entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-2011-01"
socCode = "29-2011.01"
title = "Cytogenetic Technologists"
summary = "Analyze chromosomes or chromosome segments found in biological specimens, such as amniotic fluids, bone marrow, solid tumors, and blood to aid in the study, diagnosis, classification, or treatment of inherited or acquired genetic diseases. Conduct analyses through classical cytogenetic, fluorescent in situ hybridization (FISH) or array comparative genome hybridization (aCGH) techniques."
aliases = ["Clinical Cytogeneticist Scientist (CCS)", "Cytogenetic Technologist", "Cytogenetics Clinical Laboratory Specialist (CG CLSp)", "Molecular Genetics Technologist", "Certified Cytogenetic Technologist", "Cytogenetics Technical Specialist", "Cytogenetics Technologist", "Cytogenetic Technician", "Cytologist", "Cytotechnician", "Flow Cytometry Specialist", "Flow Cytometry Technologist"]
emergingTasks = []
careerClusters = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 76.19

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 23.81

[market]

[industries]
top = []
concentrated = []

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

[aiOutlook.index]
value = 54
percentile = 53
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 56
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 53
source = "openai_gpts_are_gpts"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.9
percentile = 78
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 = 0.20689655172413793
beta = 0.4224137931034483
gamma = 0.6379310344827586

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.2818067
percentile = 56
band = "Moderate"
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 = 0.6379310344827586
percentile = 53
band = "Moderate"
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.usageTasks]]
task = "Communicate test results or technical information to patients, physicians, family members, or researchers."
usagePercent = 0.019719895320222343
importance = 4.82

[[aiOutlook.usageTasks]]
task = "Summarize test results and report to appropriate authorities."
usagePercent = 0.002567694703153951
importance = 4.86

[[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 = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 30
skills = 37
capabilities = 120
tools = 24
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5b66f11322debb18"

[[tasks]]
text = "Count numbers of chromosomes and identify the structural abnormalities by viewing culture slides through microscopes, light microscopes, or photomicroscopes."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Arrange and attach chromosomes in numbered pairs on karyotype charts, using standard genetics laboratory practices and nomenclature, to identify normal or abnormal chromosomes."
type = "Core"
iwa = "4.A.3.a.2.au"

[[tasks]]
text = "Examine chromosomes found in biological specimens to detect abnormalities."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Apply prepared specimen and control to appropriate grid, run instrumentation, and produce analyzable results."
type = "Core"
iwa = "4.A.3.a.3.i"

[[tasks]]
text = "Harvest cell cultures using substances such as mitotic arrestants, cell releasing agents, and cell fixatives."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Analyze chromosomes found in biological specimens to aid diagnoses and treatments for genetic diseases such as congenital disabilities, fertility problems, and hematological disorders."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Select appropriate culturing system or procedure based on specimen type and reason for referral."
type = "Core"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Summarize test results and report to appropriate authorities."
type = "Core"
iwa = "4.A.3.b.6.f"

[[tasks]]
text = "Prepare biological specimens such as amniotic fluids, bone marrow, tumors, chorionic villi, and blood, for chromosome examinations."
type = "Core"
iwa = "4.A.3.a.2.au"

[[tasks]]
text = "Select or prepare specimens and media for cell cultures using aseptic techniques, knowledge of medium components, or cell nutritional requirements."
type = "Core"
iwa = "4.A.3.a.2.au"

[[tasks]]
text = "Communicate test results or technical information to patients, physicians, family members, or researchers."
type = "Supplemental"
iwa = "4.A.4.a.1.e"

[[tasks]]
text = "Prepare slides of cell cultures following standard procedures."
type = "Core"
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Prepare healthcare training materials."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Train medical providers."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Prepare biological specimens for laboratory analysis."
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Prepare official health documents or records."
iwa = "4.A.3.b.6.f"

[[activities]]
name = "Prepare reports summarizing patient diagnostic or care activities."
iwa = "4.A.3.b.6.f"

[[activities]]
name = "Determine protocols for medical procedures."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Collect biological specimens from patients."
iwa = "4.A.3.a.2.al"

