entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-2093-00"
socCode = "49-2093.00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
summary = "Install, adjust, or maintain mobile electronics communication equipment, including sound, sonar, security, navigation, and surveillance systems on trains, watercraft, or other mobile equipment."
aliases = ["Critical Systems Technician", "Electronic Bench Technician", "Locomotive Electrician", "Power Technician (Power Tech)", "Electronics Mechanic", "Ship Yard Electrical Person", "Body Wirer", "Control Troubleshooter", "Critical Power Install Technician", "Critical Power Technician", "Diagnostic Troubleshooter", "Electrical Troubleshooter"]
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 = "Post-Secondary Certificate"
percentage = 47.69

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 28.33

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 14.35

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 9.63

[educationLevel]
category = "Postsecondary nondegree award"
slug = "postsecondary-nondegree-award"

[market]
medianWage = 82730
meanWage = 80980
pct10Wage = 49490
pct25Wage = 65750
pct75Wage = 95730
pct90Wage = 106110
employment = 7310
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2900
medianWage = 84470
lq = 8.27

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 580
medianWage = 76930
lq = 2.76

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 510
medianWage = 62020
lq = 0.84

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 380
medianWage = 75380
lq = 0.74

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 160
medianWage = 48970
lq = 0.56

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 50
medianWage = 54290

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 40
medianWage = 73530

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 40
medianWage = 76300

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
medianWage = 71700

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
medianWage = 46870

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 44960

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 35730

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2900
lq = 8.27

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 580
lq = 2.76

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 510
lq = 0.84

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 380
lq = 0.74

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 160
lq = 0.56

[aiOutlook]
teleworkable = false
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 32
percentile = 30
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 24
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 33
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 39
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.91
percentile = 81
band = "High"
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 = 0.16
beta = 0.24
gamma = 0.32

[aiOutlook.bls]
growthPercent = 6.1
growthPercentile = 81
direction = "About average"
annualOpeningsThousands = 0.6
annualOpeningsPercentile = 9
employment2024Thousands = 7
employment2034Thousands = 7.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.8303875
percentile = 24
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 = 0.32
percentile = 33
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 = 0.12185191946746499
percentile = 39
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.usageTasks]]
task = "Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software."
usagePercent = 0.050429523969943595
importance = 4.03

[[aiOutlook.usageTasks]]
task = "Locate and remove or repair circuit defects such as blown fuses or malfunctioning transistors."
usagePercent = 0.0018487401862708444
importance = 3.72

[[aiOutlook.usageTasks]]
task = "Refer to schematics and manufacturers' specifications that show connections and provide instructions on how to locate problems."
usagePercent = 0.0016433246100185286
importance = 3.61

[[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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 1
totalSample = 63
autonomyMedian = 4
dominantCollaboration = "feedback loop"
automationShare = 34.92
augmentationShare = 34.92
workUsePercent = 23.81
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 34.92

[[aiPlaybook.collaboration]]
label = "learning"
percent = 34.92

[[aiPlaybook.useCase]]
label = "personal"
percent = 65.08

[[aiPlaybook.useCase]]
label = "work"
percent = 23.81

[[aiPlaybook.delegatedTasks]]
task = "Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software."
usagePercent = 0.006300787598449806
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 63

[[aiPlaybook.boundaryTasks]]
task = "Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software."
humanNeededPercent = 79.36507936507937
sampleCount = 63

[[aiPlaybook.seedPrompts]]
prompt = "Help me inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[counts]
tasks = 15
skills = 42
capabilities = 120
tools = 18
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "4b3b0216b3cb7e13"

[[tasks]]
text = "Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Reassemble and test equipment after repairs."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Confer with customers to determine the nature of malfunctions."
type = "Supplemental"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Adjust, repair, or replace defective wiring and relays in ignition, lighting, air-conditioning, and safety control systems, using electrician's tools."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Install electrical equipment such as air-conditioning, heating, or ignition systems and components such as generator brushes and commutators, using hand tools."
type = "Supplemental"
iwa = "4.A.3.a.2.p"

