entityType = "role"
schemaVersion = "role.v1"
slug = "role-37-3011-00"
socCode = "37-3011.00"
title = "Landscaping and Groundskeeping Workers"
summary = "Landscape or maintain grounds of property using hand or power tools or equipment. Workers typically perform a variety of tasks, which may include any combination of the following: sod laying, mowing, trimming, planting, watering, fertilizing, digging, raking, sprinkler installation, and installation of mortarless segmental concrete masonry wall units."
aliases = ["Grounds Maintenance Worker", "Grounds Worker", "Groundskeeper", "Outside Maintenance Worker", "Gardener", "Greenskeeper", "Grounds Person", "Grounds Specialist", "Landscape Specialist", "Landscape Technician", "Athletic Field Custodian", "Bonsai Tender"]

[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 = 39.15

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 31.2

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 18.33

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 8.22

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.1

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

[market]
medianWage = 38090
meanWage = 40880
pct10Wage = 29990
pct25Wage = 35250
pct75Wage = 45870
pct90Wage = 53900
employment = 943430
areaTitle = "U.S."

[industries]
count = 45

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 597250
medianWage = 38380
lq = 10.81

[[industries.top]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 571490
medianWage = 38480
lq = 102.06

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 101840
medianWage = 35570
lq = 6.3

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 30700
medianWage = 42230
lq = 0.37

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 28650
medianWage = 38050
lq = 1.98

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 25730
medianWage = 38070
lq = 0.95

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 16670
medianWage = 36160
lq = 0.19

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 14410
medianWage = 41600
lq = 0.29

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12050
medianWage = 35020
lq = 0.74

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 10770
medianWage = 40520
lq = 0.16

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 9290
medianWage = 37140
lq = 0.07

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 9000
medianWage = 37380
lq = 0.09

[[industries.concentrated]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
employment = 571490
lq = 102.06

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 597250
lq = 10.81

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 101840
lq = 6.3

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 28650
lq = 1.98

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 4730
lq = 1.23

[[industries.concentrated]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 1000
lq = 1.1

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 25730
lq = 0.95

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12050
lq = 0.74

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

[aiOutlook.index]
value = 5
percentile = 2
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 1
source = "felten_aioe"

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

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.95
percentile = 89
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
beta = 0.024390243902439025
gamma = 0.04878048780487805

[aiOutlook.bls]
growthPercent = 3.6
growthPercentile = 59
direction = "About average"
annualOpeningsThousands = 158.2
annualOpeningsPercentile = 97
employment2024Thousands = 1192.5
employment2034Thousands = 1235

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.824293
percentile = 1
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 = 0.04878048780487805
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 = 0.0427478188261251
percentile = 8
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 = "Advise customers on plant selection or care."
usagePercent = 0.0022595713387754766
importance = 3.24

[[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 = 1
totalSample = 117
autonomyMedian = 3
dominantCollaboration = "learning"
automationShare = 32.47
augmentationShare = 54.7
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 54.7

[[aiPlaybook.collaboration]]
label = "directive"
percent = 17.09

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 15.38

[[aiPlaybook.useCase]]
label = "personal"
percent = 98.29

[[aiPlaybook.delegatedTasks]]
task = "Advise customers on plant selection or care."
usagePercent = 0.011701462682835355
collaboration = "learning"
autonomyMedian = 3
sampleCount = 117

[[aiPlaybook.boundaryTasks]]
task = "Advise customers on plant selection or care."
humanNeededPercent = 98.29059829059828
sampleCount = 117

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to advise customers on plant selection or care, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 26
skills = 36
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 = "581ee10ad8a8cef8"

[[tasks]]
text = "Gather and remove litter."
type = "Core"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Use hand tools, such as shovels, rakes, pruning saws, saws, hedge or brush trimmers, or axes."
type = "Core"
iwa = "4.A.3.a.3.k"

[[tasks]]
text = "Operate vehicles or powered equipment, such as mowers, tractors, twin-axle vehicles, snow blowers, chainsaws, electric clippers, sod cutters, or pruning saws."
type = "Core"
iwa = "4.A.3.a.3.k"

[[tasks]]
text = "Water lawns, trees, or plants, using portable sprinkler systems, hoses, or watering cans."
type = "Core"
iwa = "4.A.3.a.1.q"

[[tasks]]
text = "Prune or trim trees, shrubs, or hedges, using shears, pruners, or chain saws."
type = "Core"
iwa = "4.A.3.a.2.n"

[[tasks]]
text = "Mix and spray or spread fertilizers, herbicides, or insecticides onto grass, shrubs, or trees, using hand or automatic sprayers or spreaders."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Use irrigation methods to adjust the amount of water consumption and to prevent waste."
type = "Supplemental"
iwa = "4.A.3.a.1.q"

