entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-3091-00"
socCode = "51-3091.00"
title = "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
summary = "Operate or tend food or tobacco roasting, baking, or drying equipment, including hearth ovens, kiln driers, roasters, char kilns, and vacuum drying equipment."
aliases = ["Coffee Roaster", "Machine Operator", "Roaster", "Roasterman", "Bean Roaster", "Line Operator", "Oven Operator", "Oven Technician", "Roast Master", "Roaster Operator", "Automatic Oven Operator", "Bakery Production Associate"]
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 = 60.77

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 22.77

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 10.81

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 5.65

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 42730
meanWage = 44140
pct10Wage = 32390
pct25Wage = 36610
pct75Wage = 48680
pct90Wage = 60070
employment = 19500
areaTitle = "U.S."

[industries]
count = 8

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14880
medianWage = 43110
lq = 9.22

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1970
medianWage = 39890
lq = 2.58

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 950
medianWage = 45760
lq = 0.53

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 730
medianWage = 39260
lq = 13.63

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 700
medianWage = 36170
lq = 0.35

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
medianWage = 33280
lq = 0.19

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 210
medianWage = 33280
lq = 0.63

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
medianWage = 41480

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 730
lq = 13.63

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14880
lq = 9.22

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1970
lq = 2.58

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 210
lq = 0.63

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 950
lq = 0.53

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 700
lq = 0.35

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
lq = 0.19

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 17
percentile = 14
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 9
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.91
percentile = 81
band = "High"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.06666666666666667
beta = 0.06666666666666667
gamma = 0.06666666666666667

[aiOutlook.bls]
growthPercent = 0.6
growthPercentile = 29
direction = "About average"
annualOpeningsThousands = 2.4
annualOpeningsPercentile = 31
employment2024Thousands = 20.7
employment2034Thousands = 20.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.758859
percentile = 27
band = "Low"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.06666666666666667
percentile = 9
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 = 0.06392860671827247
percentile = 16
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 = 19
skills = 33
capabilities = 120
tools = 2
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6fc638bbbeb83509"

[[tasks]]
text = "Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Take product samples during or after processing for laboratory analyses."
type = "Supplemental"
iwa = "4.A.3.a.2.b"

[[tasks]]
text = "Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Test products for moisture content, using moisture meters."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Weigh or measure products, using scale hoppers or scale conveyors."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets."
type = "Supplemental"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Signal coworkers to synchronize flow of materials."
type = "Core"
iwa = "4.A.4.b.1.b"

[[tasks]]
text = "Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Inspect food products."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Evaluate quality of food ingredients or prepared foods."
iwa = "4.A.2.a.1.e"

[[activities]]
name = "Monitor instruments to ensure proper production conditions."
iwa = "4.A.1.a.2.a"

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

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

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

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

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

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

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

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

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

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

[[activities]]
name = "Position raw materials on processing or production equipment."
iwa = "4.A.3.a.2.f"

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

[[activities]]
name = "Signal others to coordinate work activities."
iwa = "4.A.4.b.1.b"

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.58

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Critical Thinking"
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 = "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 = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.05

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.04

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

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

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

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

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

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3

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

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

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

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

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet 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 = 4.82

[[workContext]]
name = "Spend Time Standing"
value = 4.78

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.39

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.36

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.36

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.32

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.2

[[workContext]]
name = "Time Pressure"
value = 4.03

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.98

[[workContext]]
name = "Contact With Others"
value = 3.95

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.83

[[workContext]]
name = "Consequence of Error"
value = 3.75

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.72

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.58

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

[[workContext]]
name = "Frequency of Decision Making"
value = 3.49

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.41

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.35

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.29

[[workContext]]
name = "Exposed to Contaminants"
value = 3.26

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.22

[[workContext]]
name = "Degree of Automation"
value = 3.22

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.16

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.93

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.8

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.75

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.73

[[workContext]]
name = "Conflict Situations"
value = 2.72

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.61

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.52

[[workContext]]
name = "Physical Proximity"
value = 2.38

[[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 = "Level of Competition"
value = 2.33

[[workContext]]
name = "Telephone Conversations"
value = 2.25

[[workContext]]
name = "Written Letters and Memos"
value = 2.16

[[workContext]]
name = "E-Mail"
value = 2.14

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.13

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.12

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.86

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.16

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.76

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.35

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 2.16

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.16

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.16

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.87

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.83

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.76

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.63

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.6

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.51

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.26

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

[[relatedRoles]]
socCode = "51-3093.00"
slug = "role-51-3093-00"
title = "Food Cooking Machine 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 = "45-2041.00"
slug = "role-45-2041-00"
title = "Graders and Sorters, Agricultural Products"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "51-9023.00"
slug = "role-51-9023-00"
title = "Mixing and Blending Machine Setters, 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 = "51-9021.00"
slug = "role-51-9021-00"
title = "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-3011.00"
slug = "role-51-3011-00"
title = "Bakers"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.758859
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.6771246
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7900841
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
