entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-3021-00"
socCode = "49-3021.00"
title = "Automotive Body and Related Repairers"
summary = "Repair and refinish automotive vehicle bodies and straighten vehicle frames."
aliases = ["Auto Body Man", "Automotive Body Technician (Auto Body Tech)", "Body Man", "Body Technician (Body Tech)", "Auto Body Repair Technician (Auto Body Repair Tech)", "Auto Body Repairman", "Collision Repair Technician (Collision Repair Tech)", "Collision Technician (Collision Tech)", "Frame Man", "Refinish Technician (Refinish Tech)", "Auto Body Customizer", "Auto Body Detailer"]
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 = 41.99

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 34.65

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 23.35

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

[market]
medianWage = 51680
meanWage = 58830
pct10Wage = 36390
pct25Wage = 45000
pct75Wage = 64780
pct90Wage = 87040
employment = 155220
areaTitle = "U.S."

[industries]
count = 16

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 111450
medianWage = 52310
lq = 25.01

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 28680
medianWage = 49590
lq = 1.83

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6940
medianWage = 54390
lq = 0.54

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3120
medianWage = 52880
lq = 0.51

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1220
medianWage = 59650
lq = 0.16

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 1080
medianWage = 48430
lq = 0.45

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 540
medianWage = 49510
lq = 0.06

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 530
medianWage = 71290
lq = 0.2

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 300
medianWage = 61790
lq = 0.11

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 110
medianWage = 43360
lq = 0.01

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 100
medianWage = 33890
lq = 0.04

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 80
medianWage = 44600

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 111450
lq = 25.01

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 28680
lq = 1.83

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6940
lq = 0.54

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3120
lq = 0.51

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 1080
lq = 0.45

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 530
lq = 0.2

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1220
lq = 0.16

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 300
lq = 0.11

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 17
percentile = 14
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 12
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 12
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 26
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
beta = 0.0425531914893617
gamma = 0.0851063829787234

[aiOutlook.bls]
growthPercent = 1.6
growthPercentile = 37
direction = "About average"
annualOpeningsThousands = 14.6
annualOpeningsPercentile = 73
employment2024Thousands = 172.6
employment2034Thousands = 175.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.180589
percentile = 12
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 = 0.0851063829787234
percentile = 12
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 = 0.08734160528062769
percentile = 26
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

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

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

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

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

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

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

[counts]
tasks = 25
skills = 37
capabilities = 116
tools = 16
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "c27bd4a6a917cbf3"

[[tasks]]
text = "File, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools."
type = "Core"
iwa = "4.A.3.a.2.o"

[[tasks]]
text = "Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Fit and weld replacement parts into place, using wrenches and welding equipment, and grind down welds to smooth them, using power grinders and other tools."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Prime and paint repaired surfaces, using paint sprayguns and motorized sanders."
type = "Core"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint."
type = "Core"
iwa = "4.A.3.a.1.d"

[[tasks]]
text = "Chain or clamp frames and sections to alignment machines that use hydraulic pressure to align damaged components."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Cut and tape plastic separating film to outside repair areas to avoid damaging surrounding surfaces during repair procedure and remove tape and wash surfaces after repairs are complete."
type = "Core"
iwa = "4.A.3.a.1.d"

[[tasks]]
text = "Position dolly blocks against surfaces of dented areas and beat opposite surfaces to remove dents, using hammers."
type = "Core"
iwa = "4.A.3.a.2.o"

[[tasks]]
text = "Fill small dents that cannot be worked out with plastic or solder."
type = "Core"
iwa = "4.A.3.a.2.o"

[[tasks]]
text = "Review damage reports, prepare or review repair cost estimates, and plan work to be performed."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Remove damaged sections of vehicles using metal-cutting guns, air grinders and wrenches, and install replacement parts using wrenches or welding equipment."
type = "Core"
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Inspect completed work to ensure proper functioning."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Smooth surfaces of objects or equipment."
iwa = "4.A.3.a.2.o"

