entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-3032-00"
socCode = "53-3032.00"
title = "Heavy and Tractor-Trailer Truck Drivers"
summary = "Drive a tractor-trailer combination or a truck with a capacity of at least 26,001 pounds Gross Vehicle Weight (GVW). May be required to unload truck. Requires commercial drivers' license. Includes tow truck drivers."
aliases = ["Driver", "Line Haul Driver", "Over the Road Driver (OTR Driver)", "Truck Driver", "CDL Driver (Commercial Driver's License Driver)", "Log Truck Driver", "Production Truck Driver", "Road Driver", "Semi Truck Driver", "Tractor Trailer Driver", "Armored Truck Driver", "Automotive Carrier Driver (Auto Carrier Driver)"]
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 = 54.34

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 25.9

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 18.51

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.24

[educationLevel]
category = "Postsecondary nondegree award"
slug = "postsecondary-nondegree-award"

[market]
medianWage = 57440
meanWage = 58400
pct10Wage = 38640
pct25Wage = 47230
pct75Wage = 65520
pct90Wage = 78800
employment = 2070480
areaTitle = "U.S."

[industries]
count = 42

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1183530
medianWage = 59200
lq = 11.92

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 268970
medianWage = 57260
lq = 3.32

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 159360
medianWage = 54860
lq = 0.93

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 133840
medianWage = 54170
lq = 1.23

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 111170
medianWage = 53620
lq = 0.92

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 70560
medianWage = 48850
lq = 0.34

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 32730
medianWage = 55720
lq = 4.25

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 29640
medianWage = 55690
lq = 0.93

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 17040
medianWage = 60320
lq = 0.12

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 13550
medianWage = 48610
lq = 2.38

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 12670
medianWage = 48620
lq = 0.21

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12100
medianWage = 48170
lq = 0.34

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1183530
lq = 11.92

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 32730
lq = 4.25

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 268970
lq = 3.32

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 13550
lq = 2.38

[[industries.concentrated]]
naics = "238110"
slug = "238110"
title = "Poured Concrete Foundation and Structure Contractors"
level = "National industry"
employment = 5460
lq = 1.57

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 2230
lq = 1.46

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 133840
lq = 1.23

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 3180
lq = 1.01

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

[aiOutlook.index]
value = 31
percentile = 29
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 36
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 45
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.79
percentile = 64
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 = 0.19230769230769232
beta = 0.27884615384615385
gamma = 0.3653846153846154

[aiOutlook.bls]
growthPercent = 4
growthPercentile = 64
direction = "About average"
annualOpeningsThousands = 237.6
annualOpeningsPercentile = 99
employment2024Thousands = 2235.1
employment2034Thousands = 2324.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.149057
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 = 0.3653846153846154
percentile = 36
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 = 0.13797202006115283
percentile = 45
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 = "Read and interpret maps to determine vehicle routes."
usagePercent = 0.007703084109461853
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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 2
totalSample = 69
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 40.48
augmentationShare = 38.1
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 40.48

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.1

[[aiPlaybook.useCase]]
label = "personal"
percent = 95.24

[[aiPlaybook.delegatedTasks]]
task = "Read and interpret maps to determine vehicle routes."
usagePercent = 0.004200525065633205
collaboration = "directive"
autonomyMedian = 4
sampleCount = 42

[[aiPlaybook.boundaryTasks]]
task = "Read and interpret maps to determine vehicle routes."
humanNeededPercent = 97.61904761904762
sampleCount = 42

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: read and interpret maps to determine vehicle routes. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 29
skills = 36
capabilities = 120
tools = 20
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "995e52ae69d8d4fc"

[[tasks]]
text = "Follow appropriate safety procedures for transporting dangerous goods."
type = "Supplemental"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Secure cargo for transport, using ropes, blocks, chain, binders, or covers."
type = "Supplemental"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Check all load-related documentation for completeness and accuracy."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Inspect loads to ensure that cargo is secure."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Check vehicles to ensure that mechanical, safety, and emergency equipment is in good working order."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Obtain receipts or signatures for delivered goods and collect payment for services when required."
type = "Core"
iwa = "4.A.4.c.3.d"

[[tasks]]
text = "Crank trailer landing gear up or down to safely secure vehicles."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Maintain logs of working hours or of vehicle service or repair status, following applicable state and federal regulations."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Read bills of lading to determine assignment details."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Report vehicle defects, accidents, traffic violations, or damage to the vehicles."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Perform basic vehicle maintenance tasks, such as adding oil, fuel, or radiator fluid, performing minor repairs, or washing trucks."
type = "Core"
iwa = "4.A.3.b.4.e"

[[tasks]]
text = "Couple or uncouple trailers by changing trailer jack positions, connecting or disconnecting air or electrical lines, or manipulating fifth-wheel locks."
type = "Core"
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Follow safety procedures for vehicle operation."
iwa = "4.A.3.a.4.a"

