entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-2094-00"
socCode = "49-2094.00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
summary = "Repair, test, adjust, or install electronic equipment, such as industrial controls, transmitters, and antennas."
aliases = ["Control Technician", "Electrical and Instrument Technician (E and I Tech)", "Electronic Technician", "I and C Tech (Instrument and Control Technician)", "E and I Mechanic (Electrical and Instrument Mechanic)", "E and I Mechanic (Electrical and Instrumentation Mechanic)", "Electrical Maintenance Technician", "Instrument and Electrical Technician (I and E Tech)", "Repair Technician", "Scale Technician", "Access Control Installer", "Aerial Erector"]
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 = "Associate's Degree (or other 2-year degree)"
percentage = 45.71

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 32.27

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 22.02

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

[market]
medianWage = 71300
meanWage = 72950
pct10Wage = 44980
pct25Wage = 56750
pct75Wage = 85160
pct90Wage = 103060
employment = 59990
areaTitle = "U.S."

[industries]
count = 29

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 15040
medianWage = 74380
lq = 3.03

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5960
medianWage = 53050
lq = 3.46

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 5250
medianWage = 59000
lq = 2.24

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4900
medianWage = 73130
lq = 1.17

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 3550
medianWage = 77600
lq = 1.23

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 3160
medianWage = 63270
lq = 1

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2820
medianWage = 82110
lq = 12.64

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2080
medianWage = 60720
lq = 0.59

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 1730
medianWage = 63540
lq = 4.15

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 1450
medianWage = 61460
lq = 1.28

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1390
medianWage = 80520
lq = 3.09

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1250
medianWage = 103420
lq = 5.54

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 360
lq = 12.98

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2820
lq = 12.64

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1250
lq = 5.54

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 380
lq = 4.17

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 1730
lq = 4.15

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5960
lq = 3.46

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1390
lq = 3.09

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 15040
lq = 3.03

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

[aiOutlook.index]
value = 49
percentile = 48
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 36
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 40
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 70
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.41
percentile = 44
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 = 0.1794871794871795
beta = 0.3076923076923077
gamma = 0.4358974358974359

[aiOutlook.bls]
growthPercent = -0.8
growthPercentile = 23
direction = "Declining"
annualOpeningsThousands = 4.7
annualOpeningsPercentile = 47
employment2024Thousands = 61.1
employment2034Thousands = 60.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.4632031
percentile = 36
band = "Moderate"
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 = 0.4358974358974359
percentile = 40
band = "Moderate"
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 = 0.20623177253495814
percentile = 70
band = "High"
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 = "Advise management regarding customer satisfaction, product performance, or suggestions for product improvements."
usagePercent = 0.009140993143228065
importance = 3.36

[[aiOutlook.usageTasks]]
task = "Calibrate testing instruments and installed or repaired equipment to prescribed specifications."
usagePercent = 0.004005603736920163
importance = 3.99

[[aiOutlook.usageTasks]]
task = "Develop or modify industrial electronic devices, circuits, or equipment, according to available specifications."
usagePercent = 0.0023622791269016347
importance = 3.76

[[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 = 20
skills = 37
capabilities = 120
tools = 13
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "73eb7114b8e354b6"

[[tasks]]
text = "Test faulty equipment to diagnose malfunctions, using test equipment or software, and applying knowledge of the functional operation of electronic units and systems."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Maintain equipment logs that record performance problems, repairs, calibrations, or tests."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Set up and test industrial equipment to ensure that it functions properly."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Inspect components of industrial equipment for accurate assembly and installation or for defects, such as loose connections or frayed wires."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Install repaired equipment in various settings, such as industrial or military establishments."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Operate equipment to demonstrate proper use or to analyze malfunctions."
type = "Core"
iwa = "4.A.2.b.1.b"

