entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-6062-00"
socCode = "51-6062.00"
title = "Textile Cutting Machine Setters, Operators, and Tenders"
summary = "Set up, operate, or tend machines that cut textiles."
aliases = ["Cutter", "Cutter Operator", "Fabric Cutter", "Spreader", "Automated Cutting Machine Operator", "CNC Cutting Operator (Computer Numerical Control Cutting Operator)", "Die Cut Operator", "Laser Operator", "Spread Cutter", "Textile Slitting Machine Operator", "Automatic Die Cutting Machine Operator", "Automatic Folding Machine 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 = "High School Diploma"
percentage = 67.69

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 32.31

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

[market]
medianWage = 37940
meanWage = 38500
pct10Wage = 27230
pct25Wage = 32380
pct75Wage = 43710
pct90Wage = 49080
employment = 8960
areaTitle = "U.S."

[industries]
count = 9

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 7420
medianWage = 38030
lq = 10

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 690
medianWage = 38910
lq = 1.97

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
medianWage = 37940
lq = 0.42

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 190
medianWage = 37940
lq = 1.23

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 170
medianWage = 37290
lq = 0.19

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 160
medianWage = 28200
lq = 0.62

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 140
medianWage = 37500
lq = 0.33

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 70
medianWage = 37500

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
medianWage = 31200

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 7420
lq = 10

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 690
lq = 1.97

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 190
lq = 1.23

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 160
lq = 0.62

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
lq = 0.42

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 140
lq = 0.33

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 170
lq = 0.19

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

[aiOutlook.index]
value = 26
percentile = 24
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 17
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 34
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.95
percentile = 89
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 = 0.10714285714285714
beta = 0.1607142857142857
gamma = 0.21428571428571427

[aiOutlook.bls]
growthPercent = -11.7
growthPercentile = 4
direction = "Declining"
annualOpeningsThousands = 1
annualOpeningsPercentile = 15
employment2024Thousands = 9.3
employment2034Thousands = 8.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.022949
percentile = 17
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 = 0.1125743953801398
percentile = 34
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 = "Program electronic equipment."
usagePercent = 0.1373203127246733
importance = 4.21

[[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 = 470
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 67.87
augmentationShare = 27.24
workUsePercent = 50.21
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37.23

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 30.64

[[aiPlaybook.collaboration]]
label = "learning"
percent = 15.96

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 11.28

[[aiPlaybook.collaboration]]
label = "none"
percent = 3.62

[[aiPlaybook.useCase]]
label = "work"
percent = 50.21

[[aiPlaybook.useCase]]
label = "personal"
percent = 25.53

[[aiPlaybook.useCase]]
label = "coursework"
percent = 24.26

[[aiPlaybook.delegatedTasks]]
task = "Program electronic equipment."
usagePercent = 0.04700587573446681
collaboration = "directive"
autonomyMedian = 4
sampleCount = 470

[[aiPlaybook.boundaryTasks]]
task = "Program electronic equipment."
humanNeededPercent = 70.63829787234043
sampleCount = 470

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: program electronic equipment. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 18
skills = 36
capabilities = 120
tools = 8
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5d8026eb7c9ca6c4"

[[tasks]]
text = "Thread yarn, thread, or fabric through guides, needles, and rollers of machines."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Operate machines to cut multiple layers of fabric into parts for articles such as canvas goods, house furnishings, garments, hats, or stuffed toys."
type = "Supplemental"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Adjust cutting techniques to types of fabrics and styles of garments."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Inspect products to ensure that the quality standards and specifications are met."
type = "Core"
iwa = "4.A.1.a.2.k"

[[tasks]]
text = "Place patterns on top of layers of fabric and cut fabric following patterns, using electric or manual knives, cutters, or computer numerically controlled cutting devices."
type = "Core"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Program electronic equipment."
type = "Supplemental"
iwa = "4.A.3.b.1.a"

