entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-6041-00"
socCode = "51-6041.00"
title = "Shoe and Leather Workers and Repairers"
summary = "Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles. May use hand tools."
aliases = ["Boot Maker", "Cobbler", "Shoe Maker", "Shoe Repairer", "Leather Worker", "Saddle and Harness Maker", "Shoe Cutter", "Shoe Repairman", "Stitcher", "Back Shoe Cutter", "Bench Hand", "Boot Repairer"]
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 = 56.39

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 43.61

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

[market]
medianWage = 35950
meanWage = 36280
pct10Wage = 25170
pct25Wage = 29400
pct75Wage = 41400
pct90Wage = 48090
employment = 7640
areaTitle = "U.S."

[industries]
count = 7

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5870
medianWage = 35040
lq = 9.28

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 690
medianWage = 39580
lq = 3.15

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 570
medianWage = 39310
lq = 0.74

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 460
medianWage = 38990
lq = 1.54

[[industries.top]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 150
medianWage = 40830
lq = 10.17

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 28420

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
medianWage = 28420

[[industries.concentrated]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 150
lq = 10.17

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5870
lq = 9.28

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 690
lq = 3.15

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 460
lq = 1.54

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 570
lq = 0.74

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 14
percentile = 10
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

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

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

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.52
percentile = 47
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
beta = 0.058823529411764705
gamma = 0.11764705882352941

[aiOutlook.bls]
growthPercent = -3.8
growthPercentile = 14
direction = "Declining"
annualOpeningsThousands = 0.9
annualOpeningsPercentile = 14
employment2024Thousands = 9.5
employment2034Thousands = 9.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.990912
percentile = 18
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 = 0.11764705882352941
percentile = 16
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 = 0.04687526626994123
percentile = 9
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 = 26
skills = 33
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 = "56fba5b784b6c316"

[[tasks]]
text = "Prepare inserts, heel pads, and lifts from casts of customers' feet."
type = "Supplemental"
iwa = "4.A.3.a.2.aj"

[[tasks]]
text = "Dress and otherwise finish boots or shoes, as by trimming the edges of new soles and heels to the shoe shape."
type = "Supplemental"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Attach insoles to shoe lasts, affix shoe uppers, and apply heels and outsoles."
type = "Supplemental"
iwa = "4.A.3.a.2.aj"

[[tasks]]
text = "Clean and polish shoes."
type = "Supplemental"
iwa = "4.A.3.a.1.h"

[[tasks]]
text = "Cement, nail, or sew soles and heels to shoes."
type = "Supplemental"
iwa = "4.A.3.a.2.aj"

[[tasks]]
text = "Check the texture, color, and strength of leather to ensure that it is adequate for a particular purpose."
type = "Supplemental"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Dye, soak, polish, paint, stamp, stitch, stain, buff, or engrave leather or other materials to obtain desired effects, decorations, or shapes."
type = "Core"
iwa = "4.A.3.a.2.e"

[[tasks]]
text = "Shape shoe heels with a knife, and sand them on a buffing wheel for smoothness."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Place shoes on lasts to remove soles and heels, using knives or pliers."
type = "Supplemental"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Repair or replace soles, heels, and other parts of footwear, using sewing, buffing and other shoe repair machines, materials, and equipment."
type = "Supplemental"
iwa = "4.A.3.a.2.e"

[[tasks]]
text = "Cut, insert, position, and secure paddings, cushioning, or linings, using stitches or glue."
type = "Supplemental"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Cut out parts, following patterns or outlines, using knives, shears, scissors, or machine presses."
type = "Core"
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Cut fabrics."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Attach decorative or functional accessories to products."
iwa = "4.A.3.a.2.ab"

[[activities]]
name = "Sew clothing or other articles."
iwa = "4.A.3.a.2.e"

[[activities]]
name = "Align parts or workpieces to ensure proper assembly."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Prepare fabrics or materials for processing or production."
iwa = "4.A.3.a.2.m"

[[activities]]
name = "Select production input materials."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Draw guide lines or markings on materials or workpieces using patterns or other references."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Trim excess material from workpieces."
iwa = "4.A.3.a.2.l"

