entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9198-00"
socCode = "51-9198.00"
title = "Helpers--Production Workers"
summary = "Help production workers by performing duties requiring less skill. Duties include supplying or holding materials or tools, and cleaning work area and equipment."
aliases = ["Helper", "Material Handler", "Press Helper", "Abrasive Mixer Helper", "Acid Filler", "Air and Water Filler", "Aircraft Machinist Helper", "Alodize Machine Helper", "Anglesmith Helper", "Animal Stunner", "Annealer Helper", "Apron Cleaner"]
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 = 49.3

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 32.24

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 17.63

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.83

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

[market]
medianWage = 38220
meanWage = 40080
pct10Wage = 30060
pct25Wage = 34390
pct75Wage = 44980
pct90Wage = 52120
employment = 167490
areaTitle = "U.S."

[industries]
count = 32

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 119580
medianWage = 38690
lq = 8.63

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 17940
medianWage = 34970
lq = 1.83

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 15430
medianWage = 34510
lq = 5.36

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 6070
medianWage = 35380
lq = 0.93

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 5890
medianWage = 38810
lq = 0.67

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5310
medianWage = 40860
lq = 1.1

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 2970
medianWage = 38140
lq = 10.53

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 2910
medianWage = 37920
lq = 0.17

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2180
medianWage = 37030
lq = 0.19

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1800
medianWage = 46500
lq = 0.22

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 1580
medianWage = 38390
lq = 0.5

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1300
medianWage = 38510
lq = 2.09

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 2970
lq = 10.53

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 119580
lq = 8.63

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 15430
lq = 5.36

[[industries.concentrated]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 250
lq = 2.54

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1300
lq = 2.09

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 17940
lq = 1.83

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 260
lq = 1.4

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 5310
lq = 1.1

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

[aiOutlook.index]
value = 9
percentile = 5
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

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

[[aiOutlook.index.components]]
percentile = 3
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.66
percentile = 56
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 = 0.044444444444444446
beta = 0.08888888888888889
gamma = 0.13333333333333333

[aiOutlook.bls]
growthPercent = -8.9
growthPercentile = 7
direction = "Declining"
annualOpeningsThousands = 23.6
annualOpeningsPercentile = 80
employment2024Thousands = 168.5
employment2034Thousands = 153.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.411304
percentile = 6
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 = 0.13333333333333333
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 = 0.021475905400428694
percentile = 3
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 = "Record information, such as the number of products tested, meter readings, or dates and times of product production."
usagePercent = 0.019411771955843867
importance = 3.75

[[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 = 70
autonomyMedian = 2
dominantCollaboration = "directive"
automationShare = 64
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 64

[[aiPlaybook.useCase]]
label = "personal"
percent = 70

[[aiPlaybook.delegatedTasks]]
task = "Record information, such as the number of products tested, meter readings, or dates and times of product production."
usagePercent = 0.005000625078134767
collaboration = "directive"
autonomyMedian = 2
sampleCount = 50

[[aiPlaybook.boundaryTasks]]
task = "Record information, such as the number of products tested, meter readings, or dates and times of product production."
humanNeededPercent = 98
sampleCount = 50

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: record information, such as the number of products tested, meter readings, or dates and times of product production. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 30
skills = 40
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "ed3a6fb373854ed2"

[[tasks]]
text = "Count finished products to determine if product orders are complete."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Load and unload items from machines, conveyors, and conveyances."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Operate machinery used in the production process, or assist machine operators."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Place products in equipment or on work surfaces for further processing, inspecting, or wrapping."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Examine products to verify conformance to quality standards."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Separate products according to weight, grade, size, or composition of materials used to produce them."
type = "Supplemental"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Mark or tag identification on parts."
type = "Supplemental"
iwa = "4.A.1.b.1.a"

