entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-2021-00"
socCode = "17-2021.00"
title = "Agricultural Engineers"
summary = "Apply knowledge of engineering technology and biological science to agricultural problems concerned with power and machinery, electrification, structures, soil and water conservation, and processing of agricultural products."
aliases = ["Agricultural Engineer", "Engineer", "Project Engineer", "Research Agricultural Engineer", "Agricultural Systems Specialist", "Conservation Engineer", "Field Engineer", "Product Engineer", "Product Technology Scientist", "Research Engineer", "Agricultural Equipment Design Engineer", "Agricultural Equipment Test Engineer"]

[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)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 75

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 10

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 10

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 84630
meanWage = 84240
pct10Wage = 43020
pct25Wage = 49930
pct75Wage = 103940
pct90Wage = 132700
employment = 1680
areaTitle = "U.S."

[industries]
count = 6

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 770
lq = 6.56

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 200
medianWage = 84630
lq = 1.35

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 130
medianWage = 99350
lq = 0.93

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 70
medianWage = 75820

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
medianWage = 75760

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 104690

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 770
lq = 6.56

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 200
lq = 1.35

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 130
lq = 0.93

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

[aiOutlook.index]
value = 62
percentile = 61
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 72
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 62
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 52
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.49
percentile = 47
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 = 0.07407407407407407
beta = 0.42592592592592593
gamma = 0.7777777777777777

[aiOutlook.bls]
growthPercent = 5.9
growthPercentile = 80
direction = "About average"
annualOpeningsThousands = 0.1
annualOpeningsPercentile = 1
employment2024Thousands = 1.7
employment2034Thousands = 1.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9409636
percentile = 72
band = "High"
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 = 0.7777777777777777
percentile = 62
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 = 0.15279206194247272
percentile = 52
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 = "Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity."
usagePercent = 0.01407096697328365
importance = 3.5

[[aiOutlook.usageTasks]]
task = "Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems."
usagePercent = 0.005957051711317166
importance = 4.05

[[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 = 2
taskCount = 3
totalSample = 161
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 24.48
augmentationShare = 55.25
workUsePercent = 38.46
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 34.27

[[aiPlaybook.collaboration]]
label = "directive"
percent = 24.48

[[aiPlaybook.collaboration]]
label = "learning"
percent = 20.98

[[aiPlaybook.useCase]]
label = "work"
percent = 38.46

[[aiPlaybook.useCase]]
label = "personal"
percent = 27.27

[[aiPlaybook.useCase]]
label = "coursework"
percent = 25.87

[[aiPlaybook.delegatedTasks]]
task = "Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity."
usagePercent = 0.01030128766095762
collaboration = "directive"
autonomyMedian = 4
sampleCount = 103

[[aiPlaybook.delegatedTasks]]
task = "Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems."
usagePercent = 0.004000500062507814
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 40

[[aiPlaybook.boundaryTasks]]
task = "Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems."
humanNeededPercent = 97.5
sampleCount = 40

[[aiPlaybook.boundaryTasks]]
task = "Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity."
humanNeededPercent = 97.0873786407767
sampleCount = 103

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 14
skills = 44
capabilities = 120
tools = 22
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "b9cdf8f698f5203e"

[[tasks]]
text = "Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Design food processing plants and related mechanical systems."
type = "Supplemental"
iwa = "4.A.3.b.2.c"

[[tasks]]
text = "Test agricultural machinery and equipment to ensure adequate performance."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction."
type = "Core"
iwa = "4.A.3.b.2.b"

[[tasks]]
text = "Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life."
type = "Core"
iwa = "4.A.3.b.2.e"

[[tasks]]
text = "Design agricultural machinery components and equipment, using computer-aided design (CAD) technology."
type = "Core"
iwa = "4.A.2.b.2.o"

[[emergingTasks]]
text = "Communicate results in peer-reviewed research articles or at workshops or conferences."

[[emergingTasks]]
text = "Use agricultural drones for crop monitoring, irrigation management, and pest control."

[[activities]]
name = "Investigate the environmental impact of projects."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Confer with other personnel to resolve design or operational problems."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Create graphical representations of mechanical equipment."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Test performance of electrical, electronic, mechanical, or integrated systems or equipment."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Design structures or facilities."
iwa = "4.A.3.b.2.b"

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

[[activities]]
name = "Advise others regarding green practices or environmental concerns."
iwa = "4.A.4.b.6.c"

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

[[activities]]
name = "Discuss designs or plans with clients."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Communicate technical information to suppliers, contractors, or regulatory agencies."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Direct industrial production activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Develop operational methods or processes that use green materials or emphasize sustainability."
iwa = "4.A.2.b.2.q"

[[activities]]
name = "Direct environmental development activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Prepare detailed work plans."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Design industrial processing systems."
iwa = "4.A.3.b.2.c"

[[activities]]
name = "Prepare proposal documents."
iwa = "4.A.3.b.6.g"

[[activities]]
name = "Document technical design details."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Design electronic or computer equipment or instrumentation."
iwa = "4.A.3.b.2.e"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.85

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.5

[[capabilities]]
name = "Design"
family = "knowledge"
value = 4.35

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4.1

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.9

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.88

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.63

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

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

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.38

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "PTC Creo Parametric"
type = "Specialized Skill"

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

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

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

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

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

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

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

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Dassault Systemes SolidWorks"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[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 SharePoint"
category = "Document management software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

[[tools]]
example = "SAS"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Eagle Point LANDCADD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

[[tools]]
example = "PTC Creo Parametric"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "PTC Pro/Pipe"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Supervisory control and data acquisition SCADA software"
category = "Industrial control software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.3

[[workContext]]
name = "Telephone Conversations"
value = 4.2

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.15

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.15

[[workContext]]
name = "Freedom to Make Decisions"
value = 4

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.95

[[workContext]]
name = "Contact With Others"
value = 3.75

[[workContext]]
name = "Spend Time Sitting"
value = 3.68

[[workContext]]
name = "Written Letters and Memos"
value = 3.55

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.55

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.5

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.5

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.5

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.5

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.4

[[workContext]]
name = "Time Pressure"
value = 3.4

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.35

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.3

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.25

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.1

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.05

[[workContext]]
name = "Consequence of Error"
value = 3.05

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

[[workContext]]
name = "Frequency of Decision Making"
value = 2.95

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.9

[[workContext]]
name = "Physical Proximity"
value = 2.85

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.75

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.75

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.7

[[workContext]]
name = "Exposed to Contaminants"
value = 2.65

[[workContext]]
name = "Conflict Situations"
value = 2.6

[[workContext]]
name = "Spend Time Standing"
value = 2.5

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.4

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.35

[[workContext]]
name = "Public Speaking"
value = 2.3

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.3

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.25

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.25

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.65

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 6.42

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.29

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 5.31

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 4.83

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.73

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

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.92

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.77

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.45

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.77

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.73

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.56

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

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

[[relatedRoles]]
socCode = "19-2041.03"
slug = "role-19-2041-03"
title = "Industrial Ecologists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "17-2081.00"
slug = "role-17-2081-00"
title = "Environmental Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-9041.01"
slug = "role-11-9041-01"
title = "Biofuels/Biodiesel Technology and Product Development Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9013.00"
slug = "role-11-9013-00"
title = "Farmers, Ranchers, and Other Agricultural Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-2051.02"
slug = "role-17-2051-02"
title = "Water/Wastewater Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-3026.00"
slug = "role-17-3026-00"
title = "Industrial Engineering Technologists and Technicians"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.49
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9409636
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.42221
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.6895172
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
