entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9023-00"
socCode = "51-9023.00"
title = "Mixing and Blending Machine Setters, Operators, and Tenders"
summary = "Set up, operate, or tend machines to mix or blend materials, such as chemicals, tobacco, liquids, color pigments, or explosive ingredients."
aliases = ["Blender", "Machine Operator", "Mixer", "Mixer Operator", "Batchmaker", "Blending Technician (Blending Tech)", "Ink Blender", "Issuing Operator", "Operator", "Stock Preparation Operator (Stock Prep Operator)", "Abrasive Mixer", "Acetylene Cylinder Packing Mixer"]
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 = 80.32

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 11.87

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 6.3

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.51

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

[market]
medianWage = 47680
meanWage = 49990
pct10Wage = 35000
pct25Wage = 39800
pct75Wage = 57940
pct90Wage = 67570
employment = 100840
areaTitle = "U.S."

[industries]
count = 15

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 82210
medianWage = 48100
lq = 9.85

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8620
medianWage = 47540
lq = 2.18

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4570
medianWage = 37310
lq = 0.77

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3180
medianWage = 36810
lq = 1.83

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1270
medianWage = 48030
lq = 0.24

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1180
medianWage = 51260
lq = 3.15

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1080
medianWage = 39010
lq = 0.11

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 580
medianWage = 56370
lq = 0.08

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 470
medianWage = 49840
lq = 0.26

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 380
medianWage = 47200
lq = 0.08

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 330
medianWage = 39100
lq = 1.19

[[industries.top]]
naics = "456110"
slug = "456110"
title = "Pharmacies and Drug Retailers"
level = "National industry"
employment = 200
medianWage = 40860
lq = 0.43

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 82210
lq = 9.85

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1180
lq = 3.15

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8620
lq = 2.18

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3180
lq = 1.83

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 330
lq = 1.19

[[industries.concentrated]]
naics = "238110"
slug = "238110"
title = "Poured Concrete Foundation and Structure Contractors"
level = "National industry"
employment = 140
lq = 0.83

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4570
lq = 0.77

[[industries.concentrated]]
naics = "456110"
slug = "456110"
title = "Pharmacies and Drug Retailers"
level = "National industry"
employment = 200
lq = 0.43

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

[aiOutlook.index]
value = 21
percentile = 18
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 25
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 15
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 22
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.83
percentile = 68
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 = 0.1111111111111111
beta = 0.1111111111111111
gamma = 0.1111111111111111

[aiOutlook.bls]
growthPercent = -6.8
growthPercentile = 9
direction = "Declining"
annualOpeningsThousands = 8.8
annualOpeningsPercentile = 60
employment2024Thousands = 101.1
employment2034Thousands = 94.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.819664
percentile = 25
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 = 0.1111111111111111
percentile = 15
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 = 0.07824783416111356
percentile = 22
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.usageTasks]]
task = "Record operational or production data on specified forms."
usagePercent = 0.0020541557625231607
importance = 4.41

[[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 = 20
skills = 37
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 = "36e3899ae9e4aab8"

[[tasks]]
text = "Weigh or measure materials, ingredients, or products to ensure conformance to requirements."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Read work orders to determine production specifications or information."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Observe production or monitor equipment to ensure safe and efficient operation."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Mix or blend ingredients by starting machines and mixing for specified times."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures."
type = "Core"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Examine materials, ingredients, or products visually or with hands to ensure conformance to established standards."
type = "Core"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Compound or process ingredients or dyes, according to formulas."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Operate or tend machines to mix or blend any of a wide variety of materials, such as spices, dough batter, tobacco, fruit juices, chemicals, livestock feed, food products, color pigments, or explosive ingredients."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Dump or pour specified amounts of materials into machinery or equipment."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Record operational or production data on specified forms."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Collect samples of materials or products for laboratory testing."
type = "Core"
iwa = "4.A.3.a.2.b"

[[tasks]]
text = "Unload mixtures into containers or onto conveyors for further processing."
type = "Core"
iwa = "4.A.3.a.1.f"

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

[[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 = "Test chemical or physical characteristics of materials or products."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Operate cooking, baking, or other food preparation equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Operate mixing equipment."
iwa = "4.A.3.a.3.f"

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

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

[[activities]]
name = "Operate pumping systems or equipment."
iwa = "4.A.3.a.3.b"

[[activities]]
name = "Collect samples of materials or products for testing."
iwa = "4.A.3.a.2.b"

[[activities]]
name = "Mix substances to create chemical solutions."
iwa = "4.A.3.a.1.a"

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

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

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

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

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

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.31

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

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

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

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.96

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Operational Databases"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[skills]]
name = "Telecommunications"
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 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

[[tools]]
example = "Operational databases"
category = "Data base user interface and query 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 = 4.69

[[workContext]]
name = "Time Pressure"
value = 4.68

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.63

[[workContext]]
name = "Exposed to Contaminants"
value = 4.62

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.62

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.53

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.53

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.5

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.47

[[workContext]]
name = "Frequency of Decision Making"
value = 4.29

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.26

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.25

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.24

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.18

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.09

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.03

[[workContext]]
name = "Contact With Others"
value = 3.92

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.78

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.77

[[workContext]]
name = "Consequence of Error"
value = 3.67

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.65

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.63

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.63

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.46

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.4

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.28

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.17

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.06

[[workContext]]
name = "Exposed to High Places"
value = 2.99

[[workContext]]
name = "Level of Competition"
value = 2.87

[[workContext]]
name = "Conflict Situations"
value = 2.77

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.7

[[workContext]]
name = "Physical Proximity"
value = 2.67

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.55

[[workContext]]
name = "Degree of Automation"
value = 2.53

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.49

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.44

[[workContext]]
name = "Written Letters and Memos"
value = 2.31

[[workContext]]
name = "Telephone Conversations"
value = 2.07

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.56

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.37

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.24

[[personFit]]
name = "Dependability"
family = "work_style"
value = 3

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.47

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.43

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.32

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.26

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.11

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.94

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.73

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.66

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.39

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.3

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.29

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 1.25

[[relatedRoles]]
socCode = "51-9012.00"
slug = "role-51-9012-00"
title = "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-3092.00"
slug = "role-51-3092-00"
title = "Food Batchmakers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9192.00"
slug = "role-51-9192-00"
title = "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-9041.00"
slug = "role-51-9041-00"
title = "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "51-6061.00"
slug = "role-51-6061-00"
title = "Textile Bleaching and Dyeing Machine Operators and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9011.00"
slug = "role-51-9011-00"
title = "Chemical Equipment Operators and Tenders"
tier = "Primary-Long"

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

[[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 = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.83
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.819664
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.556771
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.940904
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
