entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-4031-00"
socCode = "51-4031.00"
title = "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
summary = "Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material."
aliases = ["Machine Operator", "Press Operator", "Saw Operator", "Setup Operator", "Die Setter", "Fabrication Operator", "Machine Setter", "Press Brake Operator", "Punch Press Operator", "Slitter Operator", "Adjuster", "Angle Shear Operator"]
emergingTasks = []

[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 = 63.43

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 34.85

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 0.86

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.86

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

[market]
medianWage = 45590
meanWage = 47060
pct10Wage = 35000
pct25Wage = 38400
pct75Wage = 52150
pct90Wage = 62650
employment = 174430
areaTitle = "U.S."

[industries]
count = 17

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 154400
medianWage = 45810
lq = 10.69

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 11340
medianWage = 46420
lq = 1.66

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6590
medianWage = 36060
lq = 0.64

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5730
medianWage = 36240
lq = 1.91

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 3190
medianWage = 46270
lq = 10.86

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 800
medianWage = 47520
lq = 0.09

[[industries.top]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 380
medianWage = 39780
lq = 16.86

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 330
medianWage = 46410
lq = 0.03

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 320
medianWage = 39200
lq = 0.1

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 190
medianWage = 82530
lq = 0.13

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 190
medianWage = 42730
lq = 0.02

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 190
medianWage = 41170
lq = 0.06

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 380
lq = 16.86

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 3190
lq = 10.86

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 154400
lq = 10.69

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5730
lq = 1.91

[[industries.concentrated]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 190
lq = 1.85

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 11340
lq = 1.66

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6590
lq = 0.64

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 190
lq = 0.13

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 15
percentile = 12
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 5
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 23
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.78
percentile = 63
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
beta = 0.01
gamma = 0.02

[aiOutlook.bls]
growthPercent = -12.1
growthPercentile = 4
direction = "Declining"
annualOpeningsThousands = 14.4
annualOpeningsPercentile = 72
employment2024Thousands = 174.7
employment2034Thousands = 153.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.036569
percentile = 16
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 = 0.02
percentile = 5
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 = 0.08091224092923416
percentile = 23
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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 1
totalSample = 31
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 48.39
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 48.39

[[aiPlaybook.useCase]]
label = "coursework"
percent = 54.84

[[aiPlaybook.delegatedTasks]]
task = "Measure completed workpieces to verify conformance to specifications, using micrometers, gauges, calipers, templates, or rulers."
usagePercent = 0.0031003875484435553
collaboration = "directive"
autonomyMedian = 3
sampleCount = 31

[[aiPlaybook.boundaryTasks]]
task = "Measure completed workpieces to verify conformance to specifications, using micrometers, gauges, calipers, templates, or rulers."
humanNeededPercent = 96.7741935483871
sampleCount = 31

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: measure completed workpieces to verify conformance to specifications, using micrometers, gauges, calipers, templates, or rulers. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 31
skills = 36
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "16501a173ff6672a"

[[tasks]]
text = "Measure completed workpieces to verify conformance to specifications, using micrometers, gauges, calipers, templates, or rulers."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Examine completed workpieces for defects, such as chipped edges or marred surfaces and sort defective pieces according to types of flaws."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Lubricate workpieces with oil."
type = "Supplemental"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Read work orders or production schedules to determine specifications, such as materials to be used, locations of cutting lines, or dimensions and tolerances."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Install, align, and lock specified punches, dies, cutting blades, or other fixtures in rams or beds of machines, using gauges, templates, feelers, shims, and hand tools."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Start machines, monitor their operations, and record operational data."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material."
type = "Core"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Adjust ram strokes of presses to specified lengths, using hand tools."
type = "Supplemental"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Position, align, and secure workpieces against fixtures or stops on machine beds or on dies."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Load workpieces, plastic material, or chemical solutions into machines."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Test and adjust machine speeds or actions, according to product specifications, using gauges and hand tools."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Set stops on machine beds, change dies, and adjust components, such as rams or power presses, when making multiple or successive passes."
type = "Supplemental"
iwa = "4.A.3.a.2.at"

