entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-7011-00"
socCode = "53-7011.00"
title = "Conveyor Operators and Tenders"
summary = "Control or tend conveyors or conveyor systems that move materials or products to and from stockpiles, processing stations, departments, or vehicles. May control speed and routing of materials or products."
aliases = ["Chipper Operator", "Flumer", "Packaging Line Operator", "Process Operator", "Debarker Operator", "Line Operator", "Machine Operator", "Package Line Operator", "Packing Line Operator", "Strapper Operator", "Aerial Tram Operator", "Ash Conveyor Operator"]
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 = "Less than a High School Diploma"
percentage = 70.04

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 24.32

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 5.1

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 0.54

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

[market]
medianWage = 41230
meanWage = 44800
pct10Wage = 34940
pct25Wage = 37500
pct75Wage = 48640
pct90Wage = 60390
employment = 26060
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 12140
medianWage = 38650
lq = 9.72

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5900
medianWage = 49520
lq = 2.74

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 5010
medianWage = 42190
lq = 4.91

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1380
medianWage = 64130
lq = 14.24

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 700
medianWage = 37140
lq = 0.46

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 520
medianWage = 37140
lq = 1.16

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 170
medianWage = 40440
lq = 2.38

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 150
medianWage = 37580
lq = 0.06

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 130
medianWage = 97710
lq = 1.33

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 120
medianWage = 97710
lq = 9.96

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 80
medianWage = 45170

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
medianWage = 51120

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1380
lq = 14.24

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 120
lq = 9.96

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 12140
lq = 9.72

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 5010
lq = 4.91

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5900
lq = 2.74

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 170
lq = 2.38

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 130
lq = 1.33

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 520
lq = 1.16

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

[aiOutlook.index]
value = 19
percentile = 16
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 27
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 18
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 11
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 = 0.06896551724137931
beta = 0.10344827586206896
gamma = 0.13793103448275862

[aiOutlook.bls]
growthPercent = -3.4
growthPercentile = 15
direction = "Declining"
annualOpeningsThousands = 2.6
annualOpeningsPercentile = 34
employment2024Thousands = 29.1
employment2034Thousands = 28.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7554432
percentile = 27
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 = 0.13793103448275862
percentile = 18
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 = 0.0520867528463955
percentile = 11
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 = "Collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis."
usagePercent = 0.005546220558812534
importance = 4.56

[[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 = 55
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 40
workUsePercent = 43.64
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 40

[[aiPlaybook.useCase]]
label = "personal"
percent = 43.64

[[aiPlaybook.useCase]]
label = "work"
percent = 43.64

[[aiPlaybook.delegatedTasks]]
task = "Collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis."
usagePercent = 0.005500687585948244
collaboration = "directive"
autonomyMedian = 4
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis."
humanNeededPercent = 92.72727272727272
sampleCount = 55

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 20
skills = 34
capabilities = 120
tools = 7
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "82cfb050fa6de7b3"

[[tasks]]
text = "Observe packages moving along conveyors to identify packages, detect defective packaging, and perform quality control."
type = "Supplemental"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Collect samples of materials or products, checking them to ensure conformance to specifications or sending them to laboratories for analysis."
type = "Supplemental"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Inform supervisors of equipment malfunctions that need to be addressed."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Position deflector bars, gates, chutes, or spouts to divert flow of materials from one conveyor onto another conveyor."
type = "Supplemental"
iwa = "4.A.3.a.2.v"

[[tasks]]
text = "Observe conveyor operations and monitor lights, dials, and gauges to maintain specified operating levels and to detect equipment malfunctions."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Record production data such as weights, types, quantities, and storage locations of materials, as well as equipment performance problems and downtime."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Repair or replace equipment components or parts such as blades, rolls, and pumps."
type = "Supplemental"
iwa = "4.A.3.b.4.e"

