entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9041-00"
socCode = "51-9041.00"
title = "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
summary = "Set up, operate, or tend machines, such as glass-forming machines, plodder machines, and tuber machines, to shape and form products such as glassware, food, rubber, soap, brick, tile, clay, wax, tobacco, or cosmetics."
aliases = ["Extruder Operator", "Extrusion Operator", "Machine Operator", "Press Operator", "Glass Forming Crew Member", "Tuber Operator", "Abrasive Wheel Molder", "Air Bag Curer", "Alfalfa Dehydrator Operator", "Arch Cushion Press Operator", "Artificial Log Machine Operator", "Auger Press 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 = 78.21

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.07

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.77

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 3.9

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 0.72

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.33

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

[market]
medianWage = 45130
meanWage = 47040
pct10Wage = 34790
pct25Wage = 38410
pct75Wage = 51970
pct90Wage = 64660
employment = 57310
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 53230
medianWage = 45590
lq = 11.22

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1790
medianWage = 34630
lq = 0.53

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1730
medianWage = 38860
lq = 0.77

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1490
medianWage = 33200
lq = 1.51

[[industries.top]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 200
medianWage = 36550
lq = 27.01

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 160
medianWage = 36800
lq = 0.03

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 110
medianWage = 50050
lq = 0.04

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 60
medianWage = 37580

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 60
medianWage = 40160

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 60
medianWage = 43840

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 50
medianWage = 45100

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
medianWage = 41920

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 200
lq = 27.01

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 53230
lq = 11.22

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1490
lq = 1.51

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1730
lq = 0.77

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1790
lq = 0.53

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 110
lq = 0.04

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 160
lq = 0.03

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 16
percentile = 13
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 10
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 21
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.93
percentile = 84
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 = 0.07500000000000001
beta = 0.07500000000000001
gamma = 0.07500000000000001

[aiOutlook.bls]
growthPercent = 2
growthPercentile = 40
direction = "About average"
annualOpeningsThousands = 5.2
annualOpeningsPercentile = 49
employment2024Thousands = 57.3
employment2034Thousands = 58.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.042151
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 = 0.07500000000000001
percentile = 10
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 = 0.07665590132528649
percentile = 21
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 = 7
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "d1f3d079d6413f4a"

[[tasks]]
text = "Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Press control buttons to activate machinery and equipment."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Activate machines to shape or form products, such as candy bars, light bulbs, balloons, or insulation panels."
type = "Supplemental"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Monitor machine operations and observe lights and gauges to detect malfunctions."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Notify supervisors when extruded filaments fail to meet standards."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Clear jams, and remove defective or substandard materials or products."
type = "Core"
iwa = "4.A.3.a.2.an"

[[tasks]]
text = "Record and maintain production data, such as meter readings, and quantities, types, and dimensions of materials produced."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Select and install machine components, such as dies, molds, and cutters, according to specifications, using hand tools and measuring devices."
type = "Supplemental"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Review work orders, specifications, or instructions to determine materials, ingredients, procedures, components, settings, and adjustments for extruding, forming, pressing, or compacting machines."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Turn controls to adjust machine functions, such as regulating air pressure, creating vacuums, and adjusting coolant flow."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Clean dies, arbors, compression chambers, and molds, using swabs, sponges, or air hoses."
type = "Core"
iwa = "4.A.3.a.1.c"

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

[[activities]]
name = "Adjust temperature controls of ovens or other heating equipment."
iwa = "4.A.3.a.2.i"

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

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

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

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

[[activities]]
name = "Monitor equipment operation to ensure proper functioning."
iwa = "4.A.1.a.2.a"

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

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

[[activities]]
name = "Study blueprints or other instructions to determine equipment setup 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 = "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 = "Record operational or production data."
iwa = "4.A.3.b.6.h"

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

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

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

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

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

[[activities]]
name = "Apply parting agents or other solutions to molds."
iwa = "4.A.3.a.2.an"

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

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

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

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

[[activities]]
name = "Stack finished items for further processing or shipment."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Remove workpieces from molds."
iwa = "4.A.3.a.2.an"

[[activities]]
name = "Measure ingredients or substances to be used in production processes."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Cut industrial materials in preparation for fabrication or processing."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Send information, materials or documentation."
iwa = "4.A.4.c.1.e"

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

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

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

[[activities]]
name = "Connect supply lines to production equipment or tools."
iwa = "4.A.3.a.2.ah"

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.75

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.67

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

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

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

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

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

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.13

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

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Geography"
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 = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

[[tools]]
example = "Production scheduling software"
category = "Materials requirements planning logistics and supply chain 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 = 5

[[workContext]]
name = "Spend Time Standing"
value = 4.55

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.43

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.36

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.34

[[workContext]]
name = "Exposed to Contaminants"
value = 4.28

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.2

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.16

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.09

[[workContext]]
name = "Contact With Others"
value = 4.05

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.04

[[workContext]]
name = "Time Pressure"
value = 3.92

[[workContext]]
name = "Frequency of Decision Making"
value = 3.78

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.66

[[workContext]]
name = "Physical Proximity"
value = 3.64

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.64

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.62

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.59

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.55

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.54

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.52

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.33

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.32

[[workContext]]
name = "Degree of Automation"
value = 3.23

[[workContext]]
name = "Consequence of Error"
value = 3.2

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.12

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.06

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.03

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.02

[[workContext]]
name = "Telephone Conversations"
value = 2.88

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.84

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.83

[[workContext]]
name = "Conflict Situations"
value = 2.73

[[workContext]]
name = "Exposed to High Places"
value = 2.69

[[workContext]]
name = "Level of Competition"
value = 2.64

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.36

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.35

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.33

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.15

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

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.12

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.62

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.81

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.23

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.19

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.18

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.14

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.82

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.63

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.44

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.34

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.28

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.26

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.26

[[relatedRoles]]
socCode = "51-6091.00"
slug = "role-51-6091-00"
title = "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
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 = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9191.00"
slug = "role-51-9191-00"
title = "Adhesive Bonding Machine Operators and Tenders"
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-Long"

[[relatedRoles]]
socCode = "51-4072.00"
slug = "role-51-4072-00"
title = "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9111.00"
slug = "role-51-9111-00"
title = "Packaging and Filling Machine Operators and Tenders"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-9021.00"
slug = "role-51-9021-00"
title = "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-9051.00"
slug = "role-51-9051-00"
title = "Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.93
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.042151
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7834548
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.137883
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
