entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-6051-07"
socCode = "53-6051.07"
title = "Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation"
summary = "Inspect and monitor transportation equipment, vehicles, or systems to ensure compliance with regulations and safety standards."
aliases = ["Carman", "Inspector", "Smog Technician", "Transit Vehicle Inspector", "Car Inspector", "Emissions Inspector", "Quality Assurance Inspector", "Railroad Track Inspector", "Safety Officer", "Air Brake Tester", "Air Brakes Inspector", "Auto Damage Auction Inspector (Automotive Damage Auction Inspector)"]
emergingTasks = []
studyPrograms = []

[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 = 57.78

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 13.11

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 12.61

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 10.13

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 6.37

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

[market]
medianWage = 85750
meanWage = 86490
pct10Wage = 40090
pct25Wage = 58650
pct75Wage = 105020
pct90Wage = 137120
employment = 23320
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7520
medianWage = 79860
lq = 6.73

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1800
medianWage = 40830
lq = 2.69

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1410
medianWage = 81920
lq = 0.73

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 640
medianWage = 45960
lq = 0.7

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 350
medianWage = 76780
lq = 0.26

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 310
medianWage = 66560
lq = 0.19

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 190
medianWage = 41200
lq = 0.08

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 120
medianWage = 88920
lq = 0.69

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 70
medianWage = 84460

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 50
medianWage = 66560

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7520
lq = 6.73

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1800
lq = 2.69

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1410
lq = 0.73

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 640
lq = 0.7

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 120
lq = 0.69

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 350
lq = 0.26

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 310
lq = 0.19

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 190
lq = 0.08

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 48
percentile = 47
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 44
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 56
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 43
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.9
percentile = 78
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 = 0.20833333333333331
beta = 0.4583333333333333
gamma = 0.7083333333333333

[aiOutlook.bls]
growthPercent = 1.7
growthPercentile = 38
direction = "About average"
annualOpeningsThousands = 2.5
annualOpeningsPercentile = 33
employment2024Thousands = 25.7
employment2034Thousands = 26.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.18376
percentile = 44
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 = 0.7083333333333333
percentile = 56
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 = 0.13355204107276616
percentile = 43
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.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 = 14
skills = 36
capabilities = 120
tools = 14
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "c763fe13e6cddb65"

[[tasks]]
text = "Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions."
type = "Supplemental"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices."
type = "Supplemental"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Prepare reports on investigations or inspections and actions taken."
type = "Supplemental"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Issue notices and recommend corrective actions when infractions or problems are found."
type = "Supplemental"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles."
type = "Supplemental"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Conduct vehicle or transportation equipment tests, using diagnostic equipment."
type = "Supplemental"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Investigate incidents or violations, such as delays, accidents, and equipment failures."
type = "Supplemental"
iwa = "4.A.1.a.1.u"

[[tasks]]
text = "Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations."
type = "Supplemental"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections."
type = "Supplemental"
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Inspect motor vehicles."
iwa = "4.A.1.b.2.d"

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

[[activities]]
name = "Recommend changes or corrective procedures."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Investigate transportation incidents, violations, or complaints."
iwa = "4.A.1.a.1.u"

[[activities]]
name = "Review documents or materials for compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.04

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

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

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

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

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.29

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.23

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

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

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

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3

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

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

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

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

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.95

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.88

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.88

[[capabilities]]
name = "Visualization"
family = "ability"
value = 2.88

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.88

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 2.88

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.88

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 2.84

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation 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 = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Commercial driver's license information system CDLIS"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Diagnostic scanner software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Inspection Selection System ISS"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "Past Inspection Query PIQ"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Vehicle identification number VIN database"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.9

[[workContext]]
name = "Contact With Others"
value = 4.72

[[workContext]]
name = "Frequency of Decision Making"
value = 4.57

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.55

[[workContext]]
name = "Spend Time Standing"
value = 4.41

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.4

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.33

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.33

[[workContext]]
name = "Time Pressure"
value = 4.24

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.06

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.98

[[workContext]]
name = "Consequence of Error"
value = 3.94

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.87

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.87

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.85

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.83

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.82

[[workContext]]
name = "Physical Proximity"
value = 3.82

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.8

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.79

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.78

[[workContext]]
name = "Exposed to Contaminants"
value = 3.77

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.67

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.64

[[workContext]]
name = "Telephone Conversations"
value = 3.61

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.56

[[workContext]]
name = "Level of Competition"
value = 3.52

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.27

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.2

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.14

[[workContext]]
name = "Conflict Situations"
value = 3.11

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

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.04

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.03

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.95

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.93

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.89

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.85

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.71

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.7

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 5.47

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.14

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 4.05

[[personFit]]
name = "Dependability"
family = "work_style"
value = 4

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.72

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.42

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.66

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2.29

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.26

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.24

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.47

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.47

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 1.47

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 1.45

[[relatedRoles]]
socCode = "53-6051.01"
slug = "role-53-6051-01"
title = "Aviation Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-6051.00"
slug = "role-53-6051-00"
title = "Transportation Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4011.00"
slug = "role-47-4011-00"
title = "Construction and Building Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-4011.00"
slug = "role-53-4011-00"
title = "Locomotive Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9061.00"
slug = "role-51-9061-00"
title = "Inspectors, Testers, Sorters, Samplers, and Weighers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-3031.00"
slug = "role-49-3031-00"
title = "Bus and Truck Mechanics and Diesel Engine Specialists"
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 = "17-3027.01"
slug = "role-17-3027-01"
title = "Automotive Engineering Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-5031.00"
slug = "role-53-5031-00"
title = "Ship Engineers"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.9
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.18376
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.1508499
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3175816
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