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

[[activities]]
name = "Inspect metal, plastic, or composite products."
iwa = "4.A.1.b.2.f"

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

[[activities]]
name = "Read work orders or other instructions to determine product specifications or materials requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Review blueprints or other instructions to determine operational methods or sequences."
iwa = "4.A.1.a.1.b"

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

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

[[activities]]
name = "Monitor equipment operation to ensure that products are not flawed."
iwa = "4.A.1.a.2.a"

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

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

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

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

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

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

[[activities]]
name = "Operate metal or plastic forming equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Set equipment guides, stops, spacers, or other fixtures."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Adjust equipment controls to regulate coolant flow."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Apply lubricants or coolants to workpieces."
iwa = "4.A.3.b.5.a"

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

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

[[activities]]
name = "Plan production or operational procedures or sequences."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Smooth metal surfaces or edges."
iwa = "4.A.3.a.2.o"

[[activities]]
name = "Operate grinding equipment."
iwa = "4.A.3.a.3.l"

[[activities]]
name = "Sharpen cutting or grinding tools."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Disassemble equipment for maintenance or repair."
iwa = "4.A.3.a.2.s"

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

[[activities]]
name = "Select production equipment according to product specifications."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Heat material or workpieces to prepare for or complete production."
iwa = "4.A.3.a.2.m"

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

[[activities]]
name = "Operate forklifts or other loaders."
iwa = "4.A.3.a.3.h"

[[activities]]
name = "Weld metal components."
iwa = "4.A.3.a.2.ai"

[[activities]]
name = "Braze metal parts or components."
iwa = "4.A.3.a.2.ai"

[[activities]]
name = "Operate welding equipment."
iwa = "4.A.3.a.2.ai"

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.5

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.25

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

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

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.25

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

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3

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

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

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3

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

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

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

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

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

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

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.96

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.95

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.75

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Geography"
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 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 = "Automated inventory software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Computerized numerical control CNC software"
category = "Industrial control software"
hot = false
inDemand = false

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

[[tools]]
example = "Striker Systems SS-Punch"
category = "Computer aided manufacturing CAM 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 = 4.86

[[workContext]]
name = "Exposed to Contaminants"
value = 4.74

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.71

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.64

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

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.46

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.37

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.33

[[workContext]]
name = "Time Pressure"
value = 4.14

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.13

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.04

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.89

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.77

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

[[workContext]]
name = "Consequence of Error"
value = 3.65

[[workContext]]
name = "Physical Proximity"
value = 3.45

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.2

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.16

[[workContext]]
name = "Contact With Others"
value = 3.12

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.12

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.06

[[workContext]]
name = "Frequency of Decision Making"
value = 3.05

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.04

[[workContext]]
name = "Conflict Situations"
value = 3.03

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.01

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 2.94

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.86

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.69

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.68

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.57

[[workContext]]
name = "Spend Time Sitting"
value = 2.57

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.43

[[workContext]]
name = "Degree of Automation"
value = 2.42

[[workContext]]
name = "Freedom to Make Decisions"
value = 2.36

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.34

[[workContext]]
name = "Level of Competition"
value = 2.27

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.26

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.03

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.86

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 1.71

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.86

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.5

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.3

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.55

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.44

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.44

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.25

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.22

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.96

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.6

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.28

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.14

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.1

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.08

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

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

[[relatedRoles]]
socCode = "51-4035.00"
slug = "role-51-4035-00"
title = "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
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 = "51-4023.00"
slug = "role-51-4023-00"
title = "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4022.00"
slug = "role-51-4022-00"
title = "Forging Machine Setters, Operators, and Tenders, Metal and Plastic"
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 = "51-9022.00"
slug = "role-51-9022-00"
title = "Grinding and Polishing Workers, Hand"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-4111.00"
slug = "role-51-4111-00"
title = "Tool and Die Makers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4034.00"
slug = "role-51-4034-00"
title = "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-6062.00"
slug = "role-51-6062-00"
title = "Textile Cutting Machine Setters, Operators, and Tenders"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Precision Production"
slug = "precision-production"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.78
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.036569
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.6893845
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.149575
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