[[tasks]]
text = "Load, unload, or adjust materials or products on conveyors by hand, by using lifts, hoists, and scoops, or by opening gates, chutes, or hoppers."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Manipulate controls, levers, and valves to start pumps, auxiliary equipment, or conveyors, and to adjust equipment positions, speeds, timing, and material flows."
type = "Supplemental"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Stop equipment or machinery and clear jams, using poles, bars, and hand tools, or remove damaged materials from conveyors."
type = "Core"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Weigh or measure materials and products, using scales or other measuring instruments, or read scales on conveyors that continually weigh products, to verify specified tonnages and prevent overloads."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Read production and delivery schedules, and confer with supervisors, to determine sorting and transfer procedures, arrangement of packages on pallets, and destinations of loaded pallets."
type = "Supplemental"
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Position material handling equipment."
iwa = "4.A.3.a.2.v"

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

[[activities]]
name = "Weigh materials to ensure compliance with specifications."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Control pumps or pumping equipment."
iwa = "4.A.3.a.3.b"

[[activities]]
name = "Operate conveyors or other industrial material moving equipment."
iwa = "4.A.3.a.3.f"

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

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

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

[[activities]]
name = "Clean machinery or equipment."
iwa = "4.A.3.a.1.c"

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

[[activities]]
name = "Monitor equipment gauges or displays to ensure proper operation."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Inspect material-moving equipment to detect problems."
iwa = "4.A.1.b.2.g"

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

[[activities]]
name = "Communicate with others to coordinate material handling or movement."
iwa = "4.A.4.a.2.c"

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

[[activities]]
name = "Test materials, solutions, or samples."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Collect samples for analysis or testing."
iwa = "4.A.3.a.2.b"

[[activities]]
name = "Load materials into equipment for processing."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Mark materials or objects for identification."
iwa = "4.A.1.b.1.a"

[[activities]]
name = "Move materials, equipment, or supplies."
iwa = "4.A.3.a.1.j"

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

[[activities]]
name = "Connect hoses to equipment or machinery."
iwa = "4.A.3.a.2.ah"

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

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

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

[[activities]]
name = "Monitor operational quality or safety."
iwa = "4.A.1.a.2.b"

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

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

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

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

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

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

[[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 = "Manual Dexterity"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.04

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.01

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

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

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

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

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

[[capabilities]]
name = "Rate Control"
family = "ability"
value = 3

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

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Industrial Control Software"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Control system software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Conveyor control software"
category = "Industrial control software"
hot = false
inDemand = false

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

[[tools]]
example = "Sortation software"
category = "Industrial control 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 = "Pace Determined by Speed of Equipment"
value = 4.58

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.42

[[workContext]]
name = "Exposed to Contaminants"
value = 4.37

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.36

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.35

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.18

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.17

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.09

[[workContext]]
name = "Time Pressure"
value = 4.05

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.03

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.94

[[workContext]]
name = "Frequency of Decision Making"
value = 3.92

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.85

[[workContext]]
name = "Spend Time Standing"
value = 3.73

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.53

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.48

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.48

[[workContext]]
name = "Contact With Others"
value = 3.43

[[workContext]]
name = "Level of Competition"
value = 3.43

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.39

[[workContext]]
name = "Consequence of Error"
value = 3.28

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.18

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.16

[[workContext]]
name = "Telephone Conversations"
value = 3.03

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.97

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.97

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.9

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.82

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.79

[[workContext]]
name = "Public Speaking"
value = 2.7

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.68

[[workContext]]
name = "Conflict Situations"
value = 2.65

[[workContext]]
name = "Spend Time Sitting"
value = 2.65

[[workContext]]
name = "Degree of Automation"
value = 2.62

[[workContext]]
name = "Written Letters and Memos"
value = 2.59

[[workContext]]
name = "Physical Proximity"
value = 2.48

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.48

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.31

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.13

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.95

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.89

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.9

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.67

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.58

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.27

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.14

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.86

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.56

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.31

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.21

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.2

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.2

[[relatedRoles]]
socCode = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
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 = "53-7051.00"
slug = "role-53-7051-00"
title = "Industrial Truck and Tractor Operators"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-6091.00"
slug = "role-51-6091-00"
title = "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
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 = "51-4023.00"
slug = "role-51-4023-00"
title = "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9021.00"
slug = "role-51-9021-00"
title = "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

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

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

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

[[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 = -0.7554432
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.4912384
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.8455815
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
