entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-8099-01"
socCode = "51-8099.01"
title = "Biofuels Processing Technicians"
summary = "Calculate, measure, load, mix, and process refined feedstock with additives in fermentation or reaction process vessels and monitor production process. Perform, and keep records of, plant maintenance, repairs, and safety inspections."
aliases = ["Biofuels Processing Technician", "Ethanol Operator", "Process Operator", "Production Operator", "Board Operator", "Chemical Operator", "Mash Preparatory Operator", "Process Technician", "Biodiesel Process Control Technician", "Biodiesel Processing Technician", "Biodiesel Production Associate", "Biodiesel Production Technician"]
emergingTasks = []
studyPrograms = []

[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 = 71.18

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 18.07

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5.69

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.21

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.85

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

[market]
medianWage = 61710
meanWage = 64490
pct10Wage = 40250
pct25Wage = 47860
pct75Wage = 76910
pct90Wage = 92750
employment = 15950
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6640
medianWage = 56980
lq = 5.03

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1760
medianWage = 61950
lq = 29.67

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1210
medianWage = 53140
lq = 1.44

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1050
medianWage = 49640
lq = 1.68

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 390
medianWage = 93150
lq = 6.51

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 240
medianWage = 90450
lq = 0.22

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 150
medianWage = 128190
lq = 20.34

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 150
medianWage = 91210
lq = 1.25

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
medianWage = 43660
lq = 0.44

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 70
medianWage = 69290

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 60
medianWage = 50840

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 40
medianWage = 62650

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1760
lq = 29.67

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 150
lq = 20.34

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 390
lq = 6.51

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6640
lq = 5.03

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1050
lq = 1.68

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1210
lq = 1.44

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 150
lq = 1.25

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 120
lq = 0.44

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 19
percentile = 16
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 29
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 24
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 4
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.86
percentile = 72
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
beta = 0.0945945945945946
gamma = 0.1891891891891892

[aiOutlook.bls]
growthPercent = 1.6
growthPercentile = 37
direction = "About average"
annualOpeningsThousands = 1.6
annualOpeningsPercentile = 23
employment2024Thousands = 16.3
employment2034Thousands = 16.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.6702387
percentile = 29
band = "Low"
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 = 0.1891891891891892
percentile = 24
band = "Low"
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 = 0.02637506699890347
percentile = 4
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.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 = 19
skills = 34
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "b239c7a80a6bbd35"

[[tasks]]
text = "Monitor batch, continuous flow, or hybrid biofuels production processes."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Operate valves, pumps, engines, or generators to control and adjust biofuels production."
type = "Core"
iwa = "4.A.3.a.3.b"

[[tasks]]
text = "Monitor and record biofuels processing data."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Operate equipment, such as a centrifuge, to extract biofuels products and secondary by-products or reusable fractions."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Process refined feedstock with additives in fermentation or reaction process vessels."
type = "Core"
iwa = "4.A.3.a.2.m"

[[tasks]]
text = "Operate chemical processing equipment for the production of biofuels."
type = "Core"
iwa = "4.A.3.a.3.g"

[[tasks]]
text = "Monitor and record flow meter performance."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Inspect biofuels plant or processing equipment regularly, recording or reporting damage and mechanical problems."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Measure and monitor raw biofuels feedstock."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Preprocess feedstock in preparation for physical, chemical, or biological fuel production processes."
type = "Core"
iwa = "4.A.3.a.2.m"

[[tasks]]
text = "Calculate, measure, load, or mix refined feedstock used in biofuels production."
type = "Core"
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Measure ingredients or substances to be used in production processes."
iwa = "4.A.1.b.3.a"

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

[[activities]]
name = "Load materials into production equipment."
iwa = "4.A.3.a.1.f"

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

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

[[activities]]
name = "Prepare biological feedstock for physical, chemical, or biological processing."
iwa = "4.A.3.a.2.m"

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

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

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

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

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

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

[[activities]]
name = "Measure stock or liquid levels in sustainable fuel production systems."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Monitor biofuel production operations."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Clean work areas."
iwa = "4.A.3.a.1.c"

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

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

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.39

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.38

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.25

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.18

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "R"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

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

[[tools]]
example = "Data visualization software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Digital control systems DCS"
category = "Industrial control 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

[[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 = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.87

[[workContext]]
name = "Exposed to Contaminants"
value = 4.82

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.8

[[workContext]]
name = "Contact With Others"
value = 4.73

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.67

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.45

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.45

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.34

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.33

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.3

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.28

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.27

[[workContext]]
name = "Frequency of Decision Making"
value = 4.24

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.19

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.08

[[workContext]]
name = "Exposed to High Places"
value = 4.07

[[workContext]]
name = "Consequence of Error"
value = 4.06

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.89

[[workContext]]
name = "Telephone Conversations"
value = 3.86

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.69

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.66

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.65

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.64

[[workContext]]
name = "Degree of Automation"
value = 3.57

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.49

[[workContext]]
name = "Written Letters and Memos"
value = 3.4

[[workContext]]
name = "E-Mail"
value = 3.33

[[workContext]]
name = "Spend Time Standing"
value = 3.31

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.3

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.17

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.17

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.15

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.12

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.98

[[workContext]]
name = "Physical Proximity"
value = 2.96

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.94

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.87

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.33

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.28

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.13

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

[[personFit]]
name = "Social"
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 = "51-8091.00"
slug = "role-51-8091-00"
title = "Chemical Plant and System 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-Short"

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

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

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

[[relatedRoles]]
socCode = "51-9012.00"
slug = "role-51-9012-00"
title = "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-9011.00"
slug = "role-51-9011-00"
title = "Chemical Equipment Operators and Tenders"
tier = "Primary-Long"

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.86
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.6702387
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.3448496
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.8108405
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
