entityType = "role"
schemaVersion = "role.v1"
slug = "role-33-2011-00"
socCode = "33-2011.00"
title = "Firefighters"
summary = "Control and extinguish fires or respond to emergency situations where life, property, or the environment is at risk. Duties may include fire prevention, emergency medical service, hazardous material response, search and rescue, and disaster assistance."
aliases = ["Fire Engineer", "Fire Equipment Operator", "Firefighter", "Wildland Firefighter", "Fire Fighter", "Fire Management Specialist", "Fire Technician (Fire Tech)", "Forest Fire Suppression Specialist", "Forestry Fire Technician (Forestry Fire Tech)", "Hot Shot", "Airport Firefighter", "Apparatus Operator"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 35.89

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 24.6

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.5

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 9.36

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 7.15

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 2.96

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 0.43

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 0.1

[educationLevel]
category = "Postsecondary nondegree award"
slug = "postsecondary-nondegree-award"

[market]
medianWage = 59530
meanWage = 63890
pct10Wage = 34490
pct25Wage = 44180
pct75Wage = 77410
pct90Wage = 101330
employment = 332240
areaTitle = "U.S."

[industries]
count = 11

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 20110
medianWage = 37310
lq = 1.03

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 490
medianWage = 45660
lq = 0.01

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 460
medianWage = 68120
lq = 0.02

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 460
medianWage = 54430
lq = 0.02

[[industries.top]]
naics = "621910"
slug = "621910"
title = "Ambulance Services"
level = "National industry"
employment = 330
medianWage = 42430
lq = 0.93

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 320
medianWage = 51850
lq = 0.03

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 250
medianWage = 63130
lq = 0.01

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 120
medianWage = 74930
lq = 0.01

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 120
medianWage = 43130
lq = 0.02

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 60
medianWage = 105790

[[industries.top]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 40
medianWage = 105790

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 20110
lq = 1.03

[[industries.concentrated]]
naics = "621910"
slug = "621910"
title = "Ambulance Services"
level = "National industry"
employment = 330
lq = 0.93

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 320
lq = 0.03

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 460
lq = 0.02

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 460
lq = 0.02

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 120
lq = 0.02

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 120
lq = 0.01

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 250
lq = 0.01

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 16
percentile = 13
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 8
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 22
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.17
percentile = 32
band = "Low"
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 = 0.10526315789473684
beta = 0.14035087719298245
gamma = 0.17543859649122806

[aiOutlook.bls]
growthPercent = 3.4
growthPercentile = 57
direction = "About average"
annualOpeningsThousands = 27.1
annualOpeningsPercentile = 82
employment2024Thousands = 344.9
employment2034Thousands = 356.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.320232
percentile = 8
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 = 0.17543859649122806
percentile = 22
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 = 0.07040006207298728
percentile = 18
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

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

[counts]
tasks = 30
skills = 40
capabilities = 120
tools = 15
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "bb12b0fc781fbc3d"

[[tasks]]
text = "Rescue survivors from burning buildings, accident sites, and water hazards."
type = "Core"
iwa = "4.A.4.a.5.e"

[[tasks]]
text = "Dress with equipment such as fire-resistant clothing and breathing apparatus."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Assess fires and situations and report conditions to superiors to receive instructions, using two-way radios."
type = "Core"
iwa = "4.A.1.a.2.i"

[[tasks]]
text = "Move toward the source of a fire, using knowledge of types of fires, construction design, building materials, and physical layout of properties."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Respond to fire alarms and other calls for assistance, such as automobile and industrial accidents."
type = "Core"
iwa = "4.A.4.a.5.e"

[[tasks]]
text = "Create openings in buildings for ventilation or entrance, using axes, chisels, crowbars, electric saws, or core cutters."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Drive and operate fire fighting vehicles and equipment."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Inspect fire sites after flames have been extinguished to ensure that there is no further danger."
type = "Core"
iwa = "4.A.1.a.1.u"

[[tasks]]
text = "Position and climb ladders to gain access to upper levels of buildings, or to rescue individuals from burning structures."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Select and attach hose nozzles, depending on fire type, and direct streams of water or chemicals onto fires."
type = "Core"
iwa = "4.A.3.a.2.at"

[[tasks]]
text = "Operate pumps connected to high-pressure hoses."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered."
type = "Core"
iwa = "4.A.4.a.2.g"

