entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-8012-00"
socCode = "51-8012.00"
title = "Power Distributors and Dispatchers"
summary = "Coordinate, regulate, or distribute electricity or steam."
aliases = ["Power System Dispatcher", "Power System Operator", "Systems Operator", "Transmission System Operator (TSO)", "Control Area Operator", "Control Operator", "DSO (Distribution System Operator)", "Dispatcher", "Distribution System Dispatcher (DSD)", "Electric System Operator", "Auxiliary Operator", "Board Operator"]
emergingTasks = []
studyPrograms = []

[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 = 40.32

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 24.05

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 21.55

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.44

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 5.64

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

[market]
medianWage = 107240
meanWage = 109620
pct10Wage = 70760
pct25Wage = 91670
pct75Wage = 128690
pct90Wage = 144900
employment = 9180
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 6330
medianWage = 106160
lq = 183.48

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 980
medianWage = 108870
lq = 5.86

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 960
medianWage = 112760
lq = 226.18

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 150
medianWage = 79750
lq = 0.18

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 50
medianWage = 90140

[[industries.top]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 40
medianWage = 110330

[[industries.top]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 40
medianWage = 107020

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 30
medianWage = 75360

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 30
medianWage = 166840

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
medianWage = 105400

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 960
lq = 226.18

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 6330
lq = 183.48

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 980
lq = 5.86

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 150
lq = 0.18

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

[aiOutlook.index]
value = 54
percentile = 53
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 54
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 = 0.64
percentile = 54
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 = 0.08333333333333333
beta = 0.375
gamma = 0.6666666666666666

[aiOutlook.bls]
growthPercent = -3.2
growthPercentile = 16
direction = "Declining"
annualOpeningsThousands = 0.8
annualOpeningsPercentile = 12
employment2024Thousands = 9.3
employment2034Thousands = 9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.5012214
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 = 0.6666666666666666
percentile = 54
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 = 0.14566656875022668
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 = "Coordinate with engineers, planners, field personnel, or other utility workers to provide information such as clearances, switching orders, or distribution process changes."
usagePercent = 0.00729225295695722
importance = 4.75

[[aiOutlook.usageTasks]]
task = "Control, monitor, or operate equipment that regulates or distributes electricity or steam, using data obtained from instruments or computers."
usagePercent = 0.004108311525046321
importance = 4.71

[[aiOutlook.usageTasks]]
task = "Calculate load estimates or equipment requirements to determine required control settings."
usagePercent = 0.0026704024912801087
importance = 4.3

[[aiOutlook.usageTasks]]
task = "Distribute or regulate the flow of power between entities, such as generating stations, substations, distribution lines, or users, keeping track of the status of circuits or connections."
usagePercent = 0.0019514479743970028
importance = 4.67

[[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 = 14
skills = 38
capabilities = 120
tools = 29
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "351b5429e263f07f"

[[tasks]]
text = "Coordinate with engineers, planners, field personnel, or other utility workers to provide information such as clearances, switching orders, or distribution process changes."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Respond to emergencies, such as transformer or transmission line failures, and route current around affected areas."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Control, monitor, or operate equipment that regulates or distributes electricity or steam, using data obtained from instruments or computers."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Direct personnel engaged in controlling or operating distribution equipment or machinery, such as instructing control room operators to start boilers or generators."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Distribute or regulate the flow of power between entities, such as generating stations, substations, distribution lines, or users, keeping track of the status of circuits or connections."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Prepare switching orders that will isolate work areas without causing power outages, referring to drawings of power systems."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Manipulate controls to adjust or activate power distribution equipment or machines."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Monitor and record switchboard or control board readings to ensure that electrical or steam distribution equipment is operating properly."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Implement energy schedules, including real-time transmission reservations or schedules."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Calculate load estimates or equipment requirements to determine required control settings."
type = "Core"
iwa = "4.A.2.b.1.h"

[[tasks]]
text = "Inspect equipment to ensure that specifications are met or to detect any defects."
type = "Supplemental"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Track conditions that could affect power needs, such as changes in the weather, and adjust equipment to meet any anticipated changes."
type = "Core"
iwa = "4.A.1.a.2.h"

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

[[activities]]
name = "Plan production or operational procedures or sequences."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Exchange information with colleagues."
iwa = "4.A.4.a.2.c"

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

[[activities]]
name = "Monitor equipment operation to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Record operational or production data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Monitor external factors impacting operations."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Calculate specific material, equipment, or labor requirements for production."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Inspect production equipment."
iwa = "4.A.1.b.2.g"

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.86

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.66

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

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

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.53

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.29

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.12

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.11

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 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 = "ABB MicroSCADA Pro DMS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "ABB MicroSCADA Pro SYS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "ABB PSGuard"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Catapult Software iPower SCADA"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Distribution automation system software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Distribution management system DMS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Energy management system EMS"
category = "Industrial control software"
hot = false
inDemand = false

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

[[tools]]
example = "Milsoft DisSPatch"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "OSI monarch/SGP"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Outage management system OMS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Radius NetMan"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Radius Uni-View"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Energy and Automation"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Spectrum Power TG"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Spectrum PowerCC Distribution Management"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Substation automation system software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Substation monitoring system 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 = "Telvent Responder Outage Management System OMS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Wide area monitoring system WAMS software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Wide area remote control system software"
category = "Industrial control software"
hot = false
inDemand = false

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

[[workContext]]
name = "Consequence of Error"
value = 4.74

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.68

[[workContext]]
name = "Contact With Others"
value = 4.61

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.6

[[workContext]]
name = "E-Mail"
value = 4.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.51

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.44

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.35

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.3

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.25

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.24

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.23

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.15

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.15

[[workContext]]
name = "Time Pressure"
value = 3.94

[[workContext]]
name = "Physical Proximity"
value = 3.78

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.74

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.73

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.58

[[workContext]]
name = "Level of Competition"
value = 3.54

[[workContext]]
name = "Spend Time Sitting"
value = 3.44

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.3

[[workContext]]
name = "Spend Time Standing"
value = 2.96

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.93

[[workContext]]
name = "Exposed to High Places"
value = 2.91

[[workContext]]
name = "Conflict Situations"
value = 2.9

[[workContext]]
name = "Written Letters and Memos"
value = 2.85

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.84

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.8

[[workContext]]
name = "Degree of Automation"
value = 2.78

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.67

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.5

[[workContext]]
name = "Exposed to Contaminants"
value = 2.4

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.4

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 2.37

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.32

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.28

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.28

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.2

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.11

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.83

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.11

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.09

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 3

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.77

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

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

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 2.55

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.43

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 2.09

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

[[relatedRoles]]
socCode = "49-2095.00"
slug = "role-49-2095-00"
title = "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-8021.00"
slug = "role-51-8021-00"
title = "Stationary Engineers and Boiler Operators"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "49-2094.00"
slug = "role-49-2094-00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-8092.00"
slug = "role-51-8092-00"
title = "Gas Plant Operators"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-8013.03"
slug = "role-51-8013-03"
title = "Biomass Plant Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2071.00"
slug = "role-17-2071-00"
title = "Electrical Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "49-2022.00"
slug = "role-49-2022-00"
title = "Telecommunications Equipment Installers and Repairers, Except Line Installers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.64
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.5012214
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9828096
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.2565828
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
