entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3051-04"
socCode = "11-3051.04"
title = "Biomass Power Plant Managers"
summary = "Manage operations at biomass power generation facilities. Direct work activities at plant, including supervision of operations and maintenance staff."
aliases = ["Maintenance Manager", "Maintenance Supervisor", "Operations Supervisor", "Plant Manager", "Fuel Manager", "Maintenance Superintendent", "Operations Superintendent", "Operations and Maintenance Manager (O&M Manager)", "Utilities Superintendent", "Biomass Plant Manager", "Biomass Power Plant Manager", "Biomass Power Plant Superintendent"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 61.49

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 16.7

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 13.23

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 6.83

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.75

[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 = 51
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 = 0.03125
beta = 0.328125
gamma = 0.625

[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 = 0.625
percentile = 51
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 = "Evaluate power production or demand trends to identify opportunities for improved operations."
usagePercent = 0.009962655448237328
importance = 3.6

[[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 = 1
totalSample = 57
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 31.58
augmentationShare = 31.58
workUsePercent = 54.39
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 31.58

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 31.58

[[aiPlaybook.useCase]]
label = "work"
percent = 54.39

[[aiPlaybook.useCase]]
label = "coursework"
percent = 29.82

[[aiPlaybook.delegatedTasks]]
task = "Evaluate power production or demand trends to identify opportunities for improved operations."
usagePercent = 0.005700712589073635
collaboration = "directive"
autonomyMedian = 4
sampleCount = 57

[[aiPlaybook.boundaryTasks]]
task = "Evaluate power production or demand trends to identify opportunities for improved operations."
humanNeededPercent = 92.98245614035088
sampleCount = 57

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: evaluate power production or demand trends to identify opportunities for improved operations. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 19
skills = 37
capabilities = 120
tools = 9
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2f046e0770f018db"

[[tasks]]
text = "Manage safety programs at power generation facilities."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Review biomass operations performance specifications to ensure compliance with regulatory requirements."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Review logs, datasheets, or reports to ensure adequate production levels and safe production environments or to identify abnormalities with power production equipment or processes."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Supervise operations or maintenance employees in the production of power from biomass, such as wood, coal, paper sludge, or other waste or refuse."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Supervise biomass plant or substation operations, maintenance, repair, or testing activities."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Shut down and restart biomass power plants or equipment in emergency situations or for equipment maintenance, repairs, or replacements."
type = "Supplemental"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Compile and record operational data on forms or in log books."
type = "Supplemental"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Conduct field inspections of biomass plants, stations, or substations to ensure normal and safe operating conditions."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Plan and schedule plant activities, such as wood, waste, or refuse fuel deliveries, ash removal, and regular maintenance."
type = "Core"
iwa = "4.A.2.b.5.a"

[[tasks]]
text = "Prepare and manage biomass plant budgets."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Monitor the operating status of biomass plants by observing control system parameters, distributed control systems, switchboard gauges, dials, or other indicators."
type = "Supplemental"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Adjust equipment controls to generate specified amounts of electrical power."
type = "Supplemental"
iwa = "4.A.3.a.3.g"

[[activities]]
name = "Test green technologies or processes."
iwa = "4.A.1.b.2.b"

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

[[activities]]
name = "Perform manual service or maintenance tasks."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Manage inventories of products or organizational resources."
iwa = "4.A.4.c.3.a"

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

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

[[activities]]
name = "Compile operational data."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

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

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

[[activities]]
name = "Monitor green energy equipment, systems, or facilities."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Review documents or materials for compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Evaluate green operations or programs for compliance with standards or regulations."
iwa = "4.A.2.a.3.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 = "Schedule product or material transportation."
iwa = "4.A.2.b.5.b"

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

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

[[activities]]
name = "Analyze market research data."
iwa = "4.A.2.a.4.b"

[[activities]]
name = "Evaluate energy production data."
iwa = "4.A.2.a.4.g"

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

[[activities]]
name = "Monitor environment to ensure safety."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Enforce rules or regulations."
iwa = "4.A.3.a.1.k"

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.3

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.08

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.06

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.05

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

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

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

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

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

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.87

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
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 = "Administrative"
family = "knowledge"
value = 3.61

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.58

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.47

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.2

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.94

[[workContext]]
name = "E-Mail"
value = 4.92

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.85

[[workContext]]
name = "Telephone Conversations"
value = 4.83

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.79

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.76

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.74

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.67

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.66

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.54

[[workContext]]
name = "Contact With Others"
value = 4.43

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.41

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.32

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.31

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.27

[[workContext]]
name = "Frequency of Decision Making"
value = 4.25

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.16

[[workContext]]
name = "Time Pressure"
value = 4.13

[[workContext]]
name = "Exposed to Contaminants"
value = 4.06

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.92

[[workContext]]
name = "Written Letters and Memos"
value = 3.8

[[workContext]]
name = "Exposed to High Places"
value = 3.75

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.74

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.68

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.63

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

[[workContext]]
name = "Physical Proximity"
value = 3.58

[[workContext]]
name = "Consequence of Error"
value = 3.56

[[workContext]]
name = "Spend Time Sitting"
value = 3.51

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.5

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.37

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.07

[[workContext]]
name = "Public Speaking"
value = 3.01

[[workContext]]
name = "Conflict Situations"
value = 2.95

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.9

[[workContext]]
name = "Degree of Automation"
value = 2.67

[[workContext]]
name = "Level of Competition"
value = 2.67

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.58

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.54

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.53

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.34

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.12

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.86

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.19

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.72

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

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

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

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

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

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

[[relatedRoles]]
socCode = "51-8099.01"
slug = "role-51-8099-01"
title = "Biofuels Processing Technicians"
tier = "Primary-Long"

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

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

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

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

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