entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3051-06"
socCode = "11-3051.06"
title = "Hydroelectric Production Managers"
summary = "Manage operations at hydroelectric power generation facilities. Maintain and monitor hydroelectric plant equipment for efficient and safe plant operations."
aliases = ["Plant Manager", "Power Plant Superintendent", "Power Plant Supervisor", "Power Project Manager", "Hydroelectric Station Supervisor (Hydro Station Supervisor)", "Demand Generation Manager", "Generation Manager", "Hydroelectric Generation Manager (Hydro Generation Manager)", "Hydroelectric Generation Supervisor (Hydro Generation Supervisor)", "Hydroelectric Plant Site Manager (Hydro Plant Site Manager)", "Hydroelectric Production Manager", "Hydroelectric Station Chief"]

[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 = "Post-Secondary Certificate"
percentage = 28.95

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 21.28

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 14.85

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 14.08

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 13.59

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 7.24

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

[market]
medianWage = 121440
meanWage = 129180
pct10Wage = 74900
pct25Wage = 94620
pct75Wage = 156330
pct90Wage = 197310
employment = 234380
areaTitle = "U.S."

[industries]
count = 39

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 174750
medianWage = 119930
lq = 9.01

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 15530
medianWage = 111080
lq = 1.69

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 10730
medianWage = 142420
lq = 0.66

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 7440
medianWage = 155630
lq = 1.74

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 4590
medianWage = 101690
lq = 11.62

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3600
medianWage = 106340
lq = 0.26

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3470
medianWage = 157180
lq = 3.94

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 3250
medianWage = 132380
lq = 3.73

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2540
medianWage = 114990
lq = 0.21

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2460
medianWage = 114660
lq = 0.22

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 2130
medianWage = 128080
lq = 1.21

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2080
medianWage = 95270
lq = 0.31

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 4590
lq = 11.62

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 174750
lq = 9.01

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 940
lq = 8.67

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 390
lq = 6.91

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3470
lq = 3.94

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 3250
lq = 3.73

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 110
lq = 3.63

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 820
lq = 3.17

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

[aiOutlook.index]
value = 50
percentile = 50
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 60
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 38
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.03
percentile = 19
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 = 0.05714285714285714
beta = 0.34285714285714286
gamma = 0.6285714285714286

[aiOutlook.bls]
growthPercent = 1.9
growthPercentile = 39
direction = "About average"
annualOpeningsThousands = 17.1
annualOpeningsPercentile = 75
employment2024Thousands = 241.9
employment2034Thousands = 246.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.5086878
percentile = 60
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 = 0.6285714285714286
percentile = 52
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 = 0.12029110451447905
percentile = 38
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 or implement policy evaluation procedures for hydroelectric generation activities."
usagePercent = 0.0017460323981446867
importance = 3.6

[[aiOutlook.usageTasks]]
task = "Develop or implement projects to improve efficiency, economy, or effectiveness of hydroelectric plant operations."
usagePercent = 0.0015406168218923706
importance = 3.88

[[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 = 18
skills = 41
capabilities = 120
tools = 18
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "30a64f95219bcc63"

[[tasks]]
text = "Direct operations, maintenance, or repair of hydroelectric power facilities."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Identify and communicate power system emergencies."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Maintain records of hydroelectric facility operations, maintenance, or repairs."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Perform or direct preventive or corrective containment or cleanup to protect the environment."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Monitor or inspect hydroelectric equipment, such as hydro-turbines, generators, or control systems."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Inspect hydroelectric facilities, including switchyards, control houses, or relay houses, for normal operation or adherence to safety standards."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Supervise or monitor hydroelectric facility operations to ensure that generation or mechanical equipment conform to applicable regulations or standards."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Plan or coordinate hydroelectric production operations to meet customer requirements."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Check hydroelectric operations for compliance with prescribed operating limits, such as loads, voltages, temperatures, lines, or equipment."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Operate energized high- or low-voltage hydroelectric power transmission system substations, according to procedures and safety requirements."
type = "Supplemental"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Develop or implement projects to improve efficiency, economy, or effectiveness of hydroelectric plant operations."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Provide technical direction in the erection or commissioning of hydroelectric equipment or supporting electrical or mechanical systems."
type = "Core"
iwa = "4.A.4.b.6.c"

[[emergingTasks]]
text = "Train employees in power plant operations."

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Develop procedures to evaluate organizational activities."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Develop sustainable organizational policies or practices."
iwa = "4.A.2.b.2.q"

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

[[activities]]
name = "Resolve customer complaints or problems."
iwa = "4.A.4.a.8.c"

[[activities]]
name = "Direct green energy production operations."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Manage environmental sustainability projects."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Operate green energy production equipment."
iwa = "4.A.3.a.3.g"

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

[[activities]]
name = "Inspect operations of green energy facilities."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Communicate green energy production information."
iwa = "4.A.4.a.2.a"

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

[[activities]]
name = "Schedule activities or facility use."
iwa = "4.A.2.b.5.a"

[[activities]]
name = "Evaluate green operations or programs for compliance with standards or regulations."
iwa = "4.A.2.a.3.b"

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4.12

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.07

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 4.06

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.92

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

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.62

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.62

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.62

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.58

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.38

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Apache Kafka"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Apache Kafka"
category = "Development environment software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Active Server Pages ASP"
category = "Web platform development 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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server"
category = "Data base management system 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 = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

[[tools]]
example = "Distributed control system DCS"
category = "Industrial control software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Structure query language SQL"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "VMware"
category = "Clustering software"
hot = false
inDemand = false

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

[[workContext]]
name = "Telephone Conversations"
value = 4.98

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.85

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.81

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.73

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.62

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.48

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.42

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.42

[[workContext]]
name = "Frequency of Decision Making"
value = 4.42

[[workContext]]
name = "Contact With Others"
value = 4.41

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.23

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.09

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.02

[[workContext]]
name = "Consequence of Error"
value = 4

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.98

[[workContext]]
name = "Time Pressure"
value = 3.93

[[workContext]]
name = "Written Letters and Memos"
value = 3.92

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.9

[[workContext]]
name = "Spend Time Sitting"
value = 3.7

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.6

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.58

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.56

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.51

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.42

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.36

[[workContext]]
name = "Level of Competition"
value = 3.15

[[workContext]]
name = "Conflict Situations"
value = 3.13

[[workContext]]
name = "Physical Proximity"
value = 2.99

[[workContext]]
name = "Exposed to Contaminants"
value = 2.91

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

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.82

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.75

[[workContext]]
name = "Public Speaking"
value = 2.71

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.67

[[workContext]]
name = "Exposed to High Places"
value = 2.58

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.53

[[workContext]]
name = "Degree of Automation"
value = 2.5

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.48

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.37

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.02

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.57

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.64

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.83

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

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

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

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

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

[[relatedRoles]]
socCode = "11-9199.09"
slug = "role-11-9199-09"
title = "Wind Energy Operations Managers"
tier = "Primary-Short"

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

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

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

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

[[relatedRoles]]
socCode = "11-3051.00"
slug = "role-11-3051-00"
title = "Industrial Production Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9099.01"
slug = "role-49-9099-01"
title = "Geothermal Technicians"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

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

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

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

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

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.03
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.5086878
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.6547023
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.3542972
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
