entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9013-00"
socCode = "11-9013.00"
title = "Farmers, Ranchers, and Other Agricultural Managers"
summary = "Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities."
aliases = ["Aquaculture Director", "Farm Manager", "Greenhouse Manager", "Ranch Manager", "Farm Operations Technical Director", "Fish Hatchery Manager", "Harvesting Manager", "Hatchery Manager", "Hatchery Supervisor", "Nursery Manager", "Accredited Farm Manager (AFM)", "Activation Manager"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"
educationDistribution = []

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

[market]
medianWage = 87980
meanWage = 97240
pct10Wage = 51700
pct25Wage = 67970
pct75Wage = 115200
pct90Wage = 156530
employment = 5910
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 2560
medianWage = 94170
lq = 157.75

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 520
medianWage = 100480
lq = 2.25

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 420
medianWage = 97970
lq = 0.86

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 360
lq = 1.04

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 350
medianWage = 137910
lq = 3.25

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 330
medianWage = 76010
lq = 0.63

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 240
medianWage = 85600
lq = 0.58

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 170
medianWage = 80970
lq = 0.28

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 160
medianWage = 77540
lq = 0.94

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 100
medianWage = 72680
lq = 1.1

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 90
medianWage = 84190

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 60
medianWage = 62600

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 2560
lq = 157.75

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 350
lq = 3.25

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 520
lq = 2.25

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 100
lq = 1.1

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 360
lq = 1.04

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 160
lq = 0.94

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 420
lq = 0.86

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 330
lq = 0.63

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

[aiOutlook.index]
value = 40
percentile = 38
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 45
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 55
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 21
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.047
percentile = 23
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 = 0.04081632653061224
beta = 0.36734693877551017
gamma = 0.6938775510204082

[aiOutlook.bls]
growthPercent = -1.3
growthPercentile = 21
direction = "Declining"
annualOpeningsThousands = 85.5
annualOpeningsPercentile = 94
employment2024Thousands = 836.1
employment2034Thousands = 825

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.1443684
percentile = 45
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.6938775510204082
percentile = 55
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 = 0.07604159982061662
percentile = 21
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 = "Prepare reports required by state and federal laws."
usagePercent = 0.002978525855658583
importance = 3.95

[[aiOutlook.usageTasks]]
task = "Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns."
usagePercent = 0.002875818067532425
importance = 3.67

[[aiOutlook.usageTasks]]
task = "Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules."
usagePercent = 0.0017460323981446867
importance = 4.09

[[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 = 45
capabilities = 120
tools = 76
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "a76f1661c6b7da72"

[[tasks]]
text = "Collect and record growth, production, and environmental data."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research."
type = "Core"
iwa = "4.A.4.b.4.c"

[[tasks]]
text = "Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques."
type = "Core"
iwa = "4.A.4.b.4.c"

[[tasks]]
text = "Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks."
type = "Core"
iwa = "4.A.4.b.4.c"

[[tasks]]
text = "Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules."
type = "Core"
iwa = "4.A.4.b.4.c"

[[tasks]]
text = "Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Position and regulate plant irrigation systems, and program environmental and irrigation control computers."
type = "Core"
iwa = "4.A.3.a.1.q"

[[tasks]]
text = "Prepare reports required by state and federal laws."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Maintain financial, operational, production, or employment records for farms or ranches."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities."
type = "Core"
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Compile operational data."
iwa = "4.A.2.a.2.c"

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

[[activities]]
name = "Manage agricultural or forestry operations."
iwa = "4.A.4.b.4.c"

[[activities]]
name = "Analyze financial records to improve budgeting or planning."
iwa = "4.A.2.a.4.k"

[[activities]]
name = "Determine resource needs."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Develop emergency response plans or procedures."
iwa = "4.A.2.b.2.p"

[[activities]]
name = "Develop agricultural methods."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Prepare reports related to compliance matters."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Maintain regulatory or compliance documentation."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Inspect condition or functioning of facilities or equipment."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Perform manual service or maintenance tasks."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Direct sales, marketing, or customer service activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Direct administrative or support services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Direct organizational operations, projects, or services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Negotiate sales or lease agreements for products or services."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Negotiate contracts for transportation, distribution, or logistics services."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Test materials, solutions, or samples."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Advise customers on technical or procedural issues."
iwa = "4.A.4.b.6.b"

