entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-4081-00"
socCode = "51-4081.00"
title = "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
summary = "Set up, operate, or tend more than one type of cutting or forming machine tool or robot."
aliases = ["CNC Machine Setter (Computer Numerically Controlled Machine Setter)", "Cell Technician", "Machine Operator", "Machine Technician", "Fabrication Set-Up Person", "Injection Molding Technician", "Mold Setter", "Production Operator", "Shear Operator", "Tooling Set-Up Person", "Automatic Wheel-Line Operator", "Ballistics Laboratory Gunsmith"]
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 = 81.65

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 7.64

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 5.64

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.94

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.13

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

[market]
medianWage = 46060
meanWage = 48590
pct10Wage = 34130
pct25Wage = 38320
pct75Wage = 56220
pct90Wage = 72850
employment = 129850
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 105600
medianWage = 47550
lq = 9.82

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 16530
medianWage = 36200
lq = 2.17

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 15530
medianWage = 36210
lq = 6.96

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 4670
medianWage = 46590
lq = 0.92

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 2730
medianWage = 44360
lq = 12.48

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 740
medianWage = 48150
lq = 0.08

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 340
medianWage = 29100
lq = 0.02

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 260
medianWage = 49850
lq = 0.04

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 250
medianWage = 56870
lq = 0.26

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 250
medianWage = 64310
lq = 0.11

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 140
medianWage = 54500
lq = 0.02

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 110
medianWage = 45850
lq = 0.1

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 2730
lq = 12.48

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 105600
lq = 9.82

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 15530
lq = 6.96

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 16530
lq = 2.17

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 4670
lq = 0.92

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 250
lq = 0.26

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 250
lq = 0.11

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 110
lq = 0.1

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 29
percentile = 28
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

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

[[aiOutlook.index.components]]
percentile = 44
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.91
percentile = 81
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 = 0.07692307692307693
beta = 0.10256410256410256
gamma = 0.1282051282051282

[aiOutlook.bls]
growthPercent = -0.5
growthPercentile = 24
direction = "Declining"
annualOpeningsThousands = 12.8
annualOpeningsPercentile = 68
employment2024Thousands = 131
employment2034Thousands = 130.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.74266
percentile = 27
band = "Low"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.1282051282051282
percentile = 17
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 = 0.13650066817320824
percentile = 44
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.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 = 118
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 58.47
augmentationShare = 18.64
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 58.47

[[aiPlaybook.collaboration]]
label = "learning"
percent = 18.64

[[aiPlaybook.useCase]]
label = "coursework"
percent = 60.17

[[aiPlaybook.useCase]]
label = "personal"
percent = 32.2

[[aiPlaybook.delegatedTasks]]
task = "Compute data such as gear dimensions and machine settings, applying knowledge of shop mathematics."
usagePercent = 0.01180147518439805
collaboration = "directive"
autonomyMedian = 3
sampleCount = 118

[[aiPlaybook.boundaryTasks]]
task = "Compute data such as gear dimensions and machine settings, applying knowledge of shop mathematics."
humanNeededPercent = 90.67796610169492
sampleCount = 118

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compute data such as gear dimensions and machine settings, applying knowledge of shop mathematics. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 21
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 = "f3e0c563b7ef3bc3"

[[tasks]]
text = "Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces."
type = "Core"
iwa = "4.A.3.a.3.l"

[[tasks]]
text = "Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Change worn machine accessories, such as cutting tools or brushes, using hand tools."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Set machine stops or guides to specified lengths as indicated by scales, rules, or templates."
type = "Core"
iwa = "4.A.3.a.2.at"

[[tasks]]
text = "Select the proper coolants and lubricants and start their flow."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools."
type = "Core"
iwa = "4.A.3.a.2.o"

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

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

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

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

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

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

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

[[activities]]
name = "Adjust equipment controls to regulate flow of production materials or products."
iwa = "4.A.3.a.2.i"

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

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

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

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

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

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

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

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

[[activities]]
name = "Instruct workers to use equipment or perform technical procedures."
iwa = "4.A.4.b.3.e"

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

[[activities]]
name = "Clear equipment jams."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Calculate dimensions of workpieces, products, or equipment."
iwa = "4.A.1.b.3.a"

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

[[activities]]
name = "Measure materials to mark reference points, cutting lines, or other indicators."
iwa = "4.A.1.b.3.a"

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

[[activities]]
name = "Write computer programming code."
iwa = "4.A.3.b.1.a"

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.11

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.94

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.88

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.27

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

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

[[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 = "Social Perceptiveness"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Biology"
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 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 = "Email software"
category = "Electronic mail 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 = 4.96

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.86

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.69

[[workContext]]
name = "Time Pressure"
value = 4.46

[[workContext]]
name = "Spend Time Standing"
value = 4.36

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.24

[[workContext]]
name = "Contact With Others"
value = 3.97

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.95

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.9

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.79

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.78

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.51

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.38

[[workContext]]
name = "E-Mail"
value = 3.32

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.31

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.18

[[workContext]]
name = "Consequence of Error"
value = 3.18

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.15

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.14

[[workContext]]
name = "Physical Proximity"
value = 3.07

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.02

[[workContext]]
name = "Exposed to Contaminants"
value = 3.02

[[workContext]]
name = "Degree of Automation"
value = 3.02

[[workContext]]
name = "Spend Time Walking or Running"
value = 3

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.93

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.89

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.88

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.79

[[workContext]]
name = "Frequency of Decision Making"
value = 2.78

[[workContext]]
name = "Conflict Situations"
value = 2.75

[[workContext]]
name = "Written Letters and Memos"
value = 2.73

[[workContext]]
name = "Level of Competition"
value = 2.62

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.26

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.24

[[workContext]]
name = "Telephone Conversations"
value = 2.05

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.98

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.87

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

[[workContext]]
name = "Public Speaking"
value = 1.78

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.89

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.59

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.25

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.45

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.57

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.47

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.27

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.19

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

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.65

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.57

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 1.25

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.24

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.18

[[relatedRoles]]
socCode = "51-4034.00"
slug = "role-51-4034-00"
title = "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
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 = "51-4194.00"
slug = "role-51-4194-00"
title = "Tool Grinders, Filers, and Sharpeners"
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 = "51-4031.00"
slug = "role-51-4031-00"
title = "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "51-9161.00"
slug = "role-51-9161-00"
title = "Computer Numerically Controlled Tool Operators"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "51-9022.00"
slug = "role-51-9022-00"
title = "Grinding and Polishing Workers, Hand"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.91
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.74266
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5758345
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.8448762
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
