entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-8013-00"
socCode = "51-8013.00"
title = "Power Plant Operators"
summary = "Control, operate, or maintain machinery to generate electric power. Includes auxiliary equipment operators."
aliases = ["Auxiliary Operator", "Control Room Operator", "Operations and Maintenance Technician (O and M Tech)", "Power Plant Operator", "Control Operator", "Multicraft Operator (MCO)", "Plant Control Operator", "Plant Operator", "Station Operator", "Unit Operator", "Asphalt Plant Operator", "Auxiliary Equipment Tender"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 59.81

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.29

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 12.54

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.16

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 3.46

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.74

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

[market]
medianWage = 99670
meanWage = 95990
pct10Wage = 59930
pct25Wage = 77400
pct75Wage = 111980
pct90Wage = 128760
employment = 30720
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 21490
medianWage = 102950
lq = 186.15

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 11860
medianWage = 103640
lq = 834.99

[[industries.top]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 1620
medianWage = 95150
lq = 1188.73

[[industries.top]]
naics = "221117"
slug = "221117"
title = "Biomass Electric Power Generation"
level = "National industry"
employment = 950
medianWage = 63470
lq = 2591.38

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 950
medianWage = 77560
lq = 0.53

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 770
medianWage = 71470
lq = 0.3

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 770
medianWage = 61960
lq = 0.28

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 730
medianWage = 78530
lq = 0.34

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 590
medianWage = 78530
lq = 2.56

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 460
medianWage = 64370
lq = 0.1

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 420
medianWage = 107870
lq = 0.75

[[industries.top]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 410
medianWage = 75600
lq = 207.23

[[industries.concentrated]]
naics = "221117"
slug = "221117"
title = "Biomass Electric Power Generation"
level = "National industry"
employment = 950
lq = 2591.38

[[industries.concentrated]]
naics = "221116"
slug = "221116"
title = "Geothermal Electric Power Generation"
level = "National industry"
employment = 300
lq = 2247.35

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 1620
lq = 1188.73

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 11860
lq = 834.99

[[industries.concentrated]]
naics = "221118"
slug = "221118"
title = "Other Electric Power Generation"
level = "National industry"
employment = 250
lq = 359.53

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 410
lq = 207.23

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 21490
lq = 186.15

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 230
lq = 82.75

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

[aiOutlook.index]
value = 31
percentile = 29
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 39
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 37
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 17
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.85
percentile = 71
band = "High"
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 = 0.08888888888888889
beta = 0.23333333333333334
gamma = 0.37777777777777777

[aiOutlook.bls]
growthPercent = -11.2
growthPercentile = 5
direction = "Declining"
annualOpeningsThousands = 2.5
annualOpeningsPercentile = 33
employment2024Thousands = 31.6
employment2034Thousands = 28

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.3482779
percentile = 39
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 = 0.37777777777777777
percentile = 37
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 = 0.0655066316400932
percentile = 17
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Analyze the layout, instrumentation, or function of electrical generation or transmission facilities."
usagePercent = 0.027628395005936512

[[aiOutlook.usageTasks]]
task = "Record and compile operational data by completing and maintaining forms, logs, or reports."
usagePercent = 0.010989733329498909
importance = 4.14

[[aiOutlook.usageTasks]]
task = "Prepare and submit compliance, operational, and safety forms or reports."
usagePercent = 0.0016433246100185286

[[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 = 1
taskCount = 2
totalSample = 60
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 54.76
workUsePercent = 73.81
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 54.76

[[aiPlaybook.useCase]]
label = "work"
percent = 73.81

[[aiPlaybook.delegatedTasks]]
task = "Record and compile operational data by completing and maintaining forms, logs, or reports."
usagePercent = 0.004200525065633205
collaboration = "directive"
autonomyMedian = 3
sampleCount = 42

[[aiPlaybook.boundaryTasks]]
task = "Record and compile operational data by completing and maintaining forms, logs, or reports."
humanNeededPercent = 90.47619047619048
sampleCount = 42

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: record and compile operational data by completing and maintaining forms, logs, or reports. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 30
skills = 39
capabilities = 120
tools = 26
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "0f535881cb0c4f0e"

[[tasks]]
text = "Control generator output to match the phase, frequency, or voltage of electricity supplied to panels."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Control power generating equipment, including boilers, turbines, generators, or reactors, using control boards or semi-automatic equipment."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Take regulatory action, based on readings from charts, meters and gauges, at established intervals."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Monitor power plant equipment and indicators to detect evidence of operating problems."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Start or stop generators, auxiliary pumping equipment, turbines, or other power plant equipment as necessary."
type = "Core"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Operate or maintain distributed power generation equipment, including fuel cells or microturbines, to produce energy on-site for manufacturing or other commercial purposes."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Adjust controls to generate specified electrical power or to regulate the flow of power between generating stations and substations."
type = "Supplemental"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Open and close valves and switches in sequence to start or shut down auxiliary units."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Control or maintain auxiliary equipment, such as pumps, fans, compressors, condensers, feedwater heaters, filters, or chlorinators, to supply water, fuel, lubricants, air, or auxiliary power."
type = "Core"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Operate, control, or monitor equipment, such as acid or gas carbon dioxide removal units, carbon dioxide compressors, or pipelines, to capture, store, or transport carbon dioxide exhaust."
type = "Supplemental"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Regulate equipment operations and conditions, such as water levels, based on instrument data or from computers."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Operate, control, or monitor gasifiers or related equipment, such as coolers, water quenches, water gas shifts reactors, or sulfur recovery units, to produce syngas or electricity from coal."
type = "Supplemental"
iwa = "4.A.3.a.3.g"

