entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9199-09"
socCode = "11-9199.09"
title = "Wind Energy Operations Managers"
summary = "Manage wind field operations, including personnel, maintenance activities, financial activities, and planning."
aliases = ["Site Manager", "Wind Operations Supervisor", "Wind Plant Manager", "Wind Site Manager", "Service Site Manager", "Turbine Site Manager", "Wind Facilities Manager", "Wind Plant Operations Manager", "Wind Site Supervisor", "Wind Technician Leader", "Clean Energy Site Manager", "Energy Environmental Manager"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 39.7

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 34.76

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 14.92

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 7.07

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.55

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

[market]
medianWage = 136550
meanWage = 149890
pct10Wage = 68860
pct25Wage = 100010
pct75Wage = 179190
pct90Wage = 227590
employment = 630980
areaTitle = "U.S."

[industries]
count = 64

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 94490
medianWage = 164060
lq = 2.14

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
medianWage = 163830
lq = 4.43

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 46390
medianWage = 160640
lq = 0.89

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 44890
medianWage = 162780
lq = 1.76

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
medianWage = 167740
lq = 3.25

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 32840
medianWage = 102450
lq = 0.59

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 32500
medianWage = 109990
lq = 0.88

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 31360
medianWage = 108810
lq = 0.33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25860
medianWage = 137780
lq = 1.05

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 19840
medianWage = 110040
lq = 0.6

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19110
medianWage = 111320
lq = 1.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 13510
medianWage = 95720
lq = 0.21

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 370
lq = 9.11

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1510
lq = 6.07

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
lq = 4.43

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 7200
lq = 3.92

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 190
lq = 3.33

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
lq = 3.25

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 410
lq = 2.7

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 1150
lq = 2.65

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

[aiOutlook.index]
value = 63
percentile = 62
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 67
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 49
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.25
percentile = 37
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 = 0.0625
beta = 0.4375
gamma = 0.8125

[aiOutlook.bls]
growthPercent = 4.5
growthPercentile = 70
direction = "About average"
annualOpeningsThousands = 106.7
annualOpeningsPercentile = 95
employment2024Thousands = 1333.7
employment2034Thousands = 1393.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9646872
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 = 0.8125
percentile = 67
band = "High"
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 = 0.145778869882199
percentile = 49
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 = "Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents."
usagePercent = 0.0019514479743970028
importance = 4.04

[[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 = 16
skills = 39
capabilities = 120
tools = 24
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "486bf2aa903f14c6"

[[tasks]]
text = "Supervise employees or subcontractors to ensure quality of work or adherence to safety regulations or policies."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Train or coordinate the training of employees in operations, safety, environmental issues, or technical issues."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Track and maintain records for wind operations, such as site performance, downtime events, parts usage, or substation events."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Oversee the maintenance of wind field equipment or structures, such as towers, transformers, electrical collector systems, roadways, or other site assets."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Prepare wind field operational budgets."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Maintain operations records, such as work orders, site inspection forms, or other documentation."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Provide technical support to wind field customers, employees, or subcontractors."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Recruit or select wind operations employees, contractors, or subcontractors."
type = "Core"
iwa = "4.A.4.c.2.a"

[[tasks]]
text = "Estimate costs associated with operations, including repairs or preventive maintenance."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Monitor and maintain records of daily facility operations."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Establish goals, objectives, or priorities for wind field operations."
type = "Core"
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Train employees on environmental awareness, conservation, or safety topics."
iwa = "4.A.4.b.3.d"

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

[[activities]]
name = "Maintain operational records for green energy processes or other environmentally-sustainable activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Advise others on green energy or related technologies."
iwa = "4.A.4.b.6.c"

[[activities]]
name = "Direct facility maintenance or repair activities."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Approve expenditures."
iwa = "4.A.2.b.1.c"

[[activities]]
name = "Negotiate contracts for environmental remediation, green energy, or renewable resources."
iwa = "4.A.4.a.7.b"