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

[[activities]]
name = "Select tools, equipment, or technologies for use in operations or projects."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Assess characteristics of fires."
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Relay information about incidents or emergencies to personnel using phones or two-way radios."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Locate fires or fire danger areas."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Respond to emergencies to provide assistance."
iwa = "4.A.4.a.5.e"

[[activities]]
name = "Operate firefighting equipment."
iwa = "4.A.3.a.1.b"

[[activities]]
name = "Examine debris to obtain information about causes of fires."
iwa = "4.A.1.a.1.u"

[[activities]]
name = "Prepare hoses or water supplies to fight fires."
iwa = "4.A.3.a.2.at"

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

[[activities]]
name = "Communicate with other workers to coordinate activities."
iwa = "4.A.4.a.2.c"

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

[[activities]]
name = "Collaborate with law enforcement or security agencies to respond to incidents."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Demonstrate activity techniques or equipment use."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Attend training to learn new skills or update knowledge."
iwa = "4.A.2.b.3.a"

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

[[activities]]
name = "Prepare investigation or incident reports."
iwa = "4.A.3.b.6.b"

[[activities]]
name = "Participate in physical training to maintain fitness."
iwa = "4.A.3.a.1.p"

[[activities]]
name = "Protect property from fire or water damage."
iwa = "4.A.3.a.1.b"

[[activities]]
name = "Educate the public about fire safety or prevention."
iwa = "4.A.4.b.3.c"

[[activities]]
name = "Maintain fire fighting tools or equipment."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Inspect facilities to ensure compliance with fire regulations."
iwa = "4.A.1.b.2.e"

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

[[activities]]
name = "Provide first aid or rescue assistance in emergencies."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Treat medical emergencies."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Implement advanced life support techniques."
iwa = "4.A.4.a.5.g"

[[activities]]
name = "Train personnel on proper operational procedures."
iwa = "4.A.4.b.3.d"

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 4.53

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.19

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.13

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 4.03

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.91

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

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.78

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.75

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.75

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.62

[[capabilities]]
name = "Stamina"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.5

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 3.5

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.43

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.4

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Windows"
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 = "Microsoft Access"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query 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 Windows"
category = "Operating system software"
hot = true
inDemand = false

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

[[tools]]
example = "Affiliated Computer Services ACS FIREHOUSE"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

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

[[tools]]
example = "Fire incident reporting systems"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Geographic information system GIS software"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Incident command system ICS software"
category = "Project management software"
hot = false
inDemand = false

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

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.85

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.71

[[workContext]]
name = "Physical Proximity"
value = 4.62

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.6

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.52

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.47

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.47

[[workContext]]
name = "Exposed to Contaminants"
value = 4.28

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.27

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.27

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.27

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.26

[[workContext]]
name = "Telephone Conversations"
value = 4.24

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.19

[[workContext]]
name = "Consequence of Error"
value = 4.19

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.15

[[workContext]]
name = "Frequency of Decision Making"
value = 4.13

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 4.08

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.07

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.96

[[workContext]]
name = "E-Mail"
value = 3.95

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.94

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.88

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.83

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.79

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.7

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.64

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.64

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.63

[[workContext]]
name = "Level of Competition"
value = 3.61

[[workContext]]
name = "Time Pressure"
value = 3.6

[[workContext]]
name = "Exposed to High Places"
value = 3.57

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.52

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.44

[[workContext]]
name = "Spend Time Standing"
value = 3.43

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.4

[[workContext]]
name = "Conflict Situations"
value = 3.39

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.32

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.21

[[personFit]]
name = "Dependability"
family = "work_style"
value = 9

[[personFit]]
name = "Integrity"
family = "work_style"
value = 8

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 7

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.63

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.49

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 6

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 5

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 4.8

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.97

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.47

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.39

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.01

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.92

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

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

[[relatedRoles]]
socCode = "33-2021.00"
slug = "role-33-2021-00"
title = "Fire Inspectors and Investigators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2111.02"
slug = "role-17-2111-02"
title = "Fire-Prevention and Protection Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "33-9092.00"
slug = "role-33-9092-00"
title = "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "29-2043.00"
slug = "role-29-2043-00"
title = "Paramedics"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "45-4011.00"
slug = "role-45-4011-00"
title = "Forest and Conservation Workers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "53-5031.00"
slug = "role-53-5031-00"
title = "Ship Engineers"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

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

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.17
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.320232
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.016914
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.287125
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
