entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9193-00"
socCode = "51-9193.00"
title = "Cooling and Freezing Equipment Operators and Tenders"
summary = "Operate or tend equipment such as cooling and freezing units, refrigerators, batch freezers, and freezing tunnels, to cool or freeze products, food, blood plasma, and chemicals."
aliases = ["Freezer Operator", "Freezer Person", "Refrigeration Operator", "Refrigeration Technician", "Certified Refrigeration Operator", "Compressor Operator", "Engine Room Operator", "Ice Cream Maker", "Machine Operator", "Ammonia Refrigeration Worker", "Batch Freezer", "Batch Freezer 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 = 7.31

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.48

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

[market]
medianWage = 40160
meanWage = 44290
pct10Wage = 33710
pct25Wage = 36150
pct75Wage = 49150
pct90Wage = 62760
employment = 6590
areaTitle = "U.S."

[industries]
count = 8

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5540
medianWage = 39780
lq = 10.16

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 430
medianWage = 43930
lq = 1.36

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 240
medianWage = 45370
lq = 0.93

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 130
medianWage = 37950
lq = 0.34

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
medianWage = 37950
lq = 1.06

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 60

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 50
medianWage = 47340

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
medianWage = 38460

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5540
lq = 10.16

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 430
lq = 1.36

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
lq = 1.06

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 240
lq = 0.93

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 130
lq = 0.34

[aiOutlook]
teleworkable = false
usageTasks = []

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

[[aiOutlook.index.components]]
percentile = 19
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 11
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 33
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 = 0.08
beta = 0.08
gamma = 0.08

[aiOutlook.bls]
growthPercent = 7.2
growthPercentile = 86
direction = "Growing fast"
annualOpeningsThousands = 0.8
annualOpeningsPercentile = 12
employment2024Thousands = 7.1
employment2034Thousands = 7.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.9604952
percentile = 19
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 = 0.08
percentile = 11
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 = 0.11039222779987634
percentile = 33
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 = 18
skills = 35
capabilities = 120
tools = 5
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1939a95d2ced886b"

[[tasks]]
text = "Record temperatures, amounts of materials processed, or test results on report forms."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary."
type = "Core"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions."
type = "Supplemental"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Load and position wrapping paper, sticks, bags, or cartons into dispensing machines."
type = "Supplemental"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers."
type = "Supplemental"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking."
type = "Supplemental"
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
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 = "Record operational or production data."
iwa = "4.A.3.b.6.h"

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

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

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

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

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

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

[[activities]]
name = "Assemble electromechanical or hydraulic systems."
iwa = "4.A.3.a.2.d"

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

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

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

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

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

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

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

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

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

[[activities]]
name = "Sterilize food cooking or processing equipment."
iwa = "4.A.3.a.1.c"

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

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.85

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.25

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

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Reaction Time"
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 = "Mathematics"
family = "knowledge"
value = 3.08

[[capabilities]]
name = "Public Safety and Security"
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 = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation Software"
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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Google Gmail"
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 = 4.99

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.69

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.52

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.33

[[workContext]]
name = "Spend Time Standing"
value = 4.32

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.16

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.09

[[workContext]]
name = "Time Pressure"
value = 4.06

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.05

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.05

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.02

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.96

[[workContext]]
name = "Frequency of Decision Making"
value = 3.89

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.89

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.87

[[workContext]]
name = "Contact With Others"
value = 3.83

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.82

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.74

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.74

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.67

[[workContext]]
name = "Written Letters and Memos"
value = 3.61

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.6

[[workContext]]
name = "Exposed to Contaminants"
value = 3.56

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.54

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.53

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.44

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.41

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.21

[[workContext]]
name = "Level of Competition"
value = 3.2

[[workContext]]
name = "Degree of Automation"
value = 2.98

[[workContext]]
name = "Physical Proximity"
value = 2.95

[[workContext]]
name = "Consequence of Error"
value = 2.91

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.85

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.83

[[workContext]]
name = "Exposed to High Places"
value = 2.82

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.8

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.58

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.4

[[workContext]]
name = "Spend Time Sitting"
value = 2.39

[[workContext]]
name = "Conflict Situations"
value = 2.27

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.99

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.61

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.29

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.13

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.81

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.32

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.17

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.73

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.7

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.51

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.41

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.36

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.31

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

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

[[relatedRoles]]
socCode = "51-4191.00"
slug = "role-51-4191-00"
title = "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-3091.00"
slug = "role-51-3091-00"
title = "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-3093.00"
slug = "role-51-3093-00"
title = "Food Cooking Machine Operators and Tenders"
tier = "Primary-Long"

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

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

[[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 = "51-8021.00"
slug = "role-51-8021-00"
title = "Stationary Engineers and Boiler Operators"
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 = "51-9023.00"
slug = "role-51-9023-00"
title = "Mixing and Blending Machine Setters, 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 = -0.9604952
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.6569152
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.03085
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
