entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-9031-00"
socCode = "49-9031.00"
title = "Home Appliance Repairers"
summary = "Repair, adjust, or install all types of electric or gas household appliances, such as refrigerators, washers, dryers, and ovens."
aliases = ["Appliance Technician (Appliance Tech)", "Repair Technician", "Service Technician (Service Tech)", "Vacuum Repairer", "Appliance Mechanic", "Appliance Repair Mechanic", "Appliance Repair Technician (Appliance Repair Tech)", "Appliance Service Technician", "Repair Man", "Air-Conditioner Window Unit Installer (AC Window Unit Installer)", "Air-Conditioner Window Unit Servicer (AC Window Unit Servicer)", "Appliance Adjuster"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 68.97

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 20.34

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 7.62

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.08

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

[market]
medianWage = 49410
meanWage = 53580
pct10Wage = 33280
pct25Wage = 40280
pct75Wage = 61750
pct90Wage = 77800
employment = 31940
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 13520
medianWage = 50070
lq = 14.74

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 12050
medianWage = 46790
lq = 3.73

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3330
medianWage = 49970
lq = 2.66

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 880
medianWage = 58240
lq = 0.52

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 410
medianWage = 55560
lq = 1.56

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 360
medianWage = 42120
lq = 0.73

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 350
medianWage = 76260
lq = 0.6

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 280
medianWage = 60500
lq = 0.11

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 280
medianWage = 46740
lq = 0.15

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 190
medianWage = 50120
lq = 0.12

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 100
medianWage = 52600
lq = 0.04

[[industries.top]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 80
medianWage = 46520

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 13520
lq = 14.74

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 12050
lq = 3.73

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3330
lq = 2.66

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 410
lq = 1.56

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 360
lq = 0.73

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 350
lq = 0.6

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 880
lq = 0.52

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 280
lq = 0.15

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

[aiOutlook.index]
value = 28
percentile = 26
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 19
source = "felten_aioe"

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

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.72
percentile = 59
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 = 0.07272727272727272
beta = 0.14545454545454545
gamma = 0.21818181818181817

[aiOutlook.bls]
growthPercent = 2.6
growthPercentile = 48
direction = "About average"
annualOpeningsThousands = 3.1
annualOpeningsPercentile = 38
employment2024Thousands = 37.3
employment2034Thousands = 38.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9703799
percentile = 19
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 = 0.21818181818181817
percentile = 26
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 = 0.12237769769460098
percentile = 40
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 = "Refer to schematic drawings, product manuals, and troubleshooting guides to diagnose and repair problems."
usagePercent = 0.004621850465677112
importance = 4.4

[[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 = 29
skills = 36
capabilities = 120
tools = 12
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "25f48ee8e6d3c381"

[[tasks]]
text = "Bill customers for repair work, and collect payment."
type = "Core"
iwa = "4.A.4.c.3.d"

[[tasks]]
text = "Observe and examine appliances during operation to detect specific malfunctions such as loose parts or leaking fluid."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Talk to customers or refer to work orders to establish the nature of appliance malfunctions."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Refer to schematic drawings, product manuals, and troubleshooting guides to diagnose and repair problems."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Trace electrical circuits, following diagrams, and conduct tests with circuit testers and other equipment to locate shorts and grounds."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Replace worn and defective parts such as switches, bearings, transmissions, belts, gears, circuit boards, or defective wiring."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Conserve, recover, and recycle refrigerants used in cooling systems."
type = "Supplemental"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Provide repair cost estimates, and recommend whether appliance repair or replacement is a better choice."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Disassemble appliances so that problems can be diagnosed and repairs can be made."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Service and repair domestic electrical or gas appliances, such as clothes washers, refrigerators, stoves, and dryers."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Respond to emergency calls for problems such as gas leaks."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Reassemble units after repairs are made, making adjustments and cleaning and lubricating parts as needed."
type = "Core"
iwa = "4.A.3.a.1.c"

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

[[activities]]
name = "Collect payments for goods or services."
iwa = "4.A.4.c.3.d"

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

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

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

[[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 customers or users to assess problems."
iwa = "4.A.4.a.2.j"

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

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

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

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

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

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

[[activities]]
name = "Observe equipment in operation to detect potential problems."
iwa = "4.A.1.a.2.a"

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

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

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

[[activities]]
name = "Assemble mechanical components or machine parts."
iwa = "4.A.3.a.2.d"

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

[[activities]]
name = "Dispose of hazardous materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Level machines or equipment."
iwa = "4.A.3.a.2.v"

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

[[activities]]
name = "Inspect systems to determine if they are operating properly."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Install piping for installation or maintenance activities."
iwa = "4.A.3.a.2.aq"

[[activities]]
name = "Travel to work sites to perform installation, repair or maintenance work."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Install home appliances."
iwa = "4.A.3.a.2.t"

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

[[activities]]
name = "Inspect gas systems or components to identify leaks or other potential hazards."
iwa = "4.A.1.b.2.g"

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.07

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.88

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

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

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

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.44

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.41

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.36

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

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

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

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.18

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

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 = "dESCO ESC"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Route mapping software"
category = "Route navigation software"
hot = false
inDemand = false

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

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.89

[[workContext]]
name = "Contact With Others"
value = 4.84

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.73

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.65

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.59

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.54

[[workContext]]
name = "Frequency of Decision Making"
value = 4.43

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

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.2

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.12

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 4.1

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.04

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.01

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.89

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.87

[[workContext]]
name = "Exposed to Contaminants"
value = 3.87

[[workContext]]
name = "Time Pressure"
value = 3.74

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.71

[[workContext]]
name = "Physical Proximity"
value = 3.68

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.58

[[workContext]]
name = "E-Mail"
value = 3.57

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.56

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.49

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.45

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

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.25

[[workContext]]
name = "Spend Time Standing"
value = 3.22

[[workContext]]
name = "Level of Competition"
value = 3.14

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.09

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.08

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.06

[[workContext]]
name = "Conflict Situations"
value = 3.04

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.04

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.97

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.89

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.87

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.73

[[workContext]]
name = "Written Letters and Memos"
value = 2.7

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.63

[[workContext]]
name = "Consequence of Error"
value = 2.59

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.51

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.02

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.84

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.82

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.33

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.31

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.06

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.81

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.73

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.66

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.63

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.61

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.59

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.58

[[relatedRoles]]
socCode = "49-9021.00"
slug = "role-49-9021-00"
title = "Heating, Air Conditioning, and Refrigeration Mechanics and Installers"
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 = "49-9041.00"
slug = "role-49-9041-00"
title = "Industrial Machinery Mechanics"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7061.00"
slug = "role-53-7061-00"
title = "Cleaners of Vehicles and Equipment"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "49-3053.00"
slug = "role-49-3053-00"
title = "Outdoor Power Equipment and Other Small Engine Mechanics"
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 = "49-3023.00"
slug = "role-49-3023-00"
title = "Automotive Service Technicians and Mechanics"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-2031.00"
slug = "role-51-2031-00"
title = "Engine and Other Machine Assemblers"
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 = "49-9098.00"
slug = "role-49-9098-00"
title = "Helpers--Installation, Maintenance, and Repair Workers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "49-9071.00"
slug = "role-49-9071-00"
title = "Maintenance and Repair Workers, General"
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 = 0.72
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.9703799
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.8969792
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.9281666
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