[[activities]]
name = "Create advanced digital images of patients using computer imaging systems."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Analyze laboratory specimens to detect abnormalities or other problems."
iwa = "4.A.2.a.4.j"

[[activities]]
name = "Inform medical professionals regarding patient conditions and care."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Communicate detailed medical information to patients or family members."
iwa = "4.A.4.a.1.e"

[[activities]]
name = "Communicate test or assessment results to medical professionals."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Enter patient or treatment data into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Maintain medical laboratory equipment."
iwa = "4.A.3.b.4.f"

[[activities]]
name = "Supervise technical medical personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Operate laboratory equipment to analyze medical samples."
iwa = "4.A.3.a.3.i"

[[activities]]
name = "Monitor medical facility activities to ensure adherence to standards or regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Develop healthcare quality and safety procedures."
iwa = "4.A.2.b.2.e"

[[activities]]
name = "Test biological specimens to gather information about patient conditions."
iwa = "4.A.1.b.2.a"

[[activities]]
name = "Maintain medical facility records."
iwa = "4.A.3.b.6.k"

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.19

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.5

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Science"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.2

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.14

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.05

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

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "C++"
category = "Object or component oriented development 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 Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Cell Bioscience Automated Image Capture"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Digital karyotyping software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Genetix CytoVision"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Genial Genetics iPassport QMS"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Genial Genetics Shire"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Geniel Genetics iGene"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Image analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Image capture software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "KARIO"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Lucia CGH"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Lucia Comet Assay"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Lucia FISH"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Lucia Karyo"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Lucia Metaphase Finder"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "LUCIA MFISH"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "MetaSystems Isis Color Karyotyping"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 5

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.9

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.86

[[workContext]]
name = "Time Pressure"
value = 4.81

[[workContext]]
name = "Frequency of Decision Making"
value = 4.76

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.71

[[workContext]]
name = "E-Mail"
value = 4.7

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.7

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.52

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.33

[[workContext]]
name = "Consequence of Error"
value = 4.24

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.14

[[workContext]]
name = "Spend Time Sitting"
value = 4.14

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.05

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.95

[[workContext]]
name = "Telephone Conversations"
value = 3.86

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.86

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.67

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.52

[[workContext]]
name = "Physical Proximity"
value = 3.5

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.48

[[workContext]]
name = "Contact With Others"
value = 3.43

[[workContext]]
name = "Exposed to Contaminants"
value = 3.14

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.89

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.81

[[workContext]]
name = "Written Letters and Memos"
value = 2.76

[[workContext]]
name = "Degree of Automation"
value = 2.71

[[workContext]]
name = "Level of Competition"
value = 2.67

[[workContext]]
name = "Conflict Situations"
value = 2.38

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.33

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.15

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.1

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

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.86

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.81

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.67

[[workContext]]
name = "Public Speaking"
value = 1.62

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.62

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.52

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 6.48

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 6.31

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.91

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.32

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.02

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 4.33

[[personFit]]
name = "Integrity"
family = "work_style"
value = 4

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.01

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.98

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.24

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.08

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 2.08

[[relatedRoles]]
socCode = "29-2011.00"
slug = "role-29-2011-00"
title = "Medical and Clinical Laboratory Technologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2012.00"
slug = "role-29-2012-00"
title = "Medical and Clinical Laboratory Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2011.04"
slug = "role-29-2011-04"
title = "Histotechnologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2011.02"
slug = "role-29-2011-02"
title = "Cytotechnologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2012.01"
slug = "role-29-2012-01"
title = "Histology Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2033.00"
slug = "role-29-2033-00"
title = "Nuclear Medicine Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1022.00"
slug = "role-19-1022-00"
title = "Microbiologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1029.02"
slug = "role-19-1029-02"
title = "Molecular and Cellular Biologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4021.00"
slug = "role-19-4021-00"
title = "Biological Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2031.00"
slug = "role-17-2031-00"
title = "Bioengineers and Biomedical Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1222.00"
slug = "role-29-1222-00"
title = "Physicians, Pathologists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-2099.01"
slug = "role-29-2099-01"
title = "Neurodiagnostic Technologists"
tier = "Supplemental"

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.9
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.2818067
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9026269
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.042349
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
