entityType = "role"
schemaVersion = "role.v1"
slug = "role-33-9092-00"
socCode = "33-9092.00"
title = "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers"
summary = "Monitor recreational areas, such as pools, beaches, or ski slopes, to provide assistance and protection to participants."
aliases = ["Lifeguard", "Ocean Lifeguard", "Pool Attendant", "Ski Patroller", "Beach Attendant", "Beach Lifeguard", "Marine Safety Officer", "Ocean Lifeguard Specialist", "Pool Lifeguard", "Ski Patrol Paramedic", "Aquatics Coordinator", "Aquatics Lifeguard"]
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 = "Less than a High School Diploma"
percentage = 39.22

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 21.13

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 17.28

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 16.1

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 5.05

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 1.22

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

[market]
medianWage = 33720
meanWage = 34700
pct10Wage = 24860
pct25Wage = 28840
pct75Wage = 37750
pct90Wage = 44600
employment = 143590
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 48790
medianWage = 31840
lq = 19.83

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 29880
medianWage = 31200
lq = 50.9

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19290
medianWage = 31060
lq = 4.68

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 7140
medianWage = 36330
lq = 0.54

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 6750
medianWage = 32650
lq = 0.53

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 2240
medianWage = 32740
lq = 0.1

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 1540
medianWage = 36170
lq = 0.7

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 840
medianWage = 34480
lq = 2.68

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 500
medianWage = 33990
lq = 0.2

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 26680

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
medianWage = 31770

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
medianWage = 35680

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 29880
lq = 50.9

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 48790
lq = 19.83

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19290
lq = 4.68

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 840
lq = 2.68

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 1540
lq = 0.7

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 7140
lq = 0.54

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 6750
lq = 0.53

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 500
lq = 0.2

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

[aiOutlook.index]
value = 18
percentile = 15
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 36
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 11
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 6
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.67
percentile = 56
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 = 0.08
beta = 0.08
gamma = 0.08

[aiOutlook.bls]
growthPercent = 5.8
growthPercentile = 79
direction = "About average"
annualOpeningsThousands = 42.7
annualOpeningsPercentile = 88
employment2024Thousands = 149.7
employment2034Thousands = 158.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.4718385
percentile = 36
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 = 0.08
percentile = 11
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 = 0.033616349434604675
percentile = 6
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.usageTasks]]
task = "Maintain quality of pool water by testing chemical levels."
usagePercent = 0.0020541557625231607
importance = 4.26

[[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 = 15
skills = 37
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "448fa238d8e4ff0e"

[[tasks]]
text = "Patrol or monitor recreational areas, such as trails, slopes, or swimming areas, on foot, in vehicles, or from towers."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Rescue distressed persons, using rescue techniques and equipment."
type = "Core"
iwa = "4.A.4.a.5.e"

[[tasks]]
text = "Contact emergency medical personnel in case of serious injury."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Examine injured persons and administer first aid or cardiopulmonary resuscitation, if necessary, using training and medical supplies and equipment."
type = "Core"
iwa = "4.A.4.a.5.g"

[[tasks]]
text = "Warn recreational participants of inclement weather, unsafe areas, or illegal conduct."
type = "Core"
iwa = "4.A.4.a.2.g"

[[tasks]]
text = "Maintain quality of pool water by testing chemical levels."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Complete and maintain records of weather and beach conditions, emergency medical treatments performed, and other relevant incident information."
type = "Core"
iwa = "4.A.3.b.6.d"

[[tasks]]
text = "Observe activities in assigned areas, using binoculars, to detect hazards, disturbances, or safety infractions."
type = "Supplemental"
iwa = "4.A.1.a.1.o"

[[tasks]]
text = "Operate underwater recovery units."
type = "Supplemental"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Instruct participants in skiing, swimming, or other recreational activities and provide safety precaution information."
type = "Core"
iwa = "4.A.4.b.3.c"

[[tasks]]
text = "Inspect recreational equipment, such as rope tows, T-bars, J-bars, or chair lifts, for safety hazards and damage or wear."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Provide assistance with staff selection, training, and supervision."
type = "Supplemental"
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Inspect facilities for cleanliness."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Rescue people from hazardous situations."
iwa = "4.A.4.a.5.e"

[[activities]]
name = "Request emergency personnel."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Patrol natural areas to ensure safety or enforce regulations."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Administer first aid."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Provide safety training."
iwa = "4.A.4.b.3.c"

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

[[activities]]
name = "Record information about environmental conditions."
iwa = "4.A.3.b.6.d"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Inspect equipment to ensure safety or proper functioning."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Train employees in proper work procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Observe individuals' activities to gather information or compile evidence."
iwa = "4.A.1.a.1.o"

[[activities]]
name = "Monitor environmental conditions to detect hazards."
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Assist customers to ensure comfort or safety."
iwa = "4.A.4.a.5.j"

[[activities]]
name = "Operate ships or other watercraft."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Participate in athletic events."
iwa = "4.A.3.a.1.p"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.64

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.25

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

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.08

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.02

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

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

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

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

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

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 2.95

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

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

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 2.88

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

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

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Publisher"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet 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 = "GroupMe"
category = "Instant messaging software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.59

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.55

[[workContext]]
name = "Contact With Others"
value = 4.5

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.24

[[workContext]]
name = "E-Mail"
value = 4.18

[[workContext]]
name = "Frequency of Decision Making"
value = 4.11

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.08

[[workContext]]
name = "Consequence of Error"
value = 4.06

[[workContext]]
name = "Physical Proximity"
value = 3.99

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.94

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.89

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.82

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.69

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.67

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.65

[[workContext]]
name = "Telephone Conversations"
value = 3.54

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.54

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.49

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.4

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.38

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.33

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.21

[[workContext]]
name = "Spend Time Sitting"
value = 3.2

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

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.08

[[workContext]]
name = "Spend Time Standing"
value = 3.08

[[workContext]]
name = "Conflict Situations"
value = 2.98

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.98

[[workContext]]
name = "Time Pressure"
value = 2.98

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.97

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.89

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.77

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.75

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.6

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.56

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.46

[[workContext]]
name = "Level of Competition"
value = 2.43

[[workContext]]
name = "Public Speaking"
value = 2.4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.27

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

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 5.34

[[personFit]]
name = "Integrity"
family = "work_style"
value = 5

[[personFit]]
name = "Athletics"
family = "specific_interest_area"
value = 4.64

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.45

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.24

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

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 3.7

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.53

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.44

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.88

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.88

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.86

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 2.63

[[relatedRoles]]
socCode = "33-2011.00"
slug = "role-33-2011-00"
title = "Firefighters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-3011.00"
slug = "role-53-3011-00"
title = "Ambulance Drivers and Attendants, Except Emergency Medical Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2042.00"
slug = "role-29-2042-00"
title = "Emergency Medical Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "39-9032.00"
slug = "role-39-9032-00"
title = "Recreation Workers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "19-5012.00"
slug = "role-19-5012-00"
title = "Occupational Health and Safety Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-2022.00"
slug = "role-33-2022-00"
title = "Forest Fire Inspectors and Prevention Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-1021.00"
slug = "role-33-1021-00"
title = "First-Line Supervisors of Firefighting and Prevention Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-5011.00"
slug = "role-19-5011-00"
title = "Occupational Health and Safety Specialists"
tier = "Primary-Long"

[[relatedRoles]]
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slug = "role-29-2043-00"
title = "Paramedics"
tier = "Primary-Long"

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slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
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slug = "role-39-1014-00"
title = "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
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[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.67
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.4718385
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.8350039
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3161409
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