[[activities]]
name = "Estimate costs of products, services, or materials."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Assemble garments or textile products."
iwa = "4.A.3.a.2.aj"

[[activities]]
name = "Adjust fabrics or other materials during garment production."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Repair textiles or apparel."
iwa = "4.A.3.a.2.e"

[[activities]]
name = "Operate sewing equipment."
iwa = "4.A.3.a.2.e"

[[activities]]
name = "Construct customized assistive medical or dental devices."
iwa = "4.A.3.a.2.q"

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

[[activities]]
name = "Apply water or solutions to fabrics or apparel."
iwa = "4.A.3.a.1.h"

[[activities]]
name = "Polish materials, workpieces, or finished products."
iwa = "4.A.3.a.2.o"

[[activities]]
name = "Evaluate quality of materials or products."
iwa = "4.A.2.a.1.e"

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

[[activities]]
name = "Measure clients to ensure proper product fit."
iwa = "4.A.1.b.3.e"

[[activities]]
name = "Inspect garments for defects, damage, or stains."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Drill holes in parts, equipment, or materials."
iwa = "4.A.3.a.2.ad"

[[activities]]
name = "Design templates or patterns."
iwa = "4.A.2.b.2.k"

[[activities]]
name = "Position patterns on equipment, materials, or workpieces."
iwa = "4.A.3.a.2.v"

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.23

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

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 2.98

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.9

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.75

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 2.75

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.75

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 2.62

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.58

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.5

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.4

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.38

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Bookkeeping software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Financial accounting software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Sale processing software"
category = "Point of sale POS software"
hot = false
inDemand = false

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.72

[[workContext]]
name = "Exposed to Contaminants"
value = 4.46

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.4

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.33

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.32

[[workContext]]
name = "Spend Time Standing"
value = 4.3

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.29

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.29

[[workContext]]
name = "Contact With Others"
value = 4.25

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.08

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

[[workContext]]
name = "Telephone Conversations"
value = 3.92

[[workContext]]
name = "Frequency of Decision Making"
value = 3.56

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.51

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

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.13

[[workContext]]
name = "Level of Competition"
value = 3.04

[[workContext]]
name = "Physical Proximity"
value = 2.96

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.82

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.75

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.7

[[workContext]]
name = "Consequence of Error"
value = 2.67

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.58

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.54

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 2.51

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.46

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.39

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.25

[[workContext]]
name = "E-Mail"
value = 2.21

[[workContext]]
name = "Conflict Situations"
value = 2.21

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.17

[[workContext]]
name = "Spend Time Sitting"
value = 2.05

[[workContext]]
name = "Degree of Automation"
value = 2.01

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.83

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.77

[[workContext]]
name = "Written Letters and Memos"
value = 1.61

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.58

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.49

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.94

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.42

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.19

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 3.15

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.13

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 3.06

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.32

[[personFit]]
name = "Dependability"
family = "work_style"
value = 1.98

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.63

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.53

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.53

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.47

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.32

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.31

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.29

[[relatedRoles]]
socCode = "51-6042.00"
slug = "role-51-6042-00"
title = "Shoe Machine Operators and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6051.00"
slug = "role-51-6051-00"
title = "Sewers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6031.00"
slug = "role-51-6031-00"
title = "Sewing Machine Operators"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-6093.00"
slug = "role-51-6093-00"
title = "Upholsterers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9022.00"
slug = "role-51-9022-00"
title = "Grinding and Polishing Workers, Hand"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-6052.00"
slug = "role-51-6052-00"
title = "Tailors, Dressmakers, and Custom Sewers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-7021.00"
slug = "role-51-7021-00"
title = "Furniture Finishers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9071.00"
slug = "role-51-9071-00"
title = "Jewelers and Precious Stone and Metal Workers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-6021.00"
slug = "role-51-6021-00"
title = "Pressers, Textile, Garment, and Related Materials"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-9123.00"
slug = "role-51-9123-00"
title = "Painting, Coating, and Decorating Workers"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Precision Production"
slug = "precision-production"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.52
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.990912
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9580657
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.006982
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
