entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3051-03"
socCode = "11-3051.03"
title = "Biofuels Production Managers"
summary = "Manage biofuels production and plant operations. Collect and process information on plant production and performance, diagnose problems, and design corrective procedures."
aliases = ["Biofuels Production Manager", "Plant Manager", "Production Coordinator", "Production Manager", "Ethanol Operations Manager", "Production Plant Manager", "Biodiesel Operations Manager", "Biodiesel Plant Manager", "Biodiesel Plant Superintendent", "Biofuels Operations Manager", "Biofuels Plant Manager", "Biofuels 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 = 45.44

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.13

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.83

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 14

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 6.6

[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
usageTasks = []

[aiOutlook.index]
value = 49
percentile = 48
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 48
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
beta = 0.2857142857142857
gamma = 0.5714285714285714

[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 = 0.5714285714285714
percentile = 48
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.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 = 13
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "4d994e0e66df5475"

[[tasks]]
text = "Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Provide direction to employees to ensure compliance with biofuels plant safety, environmental, or operational standards and regulations."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality."
type = "Core"
iwa = "4.A.4.a.2.a"

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

[[tasks]]
text = "Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Adjust temperature, pressure, vacuum, level, flow rate, or transfer of biofuels to maintain processes at required levels."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Provide training to subordinate or new employees to improve biofuels plant safety or increase the production of biofuels."
type = "Core"
iwa = "4.A.4.b.3.d"

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

[[tasks]]
text = "Monitor transportation and storage of flammable or other potentially dangerous feedstocks or products to ensure adherence to safety guidelines."
type = "Core"
iwa = "4.A.2.a.3.b"

[[tasks]]
text = "Draw samples of biofuels products or secondary by-products for quality control testing."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Approve proposals for the acquisition, replacement, or repair of biofuels processing equipment or the implementation of new production processes."
type = "Core"
iwa = "4.A.4.b.4.j"

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

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

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

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

[[activities]]
name = "Evaluate quality of materials or products."
iwa = "4.A.2.a.1.e"

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

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

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

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

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

[[activities]]
name = "Analyze data to determine project feasibility."
iwa = "4.A.2.a.1.j"

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.73

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.08

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.04

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

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

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

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.68

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.68

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.32

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.26

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Negotiation"
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 = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Microsoft 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 = "Human machine interface HMI software"
category = "Industrial control software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.93

[[workContext]]
name = "Telephone Conversations"
value = 4.89

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.79

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.76

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

[[workContext]]
name = "Contact With Others"
value = 4.64

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.64

[[workContext]]
name = "Frequency of Decision Making"
value = 4.61

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.57

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.55

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.36

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.27

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.13

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.12

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.08

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.03

[[workContext]]
name = "Time Pressure"
value = 3.97

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.95

[[workContext]]
name = "Consequence of Error"
value = 3.95

[[workContext]]
name = "Exposed to Contaminants"
value = 3.87

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.85

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.64

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.58

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.53

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.52

[[workContext]]
name = "Written Letters and Memos"
value = 3.5

[[workContext]]
name = "Exposed to High Places"
value = 3.45

[[workContext]]
name = "Conflict Situations"
value = 3.43

[[workContext]]
name = "Degree of Automation"
value = 3.41

[[workContext]]
name = "Spend Time Sitting"
value = 3.28

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.15

[[workContext]]
name = "Physical Proximity"
value = 3.13

[[workContext]]
name = "Level of Competition"
value = 3.05

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

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.9

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.85

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.81

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.7

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.41

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.06

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.59

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.74

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

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

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

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

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

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

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

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

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

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

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

[[relatedRoles]]
socCode = "11-3051.01"
slug = "role-11-3051-01"
title = "Quality Control Systems Managers"
tier = "Primary-Long"

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

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