[[tasks]]
text = "Provide proper upkeep of sidewalks, driveways, parking lots, fountains, planters, burial sites, or other grounds features."
type = "Supplemental"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Shovel snow from walks, driveways, or parking lots, and spread salt in those areas."
type = "Supplemental"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Maintain irrigation systems, including winterizing the systems and starting them up in spring."
type = "Supplemental"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Plan or cultivate lawns or gardens."
type = "Supplemental"
iwa = "4.A.3.a.1.q"

[[tasks]]
text = "Care for established lawns by mulching, aerating, weeding, grubbing, removing thatch, or trimming or edging around flower beds, walks, or walls."
type = "Core"
iwa = "4.A.3.a.1.q"

[[emergingTasks]]
text = "Move furniture."

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

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

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

[[activities]]
name = "Remove snow."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Cultivate lawns, turf, or gardens."
iwa = "4.A.3.a.1.q"

[[activities]]
name = "Dispose of trash or waste materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Maintain equipment or systems to ensure proper functioning."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Prepare chemicals for work application."
iwa = "4.A.3.a.1.a"

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

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

[[activities]]
name = "Irrigate lawns, trees, or plants."
iwa = "4.A.3.a.1.q"

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

[[activities]]
name = "Remove debris from work sites."
iwa = "4.A.3.a.1.e"

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

[[activities]]
name = "Plant greenery to improve landscape appearance."
iwa = "4.A.3.a.1.q"

[[activities]]
name = "Decorate indoor or outdoor spaces."
iwa = "4.A.3.a.2.h"

[[activities]]
name = "Provide information about landscaping services or costs."
iwa = "4.A.4.a.1.a"

[[activities]]
name = "Install equipment to protect or support trees."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Install fencing or other barriers."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Install masonry materials."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Build construction forms or molds."
iwa = "4.A.3.a.2.aj"

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3

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

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

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.93

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 2.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.88

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.88

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.75

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.75

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 2.75

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.67

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.62

[[capabilities]]
name = "Rate Control"
family = "ability"
value = 2.62

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 2.62

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 2.59

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "IBM Notes"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Facebook"
category = "Web page creation and editing 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 Windows"
category = "Operating system software"
hot = true
inDemand = false

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

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

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.98

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.74

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.74

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.54

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.47

[[workContext]]
name = "Spend Time Standing"
value = 4.33

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.27

[[workContext]]
name = "Exposed to Contaminants"
value = 4.2

[[workContext]]
name = "Physical Proximity"
value = 4.03

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.01

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.98

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.98

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.86

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.85

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.51

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.31

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.3

[[workContext]]
name = "Time Pressure"
value = 3.28

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.22

[[workContext]]
name = "Conflict Situations"
value = 3.2

[[workContext]]
name = "Contact With Others"
value = 3.19

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.19

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.18

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.17

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.17

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.16

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.01

[[workContext]]
name = "Consequence of Error"
value = 2.91

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.89

[[workContext]]
name = "Level of Competition"
value = 2.75

[[workContext]]
name = "Frequency of Decision Making"
value = 2.72

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.71

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.67

[[workContext]]
name = "Freedom to Make Decisions"
value = 2.53

[[workContext]]
name = "Degree of Automation"
value = 2.49

[[workContext]]
name = "Telephone Conversations"
value = 2.41

[[workContext]]
name = "Exposed to Whole Body Vibration"
value = 2.36

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.28

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.26

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.12

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.58

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 6.43

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 3.86

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.79

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.35

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

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.9

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.86

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.81

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.62

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 1.55

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.45

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.3

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

[[relatedRoles]]
socCode = "37-3013.00"
slug = "role-37-3013-00"
title = "Tree Trimmers and Pruners"
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 = "37-1012.00"
slug = "role-37-1012-00"
title = "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "45-2091.00"
slug = "role-45-2091-00"
title = "Agricultural Equipment Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4051.00"
slug = "role-47-4051-00"
title = "Highway Maintenance Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-3015.00"
slug = "role-47-3015-00"
title = "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2073.00"
slug = "role-47-2073-00"
title = "Operating Engineers and Other Construction Equipment Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9071.00"
slug = "role-49-9071-00"
title = "Maintenance and Repair Workers, General"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "47-2061.00"
slug = "role-47-2061-00"
title = "Construction Laborers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Hospitality, Events, & Tourism"
slug = "hospitality-events-tourism"

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

[[studyPrograms]]
title = "Parks, Recreation, Leisure, Fitness, and Kinesiology"
slug = "parks-recreation-leisure-fitness-and-kinesiology"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.95
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.824293
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.701905
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.656454
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