[[tasks]]
text = "Turn valves to regulate flow of liquids or air, to reverse machines, to start pumps, or to regulate equipment."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Start machines or equipment to begin production processes."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Mix ingredients according to specified procedures or formulas."
type = "Supplemental"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions."
type = "Core"
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Operate industrial equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Inspect work to ensure standards are met."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Watch operating equipment to detect malfunctions."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Notify others of equipment repair or maintenance needs."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Lift materials or workpieces using cranes or other lifting equipment."
iwa = "4.A.3.a.3.h"

[[activities]]
name = "Count finished products or workpieces."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Mark products, workpieces, or equipment with identifying information."
iwa = "4.A.1.b.1.a"

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

[[activities]]
name = "Remove products or workpieces from production equipment."
iwa = "4.A.3.a.2.an"

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

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

[[activities]]
name = "Lubricate production equipment."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Sort materials or products for processing, storing, shipping, or grading."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Adjust equipment controls to regulate flow of water, cleaning solutions, or other liquids."
iwa = "4.A.3.a.2.i"

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

[[activities]]
name = "Move products, materials, or equipment between work areas."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Signal others to coordinate work activities."
iwa = "4.A.4.b.1.b"

[[activities]]
name = "Prepare materials for processing."
iwa = "4.A.3.a.2.m"

[[activities]]
name = "Weigh finished products."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Mix substances to create chemical solutions."
iwa = "4.A.3.a.1.a"

[[activities]]
name = "Mount attachments or tools onto production equipment."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Clean workpieces or finished products."
iwa = "4.A.3.a.1.h"

[[activities]]
name = "Trim excess material from workpieces."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Replace worn equipment components."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Repair production equipment or tools."
iwa = "4.A.3.b.4.c"

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.05

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

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

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

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

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

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

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

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 2.75

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.75

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

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 2.75

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.74

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.74

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.69

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.62

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.62

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

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

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

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

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

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

[[skills]]
name = "Adobe Photoshop"
type = "Specialized Skill"

[[skills]]
name = "Adobe InDesign"
type = "Specialized Skill"

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Operational Databases"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[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 PowerPoint"
category = "Presentation 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 = "Operational databases"
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 = 4.94

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.62

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.31

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.17

[[workContext]]
name = "Time Pressure"
value = 4.09

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.06

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.89

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.88

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.87

[[workContext]]
name = "Contact With Others"
value = 3.84

[[workContext]]
name = "Spend Time Standing"
value = 3.75

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.74

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.69

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.54

[[workContext]]
name = "Frequency of Decision Making"
value = 3.52

[[workContext]]
name = "Exposed to Contaminants"
value = 3.51

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.47

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.47

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.39

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.38

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.21

[[workContext]]
name = "Physical Proximity"
value = 3.17

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.17

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.17

[[workContext]]
name = "Consequence of Error"
value = 3.13

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.99

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.98

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.9

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.88

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.87

[[workContext]]
name = "Level of Competition"
value = 2.76

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

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.57

[[workContext]]
name = "Exposed to High Places"
value = 2.19

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.18

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.17

[[workContext]]
name = "Written Letters and Memos"
value = 2.16

[[workContext]]
name = "Conflict Situations"
value = 2.15

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.12

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.12

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.54

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.32

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.4

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.06

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.49

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.33

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.01

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.89

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.67

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.6

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.38

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.3

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.23

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.19

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.14

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.11

[[relatedRoles]]
socCode = "49-9098.00"
slug = "role-49-9098-00"
title = "Helpers--Installation, Maintenance, and Repair Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-5081.00"
slug = "role-47-5081-00"
title = "Helpers--Extraction Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-3012.00"
slug = "role-47-3012-00"
title = "Helpers--Carpenters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-3011.00"
slug = "role-47-3011-00"
title = "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-3014.00"
slug = "role-47-3014-00"
title = "Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "53-7064.00"
slug = "role-53-7064-00"
title = "Packers and Packagers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9191.00"
slug = "role-51-9191-00"
title = "Adhesive Bonding Machine 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 = "51-7042.00"
slug = "role-51-7042-00"
title = "Woodworking Machine Setters, Operators, and Tenders, Except Sawing"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.66
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.411304
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.337081
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.35537
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
