entityType = "role"
schemaVersion = "role.v1"
slug = "role-33-9091-00"
socCode = "33-9091.00"
title = "Crossing Guards and Flaggers"
summary = "Guide or control vehicular or pedestrian traffic at such places as streets, schools, railroad crossings, or construction sites."
aliases = ["Adult Crossing Guard", "Community Service Officer", "Crossing Guard", "School Crossing Guard", "Road Crossing Guard", "Substitute Crossing Guard", "Campus Supervisor", "Construction Site Crossing Guard", "Crossing Flagman", "Crossing Gateman", "Crossing Tender", "Crossing Watchman"]
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 = 72.8

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 17.95

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 6.04

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 3.21

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

[market]
medianWage = 37700
meanWage = 42910
pct10Wage = 29940
pct25Wage = 34280
pct75Wage = 46920
pct90Wage = 61440
employment = 90180
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 38570
medianWage = 37740
lq = 7.3

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 7540
medianWage = 34950
lq = 0.95

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 6090
medianWage = 46840
lq = 1.28

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 4750
medianWage = 36700
lq = 3.06

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 910
medianWage = 35330
lq = 0.66

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 690
medianWage = 33190
lq = 0.16

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 510
medianWage = 35890
lq = 0.2

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 360
medianWage = 45840
lq = 2.63

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 350
medianWage = 47320
lq = 0.56

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 200
medianWage = 29590
lq = 0.13

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 170
medianWage = 42680
lq = 0.02

[[industries.top]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 160
medianWage = 45400
lq = 0.3

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 38570
lq = 7.3

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 4750
lq = 3.06

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 360
lq = 2.63

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 6090
lq = 1.28

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 7540
lq = 0.95

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 910
lq = 0.66

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 350
lq = 0.56

[[industries.concentrated]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 160
lq = 0.3

[aiOutlook]
teleworkable = false
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 39
percentile = 37
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 33
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 64
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.49
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 = 0.05263157894736842
beta = 0.10526315789473684
gamma = 0.15789473684210525

[aiOutlook.bls]
growthPercent = 3.6
growthPercentile = 59
direction = "About average"
annualOpeningsThousands = 18
annualOpeningsPercentile = 76
employment2024Thousands = 91.4
employment2034Thousands = 94.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.5699511
percentile = 33
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 = 0.15789473684210525
percentile = 20
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 = 0.18874329647795152
percentile = 64
band = "Moderate"
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.usageTasks]]
task = "Communicate traffic and crossing rules and other information to students and adults."
usagePercent = 0.002978525855658583
importance = 4.55

[[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 = 32
capabilities = 120
tools = 3
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "a17a32c97c4b5f1f"

[[tasks]]
text = "Direct or escort pedestrians across streets, stopping traffic, as necessary."
type = "Core"
iwa = "4.A.3.a.2.r"

[[tasks]]
text = "Guide or control vehicular or pedestrian traffic at such places as street and railroad crossings and construction sites."
type = "Core"
iwa = "4.A.3.a.2.r"

[[tasks]]
text = "Monitor traffic flow to locate safe gaps through which pedestrians can cross streets."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Communicate traffic and crossing rules and other information to students and adults."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Direct traffic movement or warn of hazards, using signs, flags, lanterns, and hand signals."
type = "Core"
iwa = "4.A.3.a.2.r"

[[tasks]]
text = "Distribute traffic control signs and markers at designated points."
type = "Supplemental"
iwa = "4.A.3.a.2.v"

[[tasks]]
text = "Report unsafe behavior of children to school officials."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Stop speeding vehicles to warn drivers of traffic laws."
type = "Supplemental"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Learn the location and purpose of street traffic signs within assigned patrol areas."
type = "Supplemental"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Record license numbers of vehicles disregarding traffic signals, and report infractions to appropriate authorities."
type = "Core"
iwa = "4.A.3.b.6.b"

[[tasks]]
text = "Discuss traffic routing plans and control-point locations with superiors."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Inform drivers of detour routes through construction sites."
type = "Supplemental"
iwa = "4.A.4.a.3.b"

[[activities]]
name = "Monitor access or flow of people to prevent problems."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Direct vehicle traffic."
iwa = "4.A.3.a.2.r"

[[activities]]
name = "Assist motorists or pedestrians."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Inform the public about policies, services or procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Discuss performance, complaints, or violations with supervisors."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Record information about suspicious objects."
iwa = "4.A.3.b.6.b"

[[activities]]
name = "Communicate situation details to appropriate personnel."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Warn individuals about rule violations or safety concerns."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Maintain professional knowledge or certifications."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Position safety or support equipment."
iwa = "4.A.3.a.2.v"

[[activities]]
name = "Confer with others to conduct or arrange operational activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Provide information to the general public."
iwa = "4.A.4.a.3.b"

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.87

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.17

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

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

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

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

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.88

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.88

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 2.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.75

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

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

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 2.39

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.38

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 2.38

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.38

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 2.38

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 2.38

[[capabilities]]
name = "Stamina"
family = "ability"
value = 2.38

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 2.38

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.25

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.25

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.25

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.25

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 2.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Payroll software"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Visual Computer Solutions Crossing Guard Scheduling"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.99

[[workContext]]
name = "Spend Time Standing"
value = 4.82

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.46

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.42

[[workContext]]
name = "Exposed to Contaminants"
value = 4.4

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.25

[[workContext]]
name = "Frequency of Decision Making"
value = 4.22

[[workContext]]
name = "Physical Proximity"
value = 4.12

[[workContext]]
name = "Contact With Others"
value = 4.1

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.1

[[workContext]]
name = "Consequence of Error"
value = 4.09

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.07

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.03

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.9

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.79

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.74

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.73

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.72

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.67

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.33

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.29

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.91

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.87

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.84

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.8

[[workContext]]
name = "Conflict Situations"
value = 2.53

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.34

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.32

[[workContext]]
name = "Time Pressure"
value = 2.21

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.17

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.13

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.09

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.06

[[workContext]]
name = "Telephone Conversations"
value = 2.03

[[workContext]]
name = "E-Mail"
value = 1.92

[[workContext]]
name = "Written Letters and Memos"
value = 1.77

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.73

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.67

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.63

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.46

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.86

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.62

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 3.51

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.08

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.62

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.03

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 1.96

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.89

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.79

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 1.73

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.72

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 1.69

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.65

[[relatedRoles]]
socCode = "33-3052.00"
slug = "role-33-3052-00"
title = "Transit and Railroad Police"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-4041.00"
slug = "role-53-4041-00"
title = "Subway and Streetcar Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-4031.00"
slug = "role-53-4031-00"
title = "Railroad Conductors and Yardmasters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "33-9032.00"
slug = "role-33-9032-00"
title = "Security Guards"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "33-3041.00"
slug = "role-33-3041-00"
title = "Parking Enforcement Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-6011.00"
slug = "role-53-6011-00"
title = "Bridge and Lock Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-4011.00"
slug = "role-53-4011-00"
title = "Locomotive Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-9093.00"
slug = "role-33-9093-00"
title = "Transportation Security Screeners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-3052.00"
slug = "role-53-3052-00"
title = "Bus Drivers, Transit and Intercity"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-4022.00"
slug = "role-53-4022-00"
title = "Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-3051.00"
slug = "role-33-3051-00"
title = "Police and Sheriff's Patrol Officers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "47-4051.00"
slug = "role-47-4051-00"
title = "Highway Maintenance Workers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.49
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.5699511
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.13212
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3971661
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
