured amounts of air or gas to pass through meters at specified flow rates."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Disassemble and repair mechanical control devices or valves, such as regulators, thermostats, or hydrants, using power tools, hand tools, and cutting torches."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Report hazardous field situations and damaged or missing meters."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Control power supply connections."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Confer with coworkers to coordinate work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Enter codes or other information into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Document operational activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Adjust the tension of nuts or bolts."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Connect electrical components or equipment."
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Disassemble equipment for maintenance or repair."
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Repair worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Maintain repair or maintenance records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Remove parts or components from equipment."
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Lubricate equipment to allow proper functioning."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Test mechanical equipment to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Install metering equipment."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Communicate with coworkers to coordinate installations or repairs."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Inspect mechanical equipment to locate damage, defects, or wear."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Connect hoses to equipment or piping."
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Replace worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Train customers in the use of products."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Investigate illegal or suspicious activities."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Inspect electrical or electronic systems for defects."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Install electrical components, equipment, or systems."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Repair electrical circuits or wiring."
iwa = "4.A.3.b.5.b"

[[activities]]
name = "Measure distances or dimensions."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Repair non-engine automotive or vehicle components."
iwa = "4.A.3.b.4.d"

[[activities]]
name = "Clean equipment, parts, or tools to repair or maintain them in good working order."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Repair electrical components."
iwa = "4.A.3.b.5.b"

[[activities]]
name = "Cut materials according to specifications or needs."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Calibrate equipment to specifications."
iwa = "4.A.3.a.2.i"

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.12

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.63

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.54

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.12

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.12

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.05

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft Windows"
type = "Common Skill"

[[skills]]
name = "Microsoft Visio"
type = "Specialized Skill"

[[skills]]
name = "Microsoft SharePoint"
type = "Specialized Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Access"
type = "Specialized Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Ladder Logic"
type = "Specialized Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Primavera Enterprise Project Portfolio Management"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Emerson FIRSTVUE Value Sizing"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Graphical user interface GUI design software"
category = "Graphical user interface development software"
hot = false
inDemand = false

[[tools]]
example = "IBM Maximo Asset Management"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Ladder Logic"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Maintenance record software"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Programmable logic controller PLC software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Supervisory control and data acquisition SCADA software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Wonderware software"
category = "Industrial control software"
hot = false
inDemand = false

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.96

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.94

[[workContext]]
name = "Telephone Conversations"
value = 4.65

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.62

[[workContext]]
name = "Contact With Others"
value = 4.51

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.45

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.4

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.22

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.14

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.11

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.1

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.09

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.03

[[workContext]]
name = "Time Pressure"
value = 4.03

[[workContext]]
name = "E-Mail"
value = 4.01

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.99

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.97

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.94

[[workContext]]
name = "Exposed to Contaminants"
value = 3.91

[[workContext]]
name = "Frequency of Decision Making"
value = 3.89

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.88

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.83

[[workContext]]
name = "Consequence of Error"
value = 3.81

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.75

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.71

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.7

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.67

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.65

[[workContext]]
name = "Physical Proximity"
value = 3.6

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.56

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.49

[[workContext]]
name = "Spend Time Standing"
value = 3.38

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.31

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.28

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.27

[[workContext]]
name = "Written Letters and Memos"
value = 3.22

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.16

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.01

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.93

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.93

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.1

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.67

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.51

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.51

[[personFit]]
name = "Dependability"
family = "work_style"
value = 3

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.85

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.47

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.21

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.79

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.71

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.7

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.44

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.34

[[relatedRoles]]
socCode = "49-2092.00"
slug = "role-49-2092-00"
title = "Electric Motor, Power Tool, and Related Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9041.00"
slug = "role-49-9041-00"
title = "Industrial Machinery Mechanics"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-2031.00"
slug = "role-51-2031-00"
title = "Engine and Other Machine Assemblers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-8021.00"
slug = "role-51-8021-00"
title = "Stationary Engineers and Boiler Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2095.00"
slug = "role-49-2095-00"
title = "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-2011.00"
slug = "role-51-2011-00"
title = "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2094.00"
slug = "role-49-2094-00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9043.00"
slug = "role-49-9043-00"
title = "Maintenance Workers, Machinery"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2152.00"
slug = "role-47-2152-00"
title = "Plumbers, Pipefitters, and Steamfitters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3043.00"
slug = "role-49-3043-00"
title = "Rail Car Repairers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-2022.00"
slug = "role-51-2022-00"
title = "Electrical and Electronic Equipment Assemblers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Construction"
slug = "construction"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.63
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7606913
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.3885263
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7805839
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
