entityType = "role"
schemaVersion = "role.v1"
slug = "role-37-2021-00"
socCode = "37-2021.00"
title = "Pest Control Workers"
summary = "Apply or release chemical solutions or toxic gases and set traps to kill or remove pests and vermin that infest buildings and surrounding areas."
aliases = ["Exterminator", "Pest Control Technician (Pest Control Tech)", "Pest Technician", "Residential Pest Control Technician", "Certified Pest Control Technician", "Commercial Pest Control Technician", "Pest Control Applicator", "Pest Control Chemical Technician", "Pest Control Operator", "Termite Technician", "Bed Bug Exterminator", "Chemical Applicator"]
emergingTasks = []
studyPrograms = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 90.24

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.79

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.59

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.38

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

[market]
medianWage = 44730
meanWage = 45800
pct10Wage = 32460
pct25Wage = 37060
pct75Wage = 49300
pct90Wage = 61410
employment = 96110
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 92430
medianWage = 44660
lq = 16.42

[[industries.top]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 90350
medianWage = 44660
lq = 978.9

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 260
medianWage = 49520
lq = 0.03

[[industries.top]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 200
medianWage = 47320
lq = 0.35

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 160
medianWage = 56990
lq = 0.02

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 150
medianWage = 42720
lq = 0.57

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 110
medianWage = 37000
lq = 0.07

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 110
medianWage = 36310
lq = 0.07

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 100
medianWage = 44630
lq = 0.03

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 90
medianWage = 48530

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 40
medianWage = 46490

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 40
medianWage = 51440

[[industries.concentrated]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 90350
lq = 978.9

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 92430
lq = 16.42

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 150
lq = 0.57

[[industries.concentrated]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 200
lq = 0.35

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 110
lq = 0.07

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 110
lq = 0.07

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 100
lq = 0.03

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 260
lq = 0.03

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

[aiOutlook.index]
value = 33
percentile = 31
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 28
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 34
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.66
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 = 0.16666666666666666
beta = 0.25
gamma = 0.3333333333333333

[aiOutlook.bls]
growthPercent = 4.9
growthPercentile = 73
direction = "About average"
annualOpeningsThousands = 13.4
annualOpeningsPercentile = 69
employment2024Thousands = 102.4
employment2034Thousands = 107.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7255374
percentile = 28
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 = 0.3333333333333333
percentile = 34
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.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.11516054696666098
percentile = 36
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Recommend treatment and prevention methods for pest problems to clients."
usagePercent = 0.0020541557625231607
importance = 4.3

[[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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 2
totalSample = 67
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 45.83
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 45.83

[[aiPlaybook.useCase]]
label = "personal"
percent = 54.17

[[aiPlaybook.delegatedTasks]]
task = "Recommend treatment and prevention methods for pest problems to clients."
usagePercent = 0.004800600075009376
collaboration = "directive"
autonomyMedian = 3
sampleCount = 48

[[aiPlaybook.boundaryTasks]]
task = "Recommend treatment and prevention methods for pest problems to clients."
humanNeededPercent = 93.75
sampleCount = 48

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: recommend treatment and prevention methods for pest problems to clients. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 13
skills = 37
capabilities = 120
tools = 12
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f3e839499265bc01"

[[tasks]]
text = "Record work activities performed."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Inspect premises to identify infestation source and extent of damage to property, wall, or roof porosity and access to infested locations."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Recommend treatment and prevention methods for pest problems to clients."
type = "Core"
iwa = "4.A.4.b.6.b"

[[tasks]]
text = "Post warning signs and lock building doors to secure area to be fumigated."
type = "Supplemental"
iwa = "4.A.3.a.1.k"

