entityType = "role"
schemaVersion = "role.v1"
slug = "role-31-9099-02"
socCode = "31-9099.02"
title = "Endoscopy Technicians"
summary = "Maintain a sterile field to provide support for physicians and nurses during endoscopy procedures. Prepare and maintain instruments and equipment. May obtain specimens."
aliases = ["Certified Endo Tech (Certified Endoscopy Technician)", "Certified Flexible Endoscope Reprocessor (CFER)", "Endoscopy Technician (Endoscopy Tech)", "GI Tech (Gastrointestinal Technician)", "Certified Endoscopic Reprocessor (CER)", "Certified Flexible Endoscopy Reprocessor (CFER)", "Endoscope Technician (Endoscope Tech)", "Endoscopy Specialty Technician (Endoscopy Specialty Tech)", "Procedural Assistant (Procedural Asst)", "Scope Tech (Scope Technician)", "Endoscopic Technician (Endo Technician)", "Gastroenterology Technician (Gastroenterology Tech)"]
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 = 53.85

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 30.77

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 11.54

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.85

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

[market]
medianWage = 46050
meanWage = 48760
pct10Wage = 32450
pct25Wage = 37570
pct75Wage = 57650
pct90Wage = 68180
employment = 103650
areaTitle = "U.S."

[industries]
count = 27

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 60630
medianWage = 43200
lq = 3.9

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 13000
medianWage = 48000
lq = 1.42

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 4610
medianWage = 50120
lq = 14.39

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3850
medianWage = 42020
lq = 0.63

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2880
medianWage = 46960
lq = 1.62

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1490
medianWage = 50460
lq = 0.14

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1150
medianWage = 31170
lq = 0.39

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 1050
medianWage = 38080
lq = 6.04

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 930
medianWage = 52000
lq = 0.57

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 740
medianWage = 59850
lq = 0.18

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 740
medianWage = 60210
lq = 0.1

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 740
medianWage = 37640
lq = 0.39

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 4610
lq = 14.39

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 1050
lq = 6.04

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 60630
lq = 3.9

[[industries.concentrated]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 340
lq = 3.47

[[industries.concentrated]]
naics = "621320"
slug = "621320"
title = "Offices of Optometrists"
level = "National industry"
employment = 210
lq = 2.05

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2880
lq = 1.62

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 13000
lq = 1.42

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 410
lq = 1.36

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 28
percentile = 26
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 52
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 21
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 12
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.08333333333333333
beta = 0.125
gamma = 0.16666666666666666

[aiOutlook.bls]
growthPercent = 3.5
growthPercentile = 58
direction = "About average"
annualOpeningsThousands = 14.4
annualOpeningsPercentile = 72
employment2024Thousands = 109.7
employment2034Thousands = 113.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.1660077
percentile = 52
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 = 0.16666666666666666
percentile = 21
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 = 0.05386165634315408
percentile = 12
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 = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 12
skills = 37
capabilities = 120
tools = 8
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "66cd6689b6a642fc"

[[tasks]]
text = "Clean, disinfect, or calibrate scopes or other endoscopic instruments according to manufacturer recommendations and facility standards."
type = "Core"
iwa = "4.A.3.a.1.i"

[[tasks]]
text = "Collect specimens from patients, using standard medical procedures."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Perform safety checks to verify proper equipment functioning."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Maintain or repair endoscopic equipment."
type = "Core"
iwa = "4.A.3.b.4.f"

[[tasks]]
text = "Assist physicians or registered nurses in the conduct of endoscopic procedures."
type = "Core"
iwa = "4.A.4.a.5.k"

[[tasks]]
text = "Place devices, such as blood pressure cuffs, pulse oximeter sensors, nasal cannulas, surgical cautery pads, and cardiac monitoring electrodes, on patients to monitor vital signs."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Prepare suites or rooms according to endoscopic procedure requirements."
type = "Core"
iwa = "4.A.3.a.2.k"