[[tasks]]
text = "Study guides, samples, charts, and specification sheets or confer with supervisors or engineering staff to determine set-up requirements."
type = "Supplemental"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Start machines, monitor operations, and make adjustments as needed."
type = "Core"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Stop machines when specified amounts of product have been produced."
type = "Supplemental"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Adjust machine controls, such as heating mechanisms, tensions, or speeds, to produce specified products."
type = "Core"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Record information about work completed and machine settings."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Notify supervisors of mechanical malfunctions."
type = "Core"
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Cut fabrics."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Position patterns on equipment, materials, or workpieces."
iwa = "4.A.3.a.2.v"

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

[[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"

[[activities]]
name = "Set equipment controls to meet cutting specifications."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Inspect production equipment."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Operate textile cutting or production equipment."
iwa = "4.A.3.a.3.l"

[[activities]]
name = "Exchange information with colleagues."
iwa = "4.A.4.a.2.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 = "Study blueprints or other instructions to determine equipment setup requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Conduct test runs of production equipment."
iwa = "4.A.1.b.2.l"

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

[[activities]]
name = "Install mechanical components in production equipment."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Program equipment to perform production tasks."
iwa = "4.A.3.b.1.a"

[[activities]]
name = "Feed materials or products into or through equipment."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Inspect products or operations to ensure that standards are met."
iwa = "4.A.1.a.2.k"

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

[[activities]]
name = "Inspect textile products."
iwa = "4.A.1.b.2.f"

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.62

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.12

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

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

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

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

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

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3

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

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

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

[[capabilities]]
name = "Response Orientation"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Critical Thinking"
family = "essential_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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.88

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

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

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

[[skills]]
name = "Visualization"
type = "Specialized 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 = "Equipment Maintenance"
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 = "Time Management"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 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 = "HAISEN SoftWare System"
category = "Industrial control software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.7

[[workContext]]
name = "Spend Time Standing"
value = 4.37

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.36

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.29

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.1

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.04

[[workContext]]
name = "Time Pressure"
value = 3.88

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.72

[[workContext]]
name = "Exposed to Contaminants"
value = 3.69

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.57

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.53

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.5

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.39

[[workContext]]
name = "Contact With Others"
value = 3.35

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.27

[[workContext]]
name = "Consequence of Error"
value = 3.26

[[workContext]]
name = "Physical Proximity"
value = 3.16

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.14

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.07

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.84

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.83

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.82

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.75

[[workContext]]
name = "Frequency of Decision Making"
value = 2.68

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.66

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.58

[[workContext]]
name = "Degree of Automation"
value = 2.56

[[workContext]]
name = "Conflict Situations"
value = 2.48

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.43

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 2.34

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.3

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.13

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.12

[[workContext]]
name = "Level of Competition"
value = 2.09

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.06

[[workContext]]
name = "Exposed to High Places"
value = 2

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.98

[[workContext]]
name = "Telephone Conversations"
value = 1.88

[[workContext]]
name = "Spend Time Sitting"
value = 1.81

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.75

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.36

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.49

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.29

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.05

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.17

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.11

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.95

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.67

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.56

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.55

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.51

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 1.46

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.27

[[relatedRoles]]
socCode = "51-9032.00"
slug = "role-51-9032-00"
title = "Cutting and Slicing Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-7042.00"
slug = "role-51-7042-00"
title = "Woodworking Machine Setters, Operators, and Tenders, Except Sawing"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4033.00"
slug = "role-51-4033-00"
title = "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4031.00"
slug = "role-51-4031-00"
title = "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9031.00"
slug = "role-51-9031-00"
title = "Cutters and Trimmers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4035.00"
slug = "role-51-4035-00"
title = "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
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 = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4081.00"
slug = "role-51-4081-00"
title = "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4194.00"
slug = "role-51-4194-00"
title = "Tool Grinders, Filers, and Sharpeners"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-7041.00"
slug = "role-51-7041-00"
title = "Sawing Machine Setters, Operators, and Tenders, Wood"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.95
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.022949
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7846009
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.116033
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