[[activities]]
name = "Apply protective coverings to objects or surfaces near work areas."
iwa = "4.A.3.a.1.d"

[[activities]]
name = "Receive information or instructions for performing work assignments."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Install machine or equipment replacement parts."
iwa = "4.A.3.a.2.d"

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

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

[[activities]]
name = "Paint surfaces or equipment."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Prepare compounds or solutions to be used for repairs."
iwa = "4.A.3.a.1.a"

[[activities]]
name = "Mount materials or workpieces onto production equipment."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Remove dents from equipment, materials, tools or structures."
iwa = "4.A.3.a.2.o"

[[activities]]
name = "Install vehicle parts or accessories."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Operate welding equipment."
iwa = "4.A.3.a.2.ai"

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

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

[[activities]]
name = "Plan work procedures."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Clean work areas."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Adjust vehicle components according to specifications."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Heat material or workpieces to prepare for or complete production."
iwa = "4.A.3.a.2.m"

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

[[activities]]
name = "Replace vehicle glass."
iwa = "4.A.3.b.4.d"

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.5

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

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.25

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

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

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.13

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

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

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

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

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

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3

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

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.96

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 2.95

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Accounting Software"
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 = "Accounts receivable software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Appointment scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "Automotive and Accounting Software by R*KOM Invoice Writer"
category = "Point of sale POS software"
hot = false
inDemand = false

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

[[tools]]
example = "Collision damage estimation software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Collision damage measurement software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Materials management software"
category = "Inventory management software"
hot = false
inDemand = false

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

[[tools]]
example = "Paint mixing and matching software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Swan River Estimiser Pro"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "Exposed to Contaminants"
value = 5

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.95

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.88

[[workContext]]
name = "Time Pressure"
value = 4.53

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.47

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.46

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.43

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.39

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 4.22

[[workContext]]
name = "Spend Time Standing"
value = 4.19

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.14

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 4.12

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.07

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.04

[[workContext]]
name = "Frequency of Decision Making"
value = 3.97

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.96

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.93

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.87

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.81

[[workContext]]
name = "Level of Competition"
value = 3.78

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.62

[[workContext]]
name = "Contact With Others"
value = 3.56

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.54

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.47

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.41

[[workContext]]
name = "Consequence of Error"
value = 3.39

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.31

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.11

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.06

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.87

[[workContext]]
name = "Physical Proximity"
value = 2.84

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.7

[[workContext]]
name = "Conflict Situations"
value = 2.66

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.66

[[workContext]]
name = "Telephone Conversations"
value = 2.56

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.45

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.32

[[workContext]]
name = "Written Letters and Memos"
value = 2.3

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.27

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.26

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.01

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 5.93

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.34

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.67

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.44

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.19

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.99

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.66

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.66

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.6

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.45

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.43

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.43

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 1.38

[[relatedRoles]]
socCode = "49-3023.00"
slug = "role-49-3023-00"
title = "Automotive Service Technicians and Mechanics"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-9197.00"
slug = "role-51-9197-00"
title = "Tire Builders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-2011.00"
slug = "role-51-2011-00"
title = "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
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 = "51-2031.00"
slug = "role-51-2031-00"
title = "Engine and Other Machine Assemblers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9022.00"
slug = "role-51-9022-00"
title = "Grinding and Polishing Workers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3052.00"
slug = "role-49-3052-00"
title = "Motorcycle Mechanics"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3022.00"
slug = "role-49-3022-00"
title = "Automotive Glass Installers and Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3031.00"
slug = "role-49-3031-00"
title = "Bus and Truck Mechanics and Diesel Engine Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9124.00"
slug = "role-51-9124-00"
title = "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-2041.00"
slug = "role-51-2041-00"
title = "Structural Metal Fabricators and Fitters"
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 = -1.180589
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7019437
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.199119
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