[[tasks]]
text = "Spray or dust chemical solutions, powders, or gases into rooms, onto clothing, furnishings, or wood, or over marshlands, ditches, or catch basins."
type = "Core"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Clean work site after completion of job."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Drive truck equipped with power spraying equipment."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Measure area dimensions requiring treatment, calculate fumigant requirements, and estimate cost for service."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Study preliminary reports or diagrams of infested area and determine treatment type required to eliminate and prevent recurrence of infestation."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Set mechanical traps, or place poisonous paste or bait in sewers, burrows, or ditches."
type = "Supplemental"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Direct, or assist other workers in, treatment or extermination processes to eliminate or control rodents, insects, or weeds."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Cut or bore openings in building or surrounding concrete, access infested areas, insert nozzle, and inject pesticide to impregnate ground."
type = "Supplemental"
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Recommend products or services to customers."
iwa = "4.A.4.b.6.b"

[[activities]]
name = "Estimate maintenance service requirements or costs."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Document work hours or activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Inspect buildings or grounds to determine condition."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Treat greenery or surfaces with protective substances."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Clean facilities or sites."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Supervise maintenance workers."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Drive trucks or other vehicles to or at work sites."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Block physical access to restricted areas."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Notify others of emergencies, problems, or hazards."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Treat facilities to eliminate pests."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Evaluate reports or designs to determine work needs."
iwa = "4.A.1.a.1.b"

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.75

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.11

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.08

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting 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 SharePoint"
category = "Document management software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Marathon Data Systems PestPac"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Report writing software"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "Supply inventory software"
category = "Inventory management software"
hot = false
inDemand = false

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

[[tools]]
example = "YouTube"
category = "Video creation and editing software"
hot = false
inDemand = false

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.95

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.7

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.67

[[workContext]]
name = "Telephone Conversations"
value = 4.64

[[workContext]]
name = "Exposed to Contaminants"
value = 4.54

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.48

[[workContext]]
name = "Contact With Others"
value = 4.38

[[workContext]]
name = "Frequency of Decision Making"
value = 4.38

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.35

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.19

[[workContext]]
name = "Time Pressure"
value = 4.14

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.13

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.11

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.06

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.97

[[workContext]]
name = "Spend Time Standing"
value = 3.85

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.72

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.62

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.6

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.52

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.49

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.42

[[workContext]]
name = "Consequence of Error"
value = 3.27

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.21

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.2

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.19

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.18

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.17

[[workContext]]
name = "Level of Competition"
value = 3.04

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.99

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.93

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.89

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.88

[[workContext]]
name = "Physical Proximity"
value = 2.88

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.86

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.84

[[workContext]]
name = "Conflict Situations"
value = 2.72

[[workContext]]
name = "Written Letters and Memos"
value = 2.67

[[workContext]]
name = "Exposed to High Places"
value = 2.62

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.85

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.71

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.17

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 4.05

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.94

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.21

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.11

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.06

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 1.9

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 1.77

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.76

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.7

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.67

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.56

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 1.55

[[relatedRoles]]
socCode = "37-3012.00"
slug = "role-37-3012-00"
title = "Pesticide Handlers, Sprayers, and Applicators, Vegetation"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4041.00"
slug = "role-47-4041-00"
title = "Hazardous Materials Removal Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4071.00"
slug = "role-47-4071-00"
title = "Septic Tank Servicers and Sewer Pipe Cleaners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "37-3011.00"
slug = "role-37-3011-00"
title = "Landscaping and Groundskeeping Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-8031.00"
slug = "role-51-8031-00"
title = "Water and Wastewater Treatment Plant and System Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "37-1012.00"
slug = "role-37-1012-00"
title = "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-1011.00"
slug = "role-45-1011-00"
title = "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4012.00"
slug = "role-19-4012-00"
title = "Agricultural Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-2092.00"
slug = "role-45-2092-00"
title = "Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-2011.00"
slug = "role-45-2011-00"
title = "Agricultural Inspectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4042.00"
slug = "role-19-4042-00"
title = "Environmental Science and Protection Technicians, Including Health"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3025.00"
slug = "role-17-3025-00"
title = "Environmental Engineering Technologists and Technicians"
tier = "Supplemental"

[[careerClusters]]
cluster = "Agriculture"
slug = "agriculture"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.66
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7255374
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.494887
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7243282
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
