entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-6031-00"
socCode = "51-6031.00"
title = "Sewing Machine Operators"
summary = "Operate or tend sewing machines to join, reinforce, decorate, or perform related sewing operations in the manufacture of garment or nongarment products."
aliases = ["Sample Maker", "Seamstress", "Sewer", "Sewing Machine Operator", "Line Closer", "Machine Operator", "Prototype Sewer", "Seamer", "Sew On Operator", "Zipper Machine Operator", "Appliquer", "Apron 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 = 52.93

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 41.37

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.97

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 0.72

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

[market]
medianWage = 36000
meanWage = 36680
pct10Wage = 26860
pct25Wage = 31200
pct75Wage = 40810
pct90Wage = 47060
employment = 109590
areaTitle = "U.S."

[industries]
count = 17

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 79690
medianWage = 36080
lq = 8.78

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 7410
medianWage = 35790
lq = 0.67

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 5660
medianWage = 36750
lq = 1.32

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 3660
medianWage = 29250
lq = 0.22

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3310
medianWage = 38750
lq = 0.43

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3310
medianWage = 32790
lq = 0.52

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2930
medianWage = 38410
lq = 0.93

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2710
medianWage = 32790
lq = 1.44

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1900
medianWage = 39280
lq = 0.36

[[industries.top]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 1270
medianWage = 35480
lq = 6

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 500
medianWage = 21620
lq = 0.05

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 330
medianWage = 24070
lq = 0.03

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 79690
lq = 8.78

[[industries.concentrated]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 1270
lq = 6

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2710
lq = 1.44

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 5660
lq = 1.32

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2930
lq = 0.93

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 7410
lq = 0.67

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3310
lq = 0.52

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3310
lq = 0.43

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 14
percentile = 10
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 19
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 16
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 7
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.89
percentile = 76
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 = 0.046511627906976744
beta = 0.08139534883720931
gamma = 0.11627906976744186

[aiOutlook.bls]
growthPercent = -10.8
growthPercentile = 5
direction = "Declining"
annualOpeningsThousands = 13
annualOpeningsPercentile = 68
employment2024Thousands = 124
employment2034Thousands = 110.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9639661
percentile = 19
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 = 0.11627906976744186
percentile = 16
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 = 0.04059497732897021
percentile = 7
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 = 26
skills = 35
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "65df4c996e4157de"

[[tasks]]
text = "Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Cut materials according to specifications, using blades, scissors, or electric knives."
type = "Supplemental"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Position items under needles, using marks on machines, clamps, templates, or cloth as guides."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Guide garments or garment parts under machine needles and presser feet to sew parts together."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match."
type = "Core"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Remove holding devices and finished items from machines."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Cut excess material or thread from finished products."
type = "Core"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Select supplies such as fasteners and thread, according to job requirements."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Examine and measure finished articles to verify conformance to standards, using rulers."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles."
type = "Core"
iwa = "4.A.3.a.2.e"

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

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

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

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

[[activities]]
name = "Compare physical characteristics of materials or products to specifications or standards."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Maneuver workpieces in equipment during production."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Operate sewing equipment."
iwa = "4.A.3.a.2.e"

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

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

[[activities]]
name = "Inspect garments for defects, damage, or stains."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Select production input materials."
iwa = "4.A.2.b.1.j"

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

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

[[activities]]
name = "Adjust fabrics or other materials during garment production."
iwa = "4.A.3.a.2.f"

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

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

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

[[activities]]
name = "Measure dimensions of completed products or workpieces to verify conformance to specifications."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Repair textiles or apparel."
iwa = "4.A.3.a.2.e"

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

[[activities]]
name = "Remove accessories, tools, or other parts from equipment."
iwa = "4.A.3.a.2.s"

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

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

[[activities]]
name = "Draw guide lines or markings on materials or workpieces using patterns or other references."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Attach decorative or functional accessories to products."
iwa = "4.A.3.a.2.ab"

[[activities]]
name = "Align parts or workpieces to ensure proper assembly."
iwa = "4.A.3.a.2.ao"

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.75

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3

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

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

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.75

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.75

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.75

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.75

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.72

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.62

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.62

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.53

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.5

[[capabilities]]
name = "Wrist-Finger Speed"
family = "ability"
value = 2.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.5

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.38

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

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

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.68

[[workContext]]
name = "Spend Time Sitting"
value = 4.44

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.44

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.98

[[workContext]]
name = "Time Pressure"
value = 3.76

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.57

[[workContext]]
name = "Contact With Others"
value = 3.55

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.52

[[workContext]]
name = "Physical Proximity"
value = 3.49

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.42

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.29

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.28

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.03

[[workContext]]
name = "Freedom to Make Decisions"
value = 3

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.96

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.87

[[workContext]]
name = "Exposed to Contaminants"
value = 2.81

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.73

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

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.66

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.63

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.61

[[workContext]]
name = "Level of Competition"
value = 2.59

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.47

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.32

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.11

[[workContext]]
name = "Conflict Situations"
value = 2.05

[[workContext]]
name = "Consequence of Error"
value = 1.89

[[workContext]]
name = "Degree of Automation"
value = 1.88

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.82

[[workContext]]
name = "Spend Time Standing"
value = 1.82

[[workContext]]
name = "Public Speaking"
value = 1.79

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.76

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.74

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.65

[[workContext]]
name = "Telephone Conversations"
value = 1.64

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.64

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.56

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.5

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.49

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.78

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.97

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.42

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.34

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

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.75

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

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 1.55

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.43

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.37

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.29

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

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.18

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.16

[[relatedRoles]]
socCode = "51-6042.00"
slug = "role-51-6042-00"
title = "Shoe Machine Operators and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6051.00"
slug = "role-51-6051-00"
title = "Sewers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6021.00"
slug = "role-51-6021-00"
title = "Pressers, Textile, Garment, and Related Materials"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "51-6063.00"
slug = "role-51-6063-00"
title = "Textile Knitting and Weaving Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-6062.00"
slug = "role-51-6062-00"
title = "Textile Cutting Machine Setters, Operators, and Tenders"
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 = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-6041.00"
slug = "role-51-6041-00"
title = "Shoe and Leather Workers and Repairers"
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 = "51-9191.00"
slug = "role-51-9191-00"
title = "Adhesive Bonding Machine Operators and Tenders"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.89
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.9639661
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.178801
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.272624
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
