entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-7081-00"
socCode = "53-7081.00"
title = "Refuse and Recyclable Material Collectors"
summary = "Collect and dump refuse or recyclable materials from containers into truck. May drive truck."
aliases = ["Garbage Man", "Roll Off Truck Driver", "Sanitation Laborer", "Trash Collector", "Front Load Trash Truck Driver", "Recycle Driver", "Refuse Collector", "Roll Off Container Truck Driver", "Swamper", "Truck Driver", "Collector", "Disposal Man"]
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 = 81.47

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 11.19

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 5.74

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.6

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 48350
meanWage = 51210
pct10Wage = 31810
pct25Wage = 38330
pct75Wage = 61010
pct90Wage = 75200
employment = 139180
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 91490
medianWage = 49390
lq = 11.22

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3140
medianWage = 34970
lq = 1.31

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1240
medianWage = 52610
lq = 0.23

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 690
medianWage = 54640
lq = 0.1

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 520
medianWage = 35260
lq = 0.02

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 320
medianWage = 39070
lq = 0.03

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 140
medianWage = 45130
lq = 0.01

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 60
medianWage = 79570

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
medianWage = 48380

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 38800

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
medianWage = 53200

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 57400

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 91490
lq = 11.22

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3140
lq = 1.31

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1240
lq = 0.23

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 690
lq = 0.1

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 320
lq = 0.03

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 520
lq = 0.02

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 140
lq = 0.01

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 13
percentile = 9
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 8
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 6
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.93
percentile = 84
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 = 0.17857142857142855
beta = 0.19642857142857142
gamma = 0.21428571428571427

[aiOutlook.bls]
growthPercent = 0.9
growthPercentile = 31
direction = "About average"
annualOpeningsThousands = 16.9
annualOpeningsPercentile = 75
employment2024Thousands = 147.9
employment2034Thousands = 149.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.283373
percentile = 8
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 = 0.21428571428571427
percentile = 26
band = "Low"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.03527273796041175
percentile = 6
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 = 14
skills = 32
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "3e3684e0ae9a8503"

[[tasks]]
text = "Inspect trucks prior to beginning routes to ensure safe operating condition."
type = "Core"
iwa = "4.A.1.b.2.d"

[[tasks]]
text = "Drive trucks, following established routes, through residential streets or alleys or through business or industrial areas."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Refuel trucks or add other fluids, such as oil or brake fluid."
type = "Core"
iwa = "4.A.3.b.4.e"

[[tasks]]
text = "Dump refuse or recyclable materials at disposal sites."
type = "Core"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Fill out defective equipment reports."
type = "Core"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies."
type = "Core"
iwa = "4.A.3.a.3.h"

[[tasks]]
text = "Dismount garbage trucks to collect garbage and remount trucks to ride to the next collection point."
type = "Core"
iwa = "4.A.3.a.1.n"

[[tasks]]
text = "Operate equipment that compresses collected refuse."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Communicate with dispatchers concerning delays, unsafe sites, accidents, equipment breakdowns, or other maintenance problems."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Check road or weather conditions to determine how routes will be affected."
type = "Core"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Tag garbage or recycling containers to inform customers of problems, such as excess garbage or inclusion of items that are not permitted."
type = "Supplemental"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Clean trucks or compactor bodies after routes have been completed."
type = "Core"
iwa = "4.A.3.a.1.c"

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

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

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

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

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

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

[[activities]]
name = "Operate packing or other material processing equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Operate cranes, hoists, or other moving or lifting equipment."
iwa = "4.A.3.a.3.h"

[[activities]]
name = "Climb ladders or vehicles to perform duties."
iwa = "4.A.3.a.1.n"

[[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 = "Gather information about work conditions or locations."
iwa = "4.A.1.a.1.f"

[[activities]]
name = "Explain regulations, policies, or procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Clean vehicles or vehicle components."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Schedule operational activities."
iwa = "4.A.2.b.5.b"

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.88

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.8

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.75

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.75

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Stamina"
family = "ability"
value = 2.75

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 2.75

[[capabilities]]
name = "Glare Sensitivity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 2.75

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.62

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 2.62

[[capabilities]]
name = "Response Orientation"
family = "ability"
value = 2.62

[[capabilities]]
name = "Rate Control"
family = "ability"
value = 2.62

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 2.62

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "AMCS Platform"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Computerized maintenance management system CMMS"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Dossier 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 = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Routeware software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Squeegee"
category = "Cloud-based data access and sharing software"
hot = false
inDemand = false

[[tools]]
example = "WAM software"
category = "Compliance 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 = 4.99

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.89

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.68

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.32

[[workContext]]
name = "Exposed to Contaminants"
value = 4.3

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.22

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.15

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.91

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.73

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.73

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.68

[[workContext]]
name = "Contact With Others"
value = 3.61

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.58

[[workContext]]
name = "Spend Time Sitting"
value = 3.47

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.41

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.28

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.17

[[workContext]]
name = "Consequence of Error"
value = 3.17

[[workContext]]
name = "Spend Time Standing"
value = 3.09

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 2.96

[[workContext]]
name = "Frequency of Decision Making"
value = 2.95

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 2.93

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.92

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.92

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.92

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.91

[[workContext]]
name = "Telephone Conversations"
value = 2.8

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.78

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.78

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.78

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.66

[[workContext]]
name = "Level of Competition"
value = 2.65

[[workContext]]
name = "Physical Proximity"
value = 2.59

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.56

[[workContext]]
name = "Conflict Situations"
value = 2.44

[[workContext]]
name = "Degree of Automation"
value = 2.33

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 2.3

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.29

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.68

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 6.3

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.53

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.39

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.22

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.83

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.44

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.36

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.29

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 1.29

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.17

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.16

[[personFit]]
name = "Athletics"
family = "specific_interest_area"
value = 1.14

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 1.12

[[relatedRoles]]
socCode = "53-7062.04"
slug = "role-53-7062-04"
title = "Recycling and Reclamation Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4041.00"
slug = "role-47-4041-00"
title = "Hazardous Materials Removal Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-3032.00"
slug = "role-53-3032-00"
title = "Heavy and Tractor-Trailer Truck Drivers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-1042.01"
slug = "role-53-1042-01"
title = "Recycling Coordinators"
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 = "47-4071.00"
slug = "role-47-4071-00"
title = "Septic Tank Servicers and Sewer Pipe Cleaners"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "53-7061.00"
slug = "role-53-7061-00"
title = "Cleaners of Vehicles and Equipment"
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 = "47-2073.00"
slug = "role-47-2073-00"
title = "Operating Engineers and Other Construction Equipment Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7011.00"
slug = "role-53-7011-00"
title = "Conveyor Operators and Tenders"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.93
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.283373
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9049217
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.262763
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