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

[[activities]]
name = "Record operational or production data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Record service or repair activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Collect fares or payment from customers."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Operate vehicles or material-moving equipment."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Secure cargo."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Review work orders or schedules to determine operations or procedures."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Report vehicle or equipment malfunctions."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Notify others of emergencies, problems, or hazards."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Read maps to determine routes."
iwa = "4.A.1.a.1.b"

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

[[activities]]
name = "Verify information or specifications."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Inspect cargo areas for cleanliness or condition."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Maintain vehicles in good working condition."
iwa = "4.A.3.b.4.e"

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

[[activities]]
name = "Remove debris or damaged materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Monitor cargo area conditions."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Direct material handling or moving activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Install parts, assemblies, or attachments in transportation or material handling equipment."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Operate green energy production equipment."
iwa = "4.A.3.a.3.g"

[[activities]]
name = "Choose optimal transportation routes or speeds."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Adjust routes or speeds as necessary."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Inspect cargo to ensure it is properly loaded or secured."
iwa = "4.A.1.a.2.b"

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

[[activities]]
name = "Operate communications equipment or systems."
iwa = "4.A.3.a.3.j"

[[activities]]
name = "Load shipments, belongings, or materials."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Package materials or products."
iwa = "4.A.3.a.2.ap"

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 4.12

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 4.02

[[capabilities]]
name = "Spatial Orientation"
family = "ability"
value = 3.88

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.88

[[capabilities]]
name = "Response Orientation"
family = "ability"
value = 3.88

[[capabilities]]
name = "Rate Control"
family = "ability"
value = 3.88

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.87

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.69

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 3.5

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

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

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

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.05

[[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 = "Troubleshooting"
family = "transferable_skill"
value = 3

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3

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

[[capabilities]]
name = "Night Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Peripheral Vision"
family = "ability"
value = 3

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

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

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

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

[[skills]]
name = "Deductive Reasoning"
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 = "Reading Comprehension"
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 = "Information Ordering"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Foreign Language"
type = "Common 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 = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "3M Post-it App"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "ADP ezLaborManager"
category = "Time accounting software"
hot = false
inDemand = false

[[tools]]
example = "ALK Technologies PC*Miler"
category = "Route navigation software"
hot = false
inDemand = false

[[tools]]
example = "Computerized inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "ddlsoftware.com drivers daily log program DDL"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Eko"
category = "Desktop communications software"
hot = false
inDemand = false

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

[[tools]]
example = "Fog Line Software Truckn Pro"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "MarcoSoft Quo Vadis"
category = "Route navigation software"
hot = false
inDemand = false

[[tools]]
example = "Omnitracs Performance Monitoring"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "YouTube"
category = "Video creation and editing software"
hot = false
inDemand = false

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.95

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.76

[[workContext]]
name = "Frequency of Decision Making"
value = 4.64

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.49

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.42

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.35

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.26

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.24

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

[[workContext]]
name = "Contact With Others"
value = 4.17

[[workContext]]
name = "Spend Time Sitting"
value = 4.16

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.06

[[workContext]]
name = "Consequence of Error"
value = 4.03

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.99

[[workContext]]
name = "Telephone Conversations"
value = 3.97

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.88

[[workContext]]
name = "Exposed to Contaminants"
value = 3.86

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.75

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.74

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.65

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.61

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.6

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.54

[[workContext]]
name = "E-Mail"
value = 3.31

[[workContext]]
name = "Level of Competition"
value = 3.27

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.17

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.11

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.06

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

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.81

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 2.73

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.7

[[workContext]]
name = "Physical Proximity"
value = 2.61

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.56

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.53

[[workContext]]
name = "Conflict Situations"
value = 2.47

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.46

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.45

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.43

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.38

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 7

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.2

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.1

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.79

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.62

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.11

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.92

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.86

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

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 1.64

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 1.5

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.48

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 1.44

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.34

[[relatedRoles]]
socCode = "53-7051.00"
slug = "role-53-7051-00"
title = "Industrial Truck and Tractor Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-3033.00"
slug = "role-53-3033-00"
title = "Light Truck Drivers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7121.00"
slug = "role-53-7121-00"
title = "Tank Car, Truck, and Ship Loaders"
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 = "47-5044.00"
slug = "role-47-5044-00"
title = "Loading and Moving Machine Operators, Underground Mining"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7081.00"
slug = "role-53-7081-00"
title = "Refuse and Recyclable Material Collectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-3054.00"
slug = "role-53-3054-00"
title = "Taxi Drivers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-4013.00"
slug = "role-53-4013-00"
title = "Rail Yard Engineers, Dinkey Operators, and Hostlers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7062.00"
slug = "role-53-7062-00"
title = "Laborers and Freight, Stock, and Material Movers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-3053.00"
slug = "role-53-3053-00"
title = "Shuttle Drivers and Chauffeurs"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-4022.00"
slug = "role-53-4022-00"
title = "Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Transportation and Materials Moving"
slug = "transportation-and-materials-moving"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.79
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.149057
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.287732
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.400404
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
