entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-7064-00"
socCode = "53-7064.00"
title = "Packers and Packagers, Hand"
summary = "Pack or package by hand a wide variety of products and materials."
aliases = ["Bagger", "Packager", "Packer", "Selector Packer", "Crater", "Mini Shifter", "Pack Out Operator", "Packaging Specialist", "Picker and Packer", "Sacker", "Agricultural Produce Packer", "Ampoule Sealer"]
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 = 53.78

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 32.52

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 13.7

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

[market]
medianWage = 35580
meanWage = 36600
pct10Wage = 27050
pct25Wage = 31470
pct75Wage = 40960
pct90Wage = 46260
employment = 601440
areaTitle = "U.S."

[industries]
count = 26

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 155140
medianWage = 33370
lq = 2.55

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 141580
medianWage = 36570
lq = 2.84

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 121310
medianWage = 33460
lq = 3.44

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 97670
medianWage = 33430
lq = 9.45

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 89890
medianWage = 43170
lq = 3.12

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 53620
medianWage = 36630
lq = 2.28

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 22020
medianWage = 34330
lq = 13.33

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 4250
medianWage = 39090
lq = 0.08

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4220
medianWage = 34750
lq = 0.1

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 3180
medianWage = 32380
lq = 0.04

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2360
medianWage = 33850
lq = 0.22

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1840
medianWage = 35150
lq = 0.11

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 22020
lq = 13.33

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 97670
lq = 9.45

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 121310
lq = 3.44

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 89890
lq = 3.12

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 141580
lq = 2.84

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 155140
lq = 2.55

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 53620
lq = 2.28

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 150
lq = 1.93

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 12
percentile = 8
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 5
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 14
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 18
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.38
percentile = 43
band = "Moderate"
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 = 0.1
beta = 0.1
gamma = 0.1

[aiOutlook.bls]
growthPercent = -5.4
growthPercentile = 12
direction = "Declining"
annualOpeningsThousands = 74
annualOpeningsPercentile = 92
employment2024Thousands = 591.8
employment2034Thousands = 559.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.51362
percentile = 5
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 = 0.1
percentile = 14
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 = 0.06972382391305965
percentile = 18
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 = 12
skills = 33
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6d25733d03cd5b31"

[[tasks]]
text = "Examine and inspect containers, materials, or products to ensure that product quality and packing specifications are met."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Measure, weigh, and count products and materials."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Remove completed or defective products or materials, placing them on moving equipment, such as conveyors, or in specified areas, such as loading docks."
type = "Supplemental"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Record product, packaging, and order information on specified forms and records."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Seal containers or materials, using glues, fasteners, nails, and hand tools."
type = "Core"
iwa = "4.A.3.a.2.at"

[[tasks]]
text = "Assemble, line, and pad cartons, crates, and containers, using hand tools."
type = "Core"
iwa = "4.A.3.a.2.at"

[[tasks]]
text = "Obtain, move, and sort products, materials, containers, and orders, using hand tools."
type = "Core"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Place or pour products or materials into containers, using hand tools and equipment, or fill containers from spouts or chutes."
type = "Supplemental"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Mark and label containers, container tags, or products, using marking tools."
type = "Core"
iwa = "4.A.1.b.1.a"

[[tasks]]
text = "Load materials and products into package processing equipment."
type = "Supplemental"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Transport packages to customers' vehicles."
type = "Supplemental"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Clean containers, materials, supplies, or work areas, using cleaning solutions and hand tools."
type = "Core"
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Inspect cargo to ensure it is properly loaded or secured."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Inspect work to ensure standards are met."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Mark materials or objects for identification."
iwa = "4.A.1.b.1.a"

[[activities]]
name = "Measure product or material dimensions."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Weigh materials to ensure compliance with specifications."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Record details of deliveries or shipments."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Remove debris or damaged materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Move materials, equipment, or supplies."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Set up material handling gear or equipment, such as rigging, packaging, or temporary structures."
iwa = "4.A.3.a.2.at"

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

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

[[activities]]
name = "Sort materials or objects for processing or transport."
iwa = "4.A.2.a.2.b"

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.97

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.2

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

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.12

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

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

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.98

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 2.79

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.75

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.75

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 2.75

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 2.75

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.73

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.7

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.63

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.62

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.62

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 2.56

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.5

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 2.5

[[capabilities]]
name = "Stamina"
family = "ability"
value = 2.5

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 2.5

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 2.45

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.38

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.38

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 2.38

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 2.36

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 2.31

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[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 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 = "Inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.56

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.38

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

[[workContext]]
name = "Spend Time Standing"
value = 4.27

[[workContext]]
name = "Contact With Others"
value = 4.26

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.26

[[workContext]]
name = "Time Pressure"
value = 4.22

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.06

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.03

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.88

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.87

[[workContext]]
name = "Exposed to Contaminants"
value = 3.69

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.65

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.64

[[workContext]]
name = "Frequency of Decision Making"
value = 3.63

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.59

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.36

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.34

[[workContext]]
name = "Physical Proximity"
value = 3.33

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.33

[[workContext]]
name = "E-Mail"
value = 3.32

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.3

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.24

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.21

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.11

[[workContext]]
name = "Telephone Conversations"
value = 3.05

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.04

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.04

[[workContext]]
name = "Level of Competition"
value = 2.97

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.96

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.69

[[workContext]]
name = "Consequence of Error"
value = 2.58

[[workContext]]
name = "Written Letters and Memos"
value = 2.4

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.31

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.31

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.19

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.13

[[workContext]]
name = "Degree of Automation"
value = 2.12

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.04

[[workContext]]
name = "Conflict Situations"
value = 1.93

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.59

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.41

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.16

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.27

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.11

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.06

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.5

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.39

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.34

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.34

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.31

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.28

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.2

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.18

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.17

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

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

[[relatedRoles]]
socCode = "45-2041.00"
slug = "role-45-2041-00"
title = "Graders and Sorters, Agricultural Products"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-9032.00"
slug = "role-51-9032-00"
title = "Cutting and Slicing Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7062.00"
slug = "role-53-7062-00"
title = "Laborers and Freight, Stock, and Material Movers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9031.00"
slug = "role-51-9031-00"
title = "Cutters and Trimmers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5111.00"
slug = "role-43-5111-00"
title = "Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9198.00"
slug = "role-51-9198-00"
title = "Helpers--Production Workers"
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 = "Supplemental"

[[relatedRoles]]
socCode = "51-9195.00"
slug = "role-51-9195-00"
title = "Molders, Shapers, and Casters, Except Metal and Plastic"
tier = "Supplemental"

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.38
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.51362
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -2.100734
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.193372
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
