entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-3042-00"
socCode = "49-3042.00"
title = "Mobile Heavy Equipment Mechanics, Except Engines"
summary = "Diagnose, adjust, repair, or overhaul mobile mechanical, hydraulic, and pneumatic equipment, such as cranes, bulldozers, graders, and conveyors, used in construction, logging, and mining."
aliases = ["Equipment Mechanic", "Heavy Equipment Mechanic", "Heavy Equipment Technician", "Mechanic", "Construction Equipment Mechanic", "Equipment Technician", "Field Mechanic", "Field Service Technician", "Field Technician", "Mobile Heavy Equipment Mechanic", "Brake Mechanic", "Bulldozer Mechanic"]
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 = 54.58

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 29.63

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.87

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5.28

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 2.65

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

[market]
medianWage = 63980
meanWage = 67580
pct10Wage = 45450
pct25Wage = 53500
pct75Wage = 78090
pct90Wage = 92360
employment = 180270
areaTitle = "U.S."

[industries]
count = 32

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 49720
medianWage = 66470
lq = 7.05

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 43190
medianWage = 62400
lq = 4.55

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 20820
medianWage = 61160
lq = 7.52

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 11020
medianWage = 78110
lq = 1.28

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 10940
medianWage = 69560
lq = 16.32

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 9740
medianWage = 62530
lq = 1.88

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 7760
medianWage = 63980
lq = 0.52

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5230
medianWage = 58170
lq = 0.5

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 2160
medianWage = 63370
lq = 7.89

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1860
medianWage = 52320
lq = 0.1

[[industries.top]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 1500
medianWage = 63180
lq = 11.25

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 1420
medianWage = 53040
lq = 2.87

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 10940
lq = 16.32

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 1500
lq = 11.25

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 2160
lq = 7.89

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 20820
lq = 7.52

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 49720
lq = 7.05

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 43190
lq = 4.55

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 660
lq = 3.68

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 290
lq = 3.48

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

[aiOutlook.index]
value = 18
percentile = 15
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 20
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 22
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.4
percentile = 44
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.05
beta = 0.1
gamma = 0.15000000000000002

[aiOutlook.bls]
growthPercent = 5.8
growthPercentile = 79
direction = "About average"
annualOpeningsThousands = 16.5
annualOpeningsPercentile = 75
employment2024Thousands = 188.7
employment2034Thousands = 199.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.169815
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 = 0.15000000000000002
percentile = 20
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 = 0.07721258285402338
percentile = 22
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.usageTasks]]
task = "Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices."
usagePercent = 0.003286649220037057
importance = 4.17

[[aiOutlook.usageTasks]]
task = "Examine parts for damage or excessive wear, using micrometers and gauges."
usagePercent = 0.002567694703153951
importance = 4.02

[[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 = 1
taskCount = 1
totalSample = 58
autonomyMedian = 4
dominantCollaboration = "learning"
automationShare = 55.18
augmentationShare = 36.21
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 36.21

[[aiPlaybook.collaboration]]
label = "directive"
percent = 27.59

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 27.59

[[aiPlaybook.useCase]]
label = "personal"
percent = 96.55

[[aiPlaybook.delegatedTasks]]
task = "Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices."
usagePercent = 0.00580072509063633
collaboration = "learning"
autonomyMedian = 4
sampleCount = 58

[[aiPlaybook.boundaryTasks]]
task = "Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices."
humanNeededPercent = 96.55172413793103
sampleCount = 58

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 20
skills = 35
capabilities = 120
tools = 8
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f7b1f04a22d9e68e"

[[tasks]]
text = "Repair and replace damaged or worn parts."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Test mechanical products and equipment after repair or assembly to ensure proper performance and compliance with manufacturers' specifications."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Operate and inspect machines or heavy equipment to diagnose defects."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Read and understand operating manuals, blueprints, and technical drawings."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Dismantle and reassemble heavy equipment using hoists and hand tools."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Overhaul and test machines or equipment to ensure operating efficiency."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Adjust, maintain, and repair or replace subassemblies, such as transmissions and crawler heads, using hand tools, jacks, and cranes."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Repair, rewire, and troubleshoot electrical systems."
type = "Core"
iwa = "4.A.3.a.2.ah"