[[tasks]]
text = "Maintain inventories of endoscopic equipment and supplies."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Attend in-service training to validate or refresh basic professional skills."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Conduct in-service training sessions to disseminate information regarding equipment or instruments."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Position or transport patients in accordance with instructions from medical personnel."
type = "Core"
iwa = "4.A.3.a.1.m"

[[tasks]]
text = "Read current literature, talk with colleagues, or participate in professional organizations or conferences to keep abreast of developments in endoscopy."
type = "Core"
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Clean medical equipment."
iwa = "4.A.3.a.1.i"

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

[[activities]]
name = "Inventory medical supplies or equipment."
iwa = "4.A.4.c.3.g"

[[activities]]
name = "Monitor medical equipment to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Prepare patient treatment areas for use."
iwa = "4.A.3.a.2.k"

[[activities]]
name = "Move patients to or from treatment areas."
iwa = "4.A.3.a.1.m"

[[activities]]
name = "Adjust positions of patients on beds or tables."
iwa = "4.A.4.a.5.k"

[[activities]]
name = "Assist practitioners to perform medical procedures."
iwa = "4.A.4.a.5.k"

[[activities]]
name = "Attend educational events to update medical knowledge."
iwa = "4.A.2.b.3.a"

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

[[activities]]
name = "Teach medical procedures to healthcare personnel."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Operate medical equipment."
iwa = "4.A.3.a.3.d"

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

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

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

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

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

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

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Patient electronic medical record EMR software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.87

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.85

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.79

[[workContext]]
name = "Contact With Others"
value = 4.73

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.68

[[workContext]]
name = "Spend Time Standing"
value = 4.68

[[workContext]]
name = "Physical Proximity"
value = 4.64

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.62

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.5

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.5

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.19

[[workContext]]
name = "Frequency of Decision Making"
value = 4.12

[[workContext]]
name = "Exposed to Contaminants"
value = 4.08

[[workContext]]
name = "Consequence of Error"
value = 3.92

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.92

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

[[workContext]]
name = "E-Mail"
value = 3.85

[[workContext]]
name = "Time Pressure"
value = 3.73

[[workContext]]
name = "Telephone Conversations"
value = 3.7

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.65

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.54

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.52

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.48

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.46

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.46

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.33

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.16

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.15

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.12

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.96

[[workContext]]
name = "Written Letters and Memos"
value = 2.71

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.58

[[workContext]]
name = "Degree of Automation"
value = 2.58

[[workContext]]
name = "Conflict Situations"
value = 2.54

[[workContext]]
name = "Exposed to Radiation"
value = 2.5

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.42

[[workContext]]
name = "Level of Competition"
value = 2.42

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.19

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.96

[[workContext]]
name = "Public Speaking"
value = 1.85

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.46

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 6.05

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.14

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.09

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.95

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.57

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 2.66

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.45

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.44

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.43

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.39

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.99

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 1.9

[[relatedRoles]]
socCode = "29-2055.00"
slug = "role-29-2055-00"
title = "Surgical Technologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2031.00"
slug = "role-29-2031-00"
title = "Cardiovascular Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-9093.00"
slug = "role-29-9093-00"
title = "Surgical Assistants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2034.00"
slug = "role-29-2034-00"
title = "Radiologic Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2032.00"
slug = "role-29-2032-00"
title = "Diagnostic Medical Sonographers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2099.05"
slug = "role-29-2099-05"
title = "Ophthalmic Medical Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2057.00"
slug = "role-29-2057-00"
title = "Ophthalmic Medical Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "31-9093.00"
slug = "role-31-9093-00"
title = "Medical Equipment Preparers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-1243.00"
slug = "role-29-1243-00"
title = "Pediatric Surgeons"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1242.00"
slug = "role-29-1242-00"
title = "Orthopedic Surgeons, Except Pediatric"
tier = "Supplemental"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

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

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.1660077
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.224627
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.2520649
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