[[activities]]
name = "Watch operating equipment to detect malfunctions."
iwa = "4.A.1.a.2.a"

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

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

[[activities]]
name = "Adjust equipment controls to regulate flow of water, cleaning solutions, or other liquids."
iwa = "4.A.3.a.2.i"

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

[[activities]]
name = "Operate pumping systems or equipment."
iwa = "4.A.3.a.3.b"

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

[[activities]]
name = "Clean production equipment."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Maintain production or processing equipment."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Lubricate production equipment."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Collect samples of materials or products for testing."
iwa = "4.A.3.a.2.b"

[[activities]]
name = "Repair production equipment or tools."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Monitor lubrication of equipment or workpieces."
iwa = "4.A.1.a.2.a"

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

[[activities]]
name = "Notify others of equipment repair or maintenance needs."
iwa = "4.A.4.a.2.g"

[[activities]]
name = "Test electrical equipment or systems to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Maintain sustainable energy production equipment."
iwa = "4.A.3.b.5.a"

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

[[activities]]
name = "Troubleshoot equipment or systems operation problems."
iwa = "4.A.2.b.1.b"

[[activities]]
name = "Monitor conditions at energy-producing landfills."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Operate natural gas generation equipment."
iwa = "4.A.3.a.3.g"

[[activities]]
name = "Replace worn equipment components."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Evaluate characteristics of equipment or systems."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Monitor operational procedures in technical environments to ensure conformance to standards."
iwa = "4.A.1.a.2.b"

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 4

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

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.98

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.69

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.62

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.4

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

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

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

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.25

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

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

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query 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 maintenance management system CMMS"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Continuous emissions monitoring systems CEMS"
category = "Industrial control 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 = "Emerson Ovation"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Gas field monitoring system software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "General Electric Mark VI Distributed Control System DCS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "General Electric Mark VI Integrated Control System ICS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Interlock shutdown systems"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Landfill gas analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Landtec System Software LFG Pro"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Operational Data Store ODS software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Safety instrumented system SIS software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Power Plant Automation SPPA"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Siemens Teleperm"
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 = "Teknik Segala OSI Plant Information PI System"
category = "Industrial control software"
hot = false
inDemand = false

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

[[tools]]
example = "Yokogawa FAST/TOOLS"
category = "Industrial control software"
hot = false
inDemand = false

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 5

[[workContext]]
name = "E-Mail"
value = 4.65

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.64

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.6

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.59

[[workContext]]
name = "Contact With Others"
value = 4.56

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.55

[[workContext]]
name = "Consequence of Error"
value = 4.54

[[workContext]]
name = "Telephone Conversations"
value = 4.29

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.28

[[workContext]]
name = "Exposed to High Places"
value = 4.24

[[workContext]]
name = "Exposed to Contaminants"
value = 4.19

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.19

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.16

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.13

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.11

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.07

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.05

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.97

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.97

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.93

[[workContext]]
name = "Physical Proximity"
value = 3.79

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.76

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.74

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "Frequency of Decision Making"
value = 3.64

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.62

[[workContext]]
name = "Time Pressure"
value = 3.6

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.57

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.56

[[workContext]]
name = "Written Letters and Memos"
value = 3.45

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

[[workContext]]
name = "Spend Time Standing"
value = 3.22

[[workContext]]
name = "Conflict Situations"
value = 3.01

[[workContext]]
name = "Spend Time Sitting"
value = 2.99

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.99

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.96

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.96

[[workContext]]
name = "Degree of Automation"
value = 2.96

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.84

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.15

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 5.07

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

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

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 3

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.84

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.77

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.68

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 2.24

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 2.14

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 2.13

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.94

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.7

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

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

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

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

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

[[relatedRoles]]
socCode = "51-8093.00"
slug = "role-51-8093-00"
title = "Petroleum Pump System Operators, Refinery Operators, and Gaugers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-8091.00"
slug = "role-51-8091-00"
title = "Chemical Plant and System Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7071.00"
slug = "role-53-7071-00"
title = "Gas Compressor and Gas Pumping Station Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-8031.00"
slug = "role-51-8031-00"
title = "Water and Wastewater Treatment Plant and System Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-8012.00"
slug = "role-51-8012-00"
title = "Power Distributors and Dispatchers"
tier = "Primary-Long"

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.85
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.3482779
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.1809246
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.4411169
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