[[tasks]]
text = "Diagnose faults or malfunctions to determine required repairs, using engine diagnostic equipment such as computerized test equipment and calibration devices."
type = "Core"
iwa = "4.A.2.b.1.b"

[[tasks]]
text = "Examine parts for damage or excessive wear, using micrometers and gauges."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Weld or solder broken parts and structural members, using electric or gas welders and soldering tools."
type = "Core"
iwa = "4.A.3.a.2.ai"

[[tasks]]
text = "Research, order, and maintain parts inventory for services and repairs."
type = "Core"
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Rewire electrical or electronic systems."
iwa = "4.A.3.a.2.ah"

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

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

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

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

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

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

[[activities]]
name = "Inspect mechanical equipment to locate damage, defects, or wear."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Operate transportation equipment to demonstrate function or malfunction."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Troubleshoot equipment or systems operation problems."
iwa = "4.A.2.b.1.b"

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

[[activities]]
name = "Dismantle heavy equipment or machinery."
iwa = "4.A.3.a.2.s"

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

[[activities]]
name = "Inspect mechanical components of vehicles to identify problems."
iwa = "4.A.1.b.2.d"

[[activities]]
name = "Schedule repair, installation or maintenance activities."
iwa = "4.A.2.b.5.b"

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

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

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

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

[[activities]]
name = "Align equipment or machinery."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Solder parts or connections between parts."
iwa = "4.A.3.a.2.ai"

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

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

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

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

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.76

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 4

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 4

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.62

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.5

[[capabilities]]
name = "Equipment Selection"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.38

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.29

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.06

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.01

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Foreign Language"
type = "Common 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 Word"
category = "Word processing software"
hot = true
inDemand = false

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

[[tools]]
example = "Fleet management software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 5

[[workContext]]
name = "Exposed to Contaminants"
value = 4.69

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.66

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.65

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.64

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.55

[[workContext]]
name = "Frequency of Decision Making"
value = 4.5

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.49

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 4.49

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.44

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.44

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.34

[[workContext]]
name = "Telephone Conversations"
value = 4.33

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.3

[[workContext]]
name = "Contact With Others"
value = 4.27

[[workContext]]
name = "Spend Time Standing"
value = 4.23

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.21

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.2

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.13

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 4.1

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.06

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.01

[[workContext]]
name = "Time Pressure"
value = 3.93

[[workContext]]
name = "E-Mail"
value = 3.9

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.83

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.76

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.74

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.68

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.62

[[workContext]]
name = "Consequence of Error"
value = 3.58

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.53

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.52

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 3.5

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.5

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.4

[[workContext]]
name = "Written Letters and Memos"
value = 3.1

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.08

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.07

[[workContext]]
name = "Physical Proximity"
value = 2.9

[[workContext]]
name = "Exposed to High Places"
value = 2.79

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.6

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.16

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 5.03

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.35

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.54

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.88

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.03

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.74

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.7

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.64

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.6

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 1.6

[[relatedRoles]]
socCode = "49-9041.00"
slug = "role-49-9041-00"
title = "Industrial Machinery Mechanics"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "49-9043.00"
slug = "role-49-9043-00"
title = "Maintenance Workers, Machinery"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-3043.00"
slug = "role-49-3043-00"
title = "Rail Car 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 = "51-2031.00"
slug = "role-51-2031-00"
title = "Engine and Other Machine Assemblers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3041.00"
slug = "role-49-3041-00"
title = "Farm Equipment Mechanics and Service Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7041.00"
slug = "role-53-7041-00"
title = "Hoist and Winch Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9044.00"
slug = "role-49-9044-00"
title = "Millwrights"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7021.00"
slug = "role-53-7021-00"
title = "Crane and Tower Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2073.00"
slug = "role-47-2073-00"
title = "Operating Engineers and Other Construction Equipment Operators"
tier = "Supplemental"

[[relatedRoles]]
socCode = "47-5022.00"
slug = "role-47-5022-00"
title = "Excavating and Loading Machine and Dragline Operators, Surface Mining"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Agriculture, Agriculture Operations, and Related Sciences"
slug = "agriculture-agriculture-operations-and-related-sciences"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.4
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.169815
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7082888
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.258737
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
