entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9012-00"
socCode = "51-9012.00"
title = "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
summary = "Set up, operate, or tend continuous flow or vat-type equipment; filter presses; shaker screens; centrifuges; condenser tubes; precipitating, fermenting, or evaporating tanks; scrubbing towers; or batch stills. These machines extract, sort, or separate liquids, gases, or solids from other materials to recover a refined product. Includes dairy processing equipment operators."
aliases = ["Brewer", "Cellar Worker", "Machine Tender", "Pulper Operator", "Blender", "Digester Cook", "Paper Machine Tender", "Plant Operator", "Winemaker", "Absorber Operator", "Absorption Operator", "Acetone Recovery Worker"]
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 = 90.81

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 4.72

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.92

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.47

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 0.76

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 0.32

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

[market]
medianWage = 49500
meanWage = 53830
pct10Wage = 35810
pct25Wage = 41830
pct75Wage = 61350
pct90Wage = 75860
employment = 54200
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 43390
medianWage = 49910
lq = 9.67

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 4980
medianWage = 47390
lq = 1

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 2510
medianWage = 47080
lq = 1.33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1330
medianWage = 45880
lq = 0.63

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1190
medianWage = 41410
lq = 0.37

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 970
medianWage = 38640
lq = 6.52

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 890
medianWage = 38650
lq = 0.96

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 670
medianWage = 71810
lq = 3.32

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 570
medianWage = 62020
lq = 0.15

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 530
medianWage = 46110
lq = 0.1

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 130
medianWage = 50290
lq = 0.05

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 90
medianWage = 91020

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 43390
lq = 9.67

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 970
lq = 6.52

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 670
lq = 3.32

[[industries.concentrated]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 2510
lq = 1.33

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 4980
lq = 1

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 890
lq = 0.96

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1330
lq = 0.63

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1190
lq = 0.37

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 24
percentile = 22
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 20
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 31
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.88
percentile = 75
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 = 0.11428571428571428
beta = 0.14285714285714285
gamma = 0.17142857142857143

[aiOutlook.bls]
growthPercent = -4.3
growthPercentile = 14
direction = "Declining"
annualOpeningsThousands = 5.4
annualOpeningsPercentile = 50
employment2024Thousands = 54.4
employment2034Thousands = 52

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9379141
percentile = 20
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 = 0.17142857142857143
percentile = 22
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 = 0.1028406614003804
percentile = 31
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 = 20
skills = 37
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 = "eb9bc2085ef43b46"

[[tasks]]
text = "Dump, pour, or load specified amounts of refined or unrefined materials into equipment or containers for further processing or storage."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture."
type = "Core"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Start agitators, shakers, conveyors, pumps, or centrifuge machines."
type = "Core"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers."
type = "Supplemental"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

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

[[tasks]]
text = "Communicate processing instructions to other workers."
type = "Core"
iwa = "4.A.4.a.2.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 = "Monitor instruments to ensure proper production conditions."
iwa = "4.A.1.a.2.a"

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

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

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

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

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

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

[[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"

[[activities]]
name = "Exchange information with colleagues."
iwa = "4.A.4.a.2.c"

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

[[activities]]
name = "Install mechanical components in production equipment."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Repair production equipment or tools."
iwa = "4.A.3.b.4.c"

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

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

[[activities]]
name = "Position containers to receive materials or workpieces."
iwa = "4.A.3.a.2.v"

[[activities]]
name = "Assess compliance with environmental laws."
iwa = "4.A.2.a.3.b"

[[activities]]
name = "Maintain safety."
iwa = "4.A.3.a.1.k"

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

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

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

[[activities]]
name = "Assemble machine tools, parts, or fixtures."
iwa = "4.A.3.a.2.d"

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.75

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.29

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

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

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

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

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

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

[[capabilities]]
name = "Flexibility of Closure"
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 = "Static Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.09

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

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Gross Body Equilibrium"
family = "ability"
value = 3

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

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

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

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

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation 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 = 4.91

[[workContext]]
name = "Exposed to Contaminants"
value = 4.64

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.57

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.35

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.27

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.16

[[workContext]]
name = "Consequence of Error"
value = 4.13

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.99

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.99

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.94

[[workContext]]
name = "Telephone Conversations"
value = 3.84

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.83

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.82

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.66

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.61

[[workContext]]
name = "Frequency of Decision Making"
value = 3.59

[[workContext]]
name = "Conflict Situations"
value = 3.52

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.51

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.51

[[workContext]]
name = "Degree of Automation"
value = 3.5

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.49

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.43

[[workContext]]
name = "Spend Time Standing"
value = 3.34

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.33

[[workContext]]
name = "Exposed to High Places"
value = 3.3

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.27

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.23

[[workContext]]
name = "Contact With Others"
value = 3.21

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.12

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.09

[[workContext]]
name = "Written Letters and Memos"
value = 3.06

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.03

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.99

[[workContext]]
name = "Time Pressure"
value = 2.95

[[workContext]]
name = "Physical Proximity"
value = 2.91

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

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.52

[[workContext]]
name = "Spend Time Sitting"
value = 2.51

[[workContext]]
name = "Level of Competition"
value = 2.2

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.27

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.47

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.45

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.04

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

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.37

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.37

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.29

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.11

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.84

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.59

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 1.48

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 1.42

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

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.35

[[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 = "51-9023.00"
slug = "role-51-9023-00"
title = "Mixing and Blending Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "51-8091.00"
slug = "role-51-8091-00"
title = "Chemical Plant and System Operators"
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-Long"

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

[[relatedRoles]]
socCode = "51-4191.00"
slug = "role-51-4191-00"
title = "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic"
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 = "51-3091.00"
slug = "role-51-3091-00"
title = "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4051.00"
slug = "role-51-4051-00"
title = "Metal-Refining Furnace Operators and Tenders"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-9193.00"
slug = "role-51-9193-00"
title = "Cooling and Freezing Equipment Operators and Tenders"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Agriculture, Agriculture Operations, and Related Sciences"
slug = "agriculture-agriculture-operations-and-related-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.88
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.9379141
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5839289
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.048361
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
