entityType = "role"
schemaVersion = "role.v1"
slug = "role-45-4011-00"
socCode = "45-4011.00"
title = "Forest and Conservation Workers"
summary = "Under supervision, perform manual labor necessary to develop, maintain, or protect areas such as forests, forested areas, woodlands, wetlands, and rangelands through such activities as raising and transporting seedlings; combating insects, pests, and diseases harmful to plant life; and building structures to control water, erosion, and leaching of soil. Includes forester aides, seedling pullers, tree planters, and gatherers of nontimber forestry products such as pine straw."
aliases = ["Forest Ranger", "Forestry Support Specialist", "Tree Farmer", "Tree Planter", "Christmas Tree Farmer", "Conservation Officer", "Field Laborer", "Forest Resource Specialist", "Park Maintainer", "Reforestation Worker", "Blister Rust Eradicator", "Box Chipper"]

[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 = 43.63

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 22.55

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 20.25

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 6.5

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 3.43

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 1.87

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 1.77

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

[market]
medianWage = 43680
meanWage = 42830
pct10Wage = 33050
pct25Wage = 36400
pct75Wage = 45200
pct90Wage = 54190
employment = 5630
areaTitle = "U.S."

[industries]
count = 5

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1010
medianWage = 42810
lq = 6.25

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 190
medianWage = 43230
lq = 1.97

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 120
medianWage = 37930
lq = 0.36

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
medianWage = 39190

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 62190

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1010
lq = 6.25

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 190
lq = 1.97

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 120
lq = 0.36

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 14
percentile = 10
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 15
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 7
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 19
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.87
percentile = 74
band = "High"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.043478260869565216
beta = 0.043478260869565216
gamma = 0.043478260869565216

[aiOutlook.bls]
growthPercent = -4.7
growthPercentile = 13
direction = "Declining"
annualOpeningsThousands = 2
annualOpeningsPercentile = 27
employment2024Thousands = 10.8
employment2034Thousands = 10.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.064205
percentile = 15
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 = 0.043478260869565216
percentile = 7
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 = 0.07352254227763409
percentile = 19
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 = 17
skills = 41
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 = "f4644c054aa3ac4b"

[[tasks]]
text = "Check equipment to ensure that it is operating properly."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush."
type = "Core"
iwa = "4.A.3.a.1.b"

[[tasks]]
text = "Maintain tallies of trees examined and counted during tree marking or measuring efforts."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Confer with other workers to discuss issues, such as safety, cutting heights, or work needs."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation."
type = "Supplemental"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation."
type = "Supplemental"
iwa = "4.A.3.a.2.ag"

[[tasks]]
text = "Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated."
type = "Supplemental"
iwa = "4.A.3.a.3.k"

[[tasks]]
text = "Thin or space trees, using power thinning saws."
type = "Supplemental"
iwa = "4.A.3.a.2.n"

[[tasks]]
text = "Identify diseased or undesirable trees and remove them, using power saws or hand saws."
type = "Supplemental"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Select or cut trees according to markings or sizes, types, or grades."
type = "Supplemental"
iwa = "4.A.2.b.1.d"

[[tasks]]
text = "Prune or shear tree tops or limbs to control growth, increase density, or improve shape."
type = "Supplemental"
iwa = "4.A.3.a.2.n"

[[emergingTasks]]
text = "Create field maps using geographic information systems technology."

[[activities]]
name = "Sort forestry or agricultural materials."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Inspect equipment or facilities to determine condition or maintenance needs."
iwa = "4.A.1.b.2.g"

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

[[activities]]
name = "Perform forest firefighting activities."
iwa = "4.A.3.a.1.b"

[[activities]]
name = "Determine forestry techniques or methods."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Cut trees or logs."
iwa = "4.A.3.a.2.n"

[[activities]]
name = "Evaluate quality of plants or crops."
iwa = "4.A.2.a.1.e"

[[activities]]
name = "Apply chemical solutions to plants to protect against disease or insects or to enhance growth."
iwa = "4.A.3.a.2.ag"

[[activities]]
name = "Trim trees or other vegetation."
iwa = "4.A.3.a.2.n"

[[activities]]
name = "Operate forestry equipment."
iwa = "4.A.3.a.3.k"

[[activities]]
name = "Record agricultural or forestry inventory data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Build agricultural structures."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Plant crops, trees, or other plants."
iwa = "4.A.3.a.1.q"

[[activities]]
name = "Perform manual agricultural, aquacultural, or horticultural tasks."
iwa = "4.A.3.a.1.q"

[[activities]]
name = "Advise others on farming or forestry operations, regulations, or equipment."
iwa = "4.A.4.b.6.e"

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.47

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Monitoring"
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 = "Multilimb Coordination"
family = "ability"
value = 3.12

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Stamina"
family = "ability"
value = 3.12

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.04

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.02

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

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

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

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

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

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

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

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = true

[[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 Project"
category = "Project management 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 = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = true

[[tools]]
example = "Database software"
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 = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus Notes"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Leica Geosystems ERDAS IMAGINE"
category = "Map creation software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.89

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.78

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.7

[[workContext]]
name = "Telephone Conversations"
value = 4.58

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.57

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 4.4

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.33

[[workContext]]
name = "Contact With Others"
value = 4.32

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.31

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.21

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.2

[[workContext]]
name = "Frequency of Decision Making"
value = 4.09

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.05

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.02

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.95

[[workContext]]
name = "Exposed to Contaminants"
value = 3.94

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.94

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.91

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.84

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.69

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.52

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.5

[[workContext]]
name = "Spend Time Standing"
value = 3.39

[[workContext]]
name = "Consequence of Error"
value = 3.38

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.37

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.26

[[workContext]]
name = "Written Letters and Memos"
value = 3.13

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.08

[[workContext]]
name = "Physical Proximity"
value = 3.05

[[workContext]]
name = "Level of Competition"
value = 3.05

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.02

[[workContext]]
name = "Time Pressure"
value = 3

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.91

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.85

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.7

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.68

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.63

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 2.62

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.62

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.54

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 6.74

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.37

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 4.38

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.07

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.33

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.03

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.71

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 2.62

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.41

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.97

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.71

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.63

[[relatedRoles]]
socCode = "19-4071.00"
slug = "role-19-4071-00"
title = "Forest and Conservation Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1032.00"
slug = "role-19-1032-00"
title = "Foresters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1031.02"
slug = "role-19-1031-02"
title = "Range Managers"
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 = "45-2092.00"
slug = "role-45-2092-00"
title = "Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1031.00"
slug = "role-19-1031-00"
title = "Conservation Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "37-3013.00"
slug = "role-37-3013-00"
title = "Tree Trimmers and Pruners"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "45-4021.00"
slug = "role-45-4021-00"
title = "Fallers"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Agriculture, Agriculture Operations, and Related Sciences"
slug = "agriculture-agriculture-operations-and-related-sciences"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.87
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.064205
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9001154
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.9999521
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