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

[[activities]]
name = "Estimate green project costs."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Develop organizational goals or objectives."
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Establish interpersonal business relationships to facilitate work activities."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Develop operating strategies, plans, or procedures for green or sustainable operations."
iwa = "4.A.2.b.2.q"

[[activities]]
name = "Prepare operational budgets for green energy or other green operations."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Supervise workers performing environmentally sustainable activities."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Direct maintenance and repair activities in green energy production facilities."
iwa = "4.A.4.b.4.j"

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.09

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 4

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.92

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.63

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.5

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.32

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.18

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.1

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Biology"
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"

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

[[skills]]
name = "Industrial Control Software"
type = "Specialized Skill"

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD 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 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 = "Computerized diagnostic software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Computerized maintenance management system CMMS"
category = "Facilities management software"
hot = false
inDemand = false

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

[[tools]]
example = "Gensuite"
category = "Compliance software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Local area network LAN software"
category = "LAN software"
hot = false
inDemand = false

[[tools]]
example = "Oracle Enterprise Asset Management eAM"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Oracle Primavera Systems"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Programmable logic controller PLC software"
category = "Industrial control software"
hot = false
inDemand = false

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

[[tools]]
example = "Time and payroll management software"
category = "Time accounting software"
hot = false
inDemand = false

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

[[tools]]
example = "Web conferencing software"
category = "Video conferencing software"
hot = false
inDemand = false

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

[[tools]]
example = "Wide area network WAN software"
category = "WAN switching software and firmware"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.99

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.88

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.71

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.59

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.57

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.57

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.56

[[workContext]]
name = "Contact With Others"
value = 4.52

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.47

[[workContext]]
name = "Consequence of Error"
value = 4.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.39

[[workContext]]
name = "Frequency of Decision Making"
value = 4.39

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.22

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.2

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.1

[[workContext]]
name = "E-Mail"
value = 4.02

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.99

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.89

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.84

[[workContext]]
name = "Time Pressure"
value = 3.79

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.78

[[workContext]]
name = "Exposed to High Places"
value = 3.77

[[workContext]]
name = "Level of Competition"
value = 3.7

[[workContext]]
name = "Written Letters and Memos"
value = 3.61

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.55

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.52

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.48

[[workContext]]
name = "Physical Proximity"
value = 3.46

[[workContext]]
name = "Public Speaking"
value = 3.3

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.28

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.18

[[workContext]]
name = "Spend Time Sitting"
value = 3.18

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.15

[[workContext]]
name = "Conflict Situations"
value = 3.14

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.13

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

[[workContext]]
name = "Exposed to Contaminants"
value = 2.93

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.83

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.75

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.47

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.24

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.16

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.04

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.34

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1

[[relatedRoles]]
socCode = "11-9199.10"
slug = "role-11-9199-10"
title = "Wind Energy Development Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9081.00"
slug = "role-49-9081-00"
title = "Wind Turbine Service Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2199.10"
slug = "role-17-2199-10"
title = "Wind Energy Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.06"
slug = "role-11-3051-06"
title = "Hydroelectric Production Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.02"
slug = "role-11-3051-02"
title = "Geothermal Production Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.04"
slug = "role-11-3051-04"
title = "Biomass Power Plant Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2199.03"
slug = "role-17-2199-03"
title = "Energy Engineers, Except Wind and Solar"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-2199.11"
slug = "role-17-2199-11"
title = "Solar Energy Systems Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-1011.03"
slug = "role-47-1011-03"
title = "Solar Energy Installation Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-8013.04"
slug = "role-51-8013-04"
title = "Hydroelectric Plant Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-8013.00"
slug = "role-51-8013-00"
title = "Power Plant Operators"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Communication, Journalism, and Related Programs"
slug = "communication-journalism-and-related-programs"

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "History"
slug = "history"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

[[studyPrograms]]
title = "Library Science"
slug = "library-science"

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

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

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[studyPrograms]]
title = "Theology and Religious Vocations"
slug = "theology-and-religious-vocations"

[[studyPrograms]]
title = "Visual and Performing Arts"
slug = "visual-and-performing-arts"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.25
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9646872
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9635357
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9099647
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