[[tasks]]
text = "Enter information into computer to copy program or to draw, modify, or store schematics, applying knowledge of software package used."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Perform scheduled preventive maintenance tasks, such as checking, cleaning, or repairing equipment, to detect and prevent problems."
type = "Core"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Calibrate testing instruments and installed or repaired equipment to prescribed specifications."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Repair or adjust equipment, machines, or defective components, replacing worn parts, such as gaskets or seals in watertight electrical equipment."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Consult with customers, supervisors, or engineers to plan layout of equipment or to resolve problems in system operation or maintenance."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Maintain inventory of spare parts."
type = "Core"
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Maintain work equipment or machinery."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Read work orders or descriptions of problems to determine repairs or modifications needed."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Confer with coworkers to resolve equipment problems."
iwa = "4.A.4.b.1.a"

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

[[activities]]
name = "Diagnose equipment malfunctions."
iwa = "4.A.2.b.1.b"

[[activities]]
name = "Demonstrate activity techniques or equipment use."
iwa = "4.A.4.b.3.e"

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

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

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

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

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

[[activities]]
name = "Advise others on issues related to repairs, installation, or equipment design."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Inspect equipment to locate or identify electrical problems."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Interpret blueprints, specifications, or diagrams to inform installation, development or operation activities."
iwa = "4.A.1.a.1.b"

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

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

[[activities]]
name = "Maintain inventories of materials, equipment, or products."
iwa = "4.A.4.c.3.a"

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

[[activities]]
name = "Send information, materials or documentation."
iwa = "4.A.4.c.1.e"

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

[[activities]]
name = "Determine types of equipment, tools, or materials needed for jobs."
iwa = "4.A.2.b.1.h"

[[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 = "Develop equipment or component configurations."
iwa = "4.A.3.b.2.c"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.22

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.11

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.92

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.66

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.53

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.25

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.25

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.15

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

[[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 = "Equipment Selection"
family = "transferable_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Email Software"
type = "Specialized Skill"

[[skills]]
name = "Database Software"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Industrial Control Software"
type = "Specialized 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 = "Autodesk AutoCAD"
category = "Computer aided design CAD 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 = "Circuit evaluation software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Computerized maintenance management system CMMS"
category = "Facilities management software"
hot = false
inDemand = false

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

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Rockwell RSLogix"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "SAP Maintenance"
category = "Enterprise resource planning ERP 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 = 5

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.69

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.63

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.41

[[workContext]]
name = "Contact With Others"
value = 4.36

[[workContext]]
name = "E-Mail"
value = 4.3

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.3

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.26

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.25

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.07

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4

[[workContext]]
name = "Exposed to Contaminants"
value = 3.66

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.61

[[workContext]]
name = "Spend Time Standing"
value = 3.6

[[workContext]]
name = "Physical Proximity"
value = 3.55

[[workContext]]
name = "Consequence of Error"
value = 3.55

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.47

[[workContext]]
name = "Telephone Conversations"
value = 3.46

[[workContext]]
name = "Frequency of Decision Making"
value = 3.43

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.38

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.34

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.29

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.18

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.18

[[workContext]]
name = "Time Pressure"
value = 3.16

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.05

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.04

[[workContext]]
name = "Conflict Situations"
value = 3.02

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.01

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.89

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.88

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.78

[[workContext]]
name = "Written Letters and Memos"
value = 2.75

[[workContext]]
name = "Exposed to High Places"
value = 2.69

[[workContext]]
name = "Spend Time Sitting"
value = 2.66

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.65

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.6

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.58

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.45

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.37

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.86

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 5.86

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.27

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.84

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.12

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.95

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.7

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.41

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.9

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.73

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 1.71

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

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

[[relatedRoles]]
socCode = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
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 = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "17-3021.00"
slug = "role-17-3021-00"
title = "Aerospace Engineering and Operations Technologists and Technicians"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "17-3027.00"
slug = "role-17-3027-00"
title = "Mechanical Engineering Technologists and 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 = "17-2072.00"
slug = "role-17-2072-00"
title = "Electronics Engineers, Except Computer"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3024.00"
slug = "role-17-3024-00"
title = "Electro-Mechanical and Mechatronics Technologists and Technicians"
tier = "Supplemental"

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[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 = 0.41
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.4632031
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.246237
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7028455
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