[[tasks]]
text = "Splice wires with knives or cutting pliers, and solder connections to fixtures, outlets, and equipment."
type = "Core"
iwa = "4.A.3.a.2.ah"

[[tasks]]
text = "Locate and remove or repair circuit defects such as blown fuses or malfunctioning transistors."
type = "Core"
iwa = "4.A.3.b.5.b"

[[tasks]]
text = "Maintain equipment service records."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Refer to schematics and manufacturers' specifications that show connections and provide instructions on how to locate problems."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Install fixtures, outlets, terminal boards, switches, and wall boxes, using hand tools."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Install new fuses, electrical cables, or power sources as required."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Repair or rebuild equipment such as starters, generators, distributors, or door controls, using electrician's tools."
type = "Supplemental"
iwa = "4.A.3.b.4.d"

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

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

[[activities]]
name = "Test electrical circuits or components for proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Reassemble equipment after repair."
iwa = "4.A.3.a.2.d"

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

[[activities]]
name = "Solder parts or connections between parts."
iwa = "4.A.3.a.2.ai"

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

[[activities]]
name = "Read technical information needed to perform maintenance or repairs."
iwa = "4.A.1.a.1.b"

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

[[activities]]
name = "Drill holes in parts, equipment, or materials."
iwa = "4.A.3.a.2.ad"

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

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

[[activities]]
name = "Install heating, ventilation, or air conditioning (HVAC) equipment."
iwa = "4.A.3.a.2.p"

[[activities]]
name = "Rebuild parts or components."
iwa = "4.A.3.b.4.d"

[[activities]]
name = "Repair electronic equipment."
iwa = "4.A.3.b.5.b"

[[activities]]
name = "Confer with customers or users to assess problems."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Estimate costs for labor or materials."
iwa = "4.A.1.b.3.b"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.36

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 4

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.88

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.63

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.43

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.38

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.37

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.25

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.25

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.06

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Autodesk Revit"
type = "Specialized Skill"

[[skills]]
name = "Adobe Photoshop"
type = "Specialized Skill"

[[skills]]
name = "Adobe InDesign"
type = "Specialized Skill"

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Geography"
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 = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Trimble SketchUp Pro"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Fluke Corporation FlukeView Forms"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus Notes"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Megger PowerDB"
category = "Compliance software"
hot = false
inDemand = false

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.76

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.48

[[workContext]]
name = "Time Pressure"
value = 4.48

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.43

[[workContext]]
name = "Exposed to Contaminants"
value = 4.19

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.18

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.13

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

[[workContext]]
name = "Contact With Others"
value = 4.04

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.03

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.01

[[workContext]]
name = "Spend Time Standing"
value = 3.98

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.97

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.91

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.91

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.89

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.86

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.79

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.76

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.75

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.71

[[workContext]]
name = "Consequence of Error"
value = 3.68

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.58

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.58

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.5

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.43

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.4

[[workContext]]
name = "Frequency of Decision Making"
value = 3.37

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.36

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.32

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.29

[[workContext]]
name = "E-Mail"
value = 3.2

[[workContext]]
name = "Physical Proximity"
value = 3.15

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.13

[[workContext]]
name = "Telephone Conversations"
value = 2.88

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.88

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.78

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.72

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.67

[[workContext]]
name = "Level of Competition"
value = 2.63

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.6

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.99

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.83

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.65

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.38

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.6

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.49

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.32

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.09

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.79

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.76

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.7

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 1.43

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

[[relatedRoles]]
socCode = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2091.00"
slug = "role-49-2091-00"
title = "Avionics Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2092.00"
slug = "role-49-2092-00"
title = "Electric Motor, Power Tool, and Related Repairers"
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 = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-4015.00"
slug = "role-27-4015-00"
title = "Lighting Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9012.00"
slug = "role-49-9012-00"
title = "Control and Valve Installers and Repairers, Except Mechanical Door"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3024.01"
slug = "role-17-3024-01"
title = "Robotics Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2096.00"
slug = "role-49-2096-00"
title = "Electronic Equipment Installers and Repairers, Motor Vehicles"
tier = "Primary-Long"

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

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

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.91
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.8303875
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.384382
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.910105
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
