entityType = "role"
schemaVersion = "role.v1"
slug = "role-47-2111-00"
socCode = "47-2111.00"
title = "Electricians"
summary = "Install, maintain, and repair electrical wiring, equipment, and fixtures. Ensure that work is in accordance with relevant codes. May install or service street lights, intercom systems, or electrical control systems."
aliases = ["Electrician", "Industrial Electrician", "Inside Wireman", "Maintenance Electrician", "Control Electrician", "Electrical Journey Person", "Electrical Troubleshooter", "Housing Maintenance Electrician", "Paper Mill Electrician", "Wireman", "Airport Electrician", "Antenna Installer"]
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 = 61.71

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 30.58

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 2.31

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 2.31

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 1.79

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 1.31

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

[market]
medianWage = 62350
meanWage = 69630
pct10Wage = 39430
pct25Wage = 48820
pct75Wage = 81730
pct90Wage = 106030
employment = 742580
areaTitle = "U.S."

[industries]
count = 39

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 582130
medianWage = 61420
lq = 14.88

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 526880
medianWage = 61290
lq = 102.04

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 50920
medianWage = 71820
lq = 0.83

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 31650
medianWage = 58070
lq = 0.73

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 24290
medianWage = 57230
lq = 1.9

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 15600
medianWage = 62370
lq = 2.56

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 9920
medianWage = 64690
lq = 8.8

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 9200
medianWage = 64870
lq = 0.14

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 8720
medianWage = 104010
lq = 3.12

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 7470
medianWage = 64220
lq = 0.14

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 6160
medianWage = 81990
lq = 2.23

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 4880
medianWage = 79320
lq = 0.14

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 526880
lq = 102.04

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 582130
lq = 14.88

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 620
lq = 9.23

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 9920
lq = 8.8

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 1360
lq = 3.96

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 670
lq = 3.75

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 110
lq = 3.34

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 8720
lq = 3.12

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

[aiOutlook.index]
value = 34
percentile = 32
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 25
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 = 0.15
percentile = 31
band = "Low"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.0975609756097561
beta = 0.14634146341463417
gamma = 0.1951219512195122

[aiOutlook.bls]
growthPercent = 9.5
growthPercentile = 92
direction = "Growing fast"
annualOpeningsThousands = 81
annualOpeningsPercentile = 93
employment2024Thousands = 818.7
employment2034Thousands = 896.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7796905
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 = 0.1951219512195122
percentile = 25
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 = 0.15093007129493036
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.usageTasks]]
task = "Direct or train workers to install, maintain, or repair electrical wiring, equipment, or fixtures."
usagePercent = 0.0033893570081632153
importance = 4.11

[[aiOutlook.usageTasks]]
task = "Diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem."
usagePercent = 0.0033893570081632153
importance = 4.01

[[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 = 2
taskCount = 2
totalSample = 137
autonomyMedian = 3.75
dominantCollaboration = "feedback loop"
automationShare = 35.04
augmentationShare = 34.31
workUsePercent = 25.55
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 35.04

[[aiPlaybook.collaboration]]
label = "learning"
percent = 19.71

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 14.6

[[aiPlaybook.useCase]]
label = "personal"
percent = 63.5

[[aiPlaybook.useCase]]
label = "work"
percent = 25.55

[[aiPlaybook.delegatedTasks]]
task = "Diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem."
usagePercent = 0.01010126265783223
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 101

[[aiPlaybook.delegatedTasks]]
task = "Perform business management duties, such as maintaining records or files, preparing reports, or ordering supplies or equipment."
usagePercent = 0.003600450056257032
collaboration = "task iteration"
autonomyMedian = 3.5
sampleCount = 36

[[aiPlaybook.boundaryTasks]]
task = "Perform business management duties, such as maintaining records or files, preparing reports, or ordering supplies or equipment."
humanNeededPercent = 94.44444444444444
sampleCount = 36

[[aiPlaybook.boundaryTasks]]
task = "Diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem."
humanNeededPercent = 85.14851485148515
sampleCount = 101

[[aiPlaybook.seedPrompts]]
prompt = "Help me diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: perform business management duties, such as maintaining records or files, preparing reports, or ordering supplies or equipment. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 21
skills = 42
capabilities = 120
tools = 30
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "197904d76ca9bb24"

[[tasks]]
text = "Prepare sketches or follow blueprints to determine the location of wiring or equipment and to ensure conformance to building and safety codes."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Place conduit, pipes, or tubing, inside designated partitions, walls, or other concealed areas, and pull insulated wires or cables through the conduit to complete circuits between boxes."
type = "Core"
iwa = "4.A.3.a.2.ah"

[[tasks]]
text = "Work from ladders, scaffolds, or roofs to install, maintain, or repair electrical wiring, equipment, or fixtures."
type = "Core"
iwa = "4.A.3.b.5.b"