[[activities]]
name = "Analyze data to inform operational decisions or activities."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Manage construction activities."
iwa = "4.A.4.b.4.i"

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

[[activities]]
name = "Examine animals to detect illness, injury or other problems."
iwa = "4.A.1.b.2.i"

[[activities]]
name = "Direct activities of agricultural, forestry, or fishery employees."
iwa = "4.A.4.b.4.c"

[[activities]]
name = "Estimate labor or resource requirements for forestry, fishing, or agricultural operations."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Develop organizational policies or programs."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Develop marketing plans or strategies."
iwa = "4.A.2.b.2.c"

[[activities]]
name = "Conduct employee training programs."
iwa = "4.A.4.b.3.d"

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

[[activities]]
name = "Hire personnel."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Monitor organizational compliance with regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Monitor operational quality or safety."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Submit financial applications."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Purchase materials, equipment, or other resources."
iwa = "4.A.4.c.3.e"

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.13

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.9

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.63

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.39

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.39

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.37

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Atlassian Confluence"
type = "Specialized Skill"

[[skills]]
name = "Adobe Photoshop"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Atlassian Confluence"
category = "Cloud-based data access and sharing software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query 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 Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Accutech Systems Corporation AccuFarm-MGR"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Advanced Veterinary Services Ranch Vision"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Ag Connections Land.db"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Ag Leader Technology SMS Advanced"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "AGCO Advanced Technology Solutions Fieldstar"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "AgData Blue Skies Accounting"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Agevo Farm Manager"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "AgriSoft/CMC AgriSoft/ERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "Alua Software Paddock Pro"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "AquaSoft Farm Manager"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Argos Software ABECAS Insight"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Brihzon Solutions SMART Dairy Resource Planning"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "CattleWorks"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "CDA International Manifold System"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Countryside Data Ag Payroll"
category = "Time accounting software"
hot = false
inDemand = false

[[tools]]
example = "Custom Software Group CSG AgroSys"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Datatech The Farmer's Office"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Delta Data Systems AGIS"
category = "Geographic information system"
hot = false
inDemand = false

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

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

[[tools]]
example = "ESRI ArcPad"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "EZ-Ranch"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Farm Business Software Systems Smart Feeder"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

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

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

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.83

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.78

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.55

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.53

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.45

[[workContext]]
name = "Contact With Others"
value = 4.27

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.22

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.18

[[workContext]]
name = "Telephone Conversations"
value = 4.12

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.09

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.02

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.98

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

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.88

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.88

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.78

[[workContext]]
name = "Frequency of Decision Making"
value = 3.54

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.49

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.49

[[workContext]]
name = "Time Pressure"
value = 3.49

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.43

[[workContext]]
name = "Spend Time Standing"
value = 3.42

[[workContext]]
name = "E-Mail"
value = 3.39

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.31

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.28

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.28

[[workContext]]
name = "Physical Proximity"
value = 3.23

[[workContext]]
name = "Exposed to Contaminants"
value = 3.17

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.14

[[workContext]]
name = "Level of Competition"
value = 3.09

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.06

[[workContext]]
name = "Consequence of Error"
value = 3.04

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.87

[[workContext]]
name = "Written Letters and Memos"
value = 2.75

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.71

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.69

[[workContext]]
name = "Conflict Situations"
value = 2.61

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.57

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.43

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.39

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 7

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.06

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.52

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 5.46

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.16

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.53

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 4.02

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.8

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.29

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.27

[[personFit]]
name = "Animal Service"
family = "specific_interest_area"
value = 3.19

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.07

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 3

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.8

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

[[relatedRoles]]
socCode = "17-2021.00"
slug = "role-17-2021-00"
title = "Agricultural Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1013.00"
slug = "role-19-1013-00"
title = "Soil and Plant Scientists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "25-1041.00"
slug = "role-25-1041-00"
title = "Agricultural Sciences Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.03"
slug = "role-11-3051-03"
title = "Biofuels Production Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1021.00"
slug = "role-13-1021-00"
title = "Buyers and Purchasing Agents, Farm Products"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1012.00"
slug = "role-19-1012-00"
title = "Food Scientists and Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4012.01"
slug = "role-19-4012-01"
title = "Precision Agriculture Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1031.02"
slug = "role-19-1031-02"
title = "Range Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "45-2093.00"
slug = "role-45-2093-00"
title = "Farmworkers, Farm, Ranch, and Aquacultural Animals"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.047
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.1443684
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0162789
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.1584996
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