[[tasks]]
text = "Use a variety of tools or equipment, such as power construction equipment, measuring devices, power tools, and testing equipment, such as oscilloscopes, ammeters, or test lamps."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Assemble, install, test, or maintain electrical or electronic wiring, equipment, appliances, apparatus, or fixtures, using hand tools or power tools."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Connect wires to circuit breakers, transformers, or other components."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Maintain current electrician's license or identification card to meet governmental regulations."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Plan layout and installation of electrical wiring, equipment, or fixtures, based on job specifications and local codes."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Test electrical systems or continuity of circuits in electrical wiring, equipment, or fixtures, using testing devices, such as ohmmeters, voltmeters, or oscilloscopes, to ensure compatibility and safety of system."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Direct or train workers to install, maintain, or repair electrical wiring, equipment, or fixtures."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Diagnose malfunctioning systems, apparatus, or components, using test equipment and hand tools to locate the cause of a breakdown and correct the problem."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Inspect electrical systems, equipment, or components to identify hazards, defects, or the need for adjustment or repair, and to ensure compliance with codes."
type = "Core"
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Fabricate parts or components."
iwa = "4.A.3.a.2.aa"

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

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

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

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

[[activities]]
name = "Communicate with other construction or extraction personnel to discuss project details."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Update job related knowledge or skills."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Plan layout of construction, installation, or repairs."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Train construction or extraction personnel."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Direct construction or extraction personnel."
iwa = "4.A.4.b.4.i"

[[activities]]
name = "Create construction or installation diagrams."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Prepare operational reports."
iwa = "4.A.3.b.6.o"

[[activities]]
name = "Order construction or extraction materials or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Thread wire or cable through ducts or conduits."
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Dig holes or trenches."
iwa = "4.A.3.a.1.g"

[[activities]]
name = "Estimate construction project costs."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Assist skilled construction or extraction personnel."
iwa = "4.A.3.a.1.g"

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.62

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.62

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.4

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

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.38

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.38

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.38

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.38

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.38

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.32

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

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

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

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

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

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

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.17

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

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

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Sage 300 Construction And Real Estate"
type = "Specialized Skill"

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

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

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

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

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

[[tools]]
example = "AVEVA InTouch HMI"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Construction Master Pro"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Craftsman CD Estimator"
category = "Project management software"
hot = false
inDemand = false

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

[[tools]]
example = "Electrosoft FlashWorks"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software E-Coord"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software Inpoint"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software Outpoint"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software Short"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Elite Software VDROP"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Lighting calculation software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "One Mile Up Panel Planner"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

[[tools]]
example = "Resolve Systems Service Management"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Sage 300 Construction and Real Estate"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "SmartDraw"
category = "Process mapping and design software"
hot = false
inDemand = false

[[tools]]
example = "Socrates Contractor's Library"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "SoftEmpire Electrical Calculations"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Turtle Creek Software Goldenseal"
category = "Accounting 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 = 4.95

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.94

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.93

[[workContext]]
name = "Contact With Others"
value = 4.76

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.72

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 4.68

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.67

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.59

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.55

[[workContext]]
name = "Spend Time Standing"
value = 4.55

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.54

[[workContext]]
name = "Telephone Conversations"
value = 4.51

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.5

[[workContext]]
name = "Exposed to Contaminants"
value = 4.5

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.5

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.47

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 4.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.35

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.34

[[workContext]]
name = "Frequency of Decision Making"
value = 4.32

[[workContext]]
name = "Time Pressure"
value = 4.32

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.3

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.23

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.22

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 4.2

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.2

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.17

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.13

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.04

[[workContext]]
name = "E-Mail"
value = 3.95

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 3.85

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.84

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.83

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.75

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.75

[[workContext]]
name = "Exposed to High Places"
value = 3.69

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.52

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.37

[[workContext]]
name = "Consequence of Error"
value = 3.33

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.27

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.55

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.44

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.09

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.67

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

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.88

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.7

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.5

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.5

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.9

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.89

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.82

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.81

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.78

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.77

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

[[relatedRoles]]
socCode = "47-3013.00"
slug = "role-47-3013-00"
title = "Helpers--Electricians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "49-9051.00"
slug = "role-49-9051-00"
title = "Electrical Power-Line Installers and Repairers"
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 = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-2022.00"
slug = "role-51-2022-00"
title = "Electrical and Electronic Equipment Assemblers"
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 = "47-2011.00"
slug = "role-47-2011-00"
title = "Boilermakers"
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 = "47-3015.00"
slug = "role-47-3015-00"
title = "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Construction Trades"
slug = "construction-trades"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.15
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7796905
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.1643123
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.9164291
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
