entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9041-01"
socCode = "11-9041.01"
title = "Biofuels/Biodiesel Technology and Product Development Managers"
summary = "Define, plan, or execute biofuels/biodiesel research programs that evaluate alternative feedstock and process technologies with near-term commercial potential."
aliases = ["Analytical Research Program Manager", "Biodiesel Division Manager", "Laboratory Manager (Lab Manager)", "Project Development Director", "Biofuels Manager", "Business Development and New Technology Manager", "Biodiesel Engineering Manager", "Biodiesel Product Development Manager", "Biodiesel Product Manager", "Biodiesel Technology Development Manager", "Biodiesel Technology Manager", "Biofuels Engineering Manager"]
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 = 55.44

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 28.62

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5.82

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.77

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 1.43

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 1.33

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 1.33

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 1.24

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 167740
meanWage = 175710
pct10Wage = 111450
pct25Wage = 134930
pct75Wage = 207210
employment = 210340
areaTitle = "U.S."

[industries]
count = 34

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 77010
medianWage = 169210
lq = 5.24

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 73820
medianWage = 166850
lq = 4.24

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 44790
medianWage = 167720
lq = 28.4

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 11580
medianWage = 173200
lq = 3.02

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8030
medianWage = 167760
lq = 0.98

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 4690
medianWage = 165300
lq = 5.93

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 4050
medianWage = 153510
lq = 0.37

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 3470
medianWage = 204010
lq = 0.87

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2320
medianWage = 169200
lq = 0.23

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1880
medianWage = 206480
lq = 2.4

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1800
medianWage = 143730
lq = 7.74

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 930
medianWage = 175620
lq = 0.11

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 44790
lq = 28.4

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 690
lq = 13.62

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 170
lq = 12.55

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 200
lq = 10.51

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1800
lq = 7.74

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 650
lq = 6.68

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 4690
lq = 5.93

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 77010
lq = 5.24

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

[aiOutlook.index]
value = 60
percentile = 59
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 68
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 57
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 56
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.017
percentile = 13
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 = 0.10344827586206896
beta = 0.41379310344827586
gamma = 0.7241379310344828

[aiOutlook.bls]
growthPercent = 3.8
growthPercentile = 62
direction = "About average"
annualOpeningsThousands = 14.5
annualOpeningsPercentile = 73
employment2024Thousands = 212.5
employment2034Thousands = 220.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.8370105
percentile = 68
band = "High"
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 = 0.7241379310344828
percentile = 57
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 = 0.16339043628436287
percentile = 56
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 = "Design chemical conversion processes, such as etherification, esterification, interesterification, transesterification, distillation, hydrogenation, oxidation or reduction of fats and oils, and vegetable oil refining."
usagePercent = 0.0031839414319108986
importance = 3.17

[[aiOutlook.usageTasks]]
task = "Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development."
usagePercent = 0.0030812336437847413
importance = 3.85

[[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 = 18
skills = 46
capabilities = 120
tools = 31
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "a9698b63a5eebe8d"

[[tasks]]
text = "Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Prepare, or oversee the preparation of, experimental plans for biofuels research or development."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Conduct experiments on biomass or pretreatment technologies."
type = "Core"
iwa = "4.A.1.b.2.b"

[[tasks]]
text = "Prepare biofuels research and development reports for senior management or technical professionals."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Develop lab scale models of industrial scale processes, such as fermentation."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Oversee biodiesel/biofuels prototyping or development projects."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Develop methods to estimate the efficiency of biomass pretreatments."
type = "Supplemental"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Conduct experiments to test new or alternate feedstock fermentation processes."
type = "Core"
iwa = "4.A.1.b.2.b"

[[tasks]]
text = "Perform protein functional analysis and engineering for processing of feedstock and creation of biofuels."
type = "Supplemental"
iwa = "4.A.1.b.2.b"

[[activities]]
name = "Model operational processes."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Develop technical processes to improve the efficiency of biofuel production."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Develop operating strategies, plans, or procedures for green or sustainable operations."
iwa = "4.A.2.b.2.q"

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

[[activities]]
name = "Test green technologies or processes."
iwa = "4.A.1.b.2.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 = "Develop specifications for new products or processes."
iwa = "4.A.3.b.2.a"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.07

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 4.03

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

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

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.94

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

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

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

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

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.57

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.5

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematical 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 = "Production and Processing"
family = "knowledge"
value = 3.39

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

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

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

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

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Agilent ChemStation"
type = "Specialized Skill"

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

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

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

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

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system 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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server Integration Services SSIS"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server Reporting Services SSRS"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Oracle Primavera Enterprise Project Portfolio Management"
category = "Project management software"
hot = true
inDemand = false

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

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "UNIX"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Ab Initio"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Agilent ChemStation"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Dassault Systemes CATIA"
category = "Computer aided manufacturing CAM software"
hot = false
inDemand = false

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Fleet Asset Management and Optimization Solutions FAMOS PEPSE"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Formula translation/translator FORTRAN"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Fund accounting software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "GE Energy GateCycle"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Great Plains Personal Data Keeper"
category = "Time accounting software"
hot = false
inDemand = false

[[tools]]
example = "National Instruments LabVIEW"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Structure query language SQL"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 4.93

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.83

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.52

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.46

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.44

[[workContext]]
name = "Telephone Conversations"
value = 4.39

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.38

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.13

[[workContext]]
name = "Contact With Others"
value = 4.08

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.05

[[workContext]]
name = "Frequency of Decision Making"
value = 3.98

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.97

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.91

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.79

[[workContext]]
name = "Level of Competition"
value = 3.61

[[workContext]]
name = "Written Letters and Memos"
value = 3.49

[[workContext]]
name = "Time Pressure"
value = 3.49

[[workContext]]
name = "Spend Time Sitting"
value = 3.47

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.4

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.23

[[workContext]]
name = "Exposed to Contaminants"
value = 3.18

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.86

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.85

[[workContext]]
name = "Physical Proximity"
value = 2.84

[[workContext]]
name = "Consequence of Error"
value = 2.82

[[workContext]]
name = "Conflict Situations"
value = 2.75

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.73

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.69

[[workContext]]
name = "Public Speaking"
value = 2.63

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.59

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.55

[[workContext]]
name = "Spend Time Standing"
value = 2.51

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.49

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.33

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.25

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.14

[[workContext]]
name = "Exposed to High Places"
value = 2.12

[[workContext]]
name = "Degree of Automation"
value = 2.08

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.07

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.84

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.7

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.16

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.51

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.11

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.1

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

[[relatedRoles]]
socCode = "17-2041.00"
slug = "role-17-2041-00"
title = "Chemical Engineers"
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 = "17-3026.01"
slug = "role-17-3026-01"
title = "Nanotechnology Engineering Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2112.03"
slug = "role-17-2112-03"
title = "Manufacturing Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2199.03"
slug = "role-17-2199-03"
title = "Energy Engineers, Except Wind and Solar"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9199.10"
slug = "role-11-9199-10"
title = "Wind Energy Development Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2051.02"
slug = "role-17-2051-02"
title = "Water/Wastewater Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2031.00"
slug = "role-17-2031-00"
title = "Bioengineers and Biomedical Engineers"
tier = "Primary-Long"

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

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

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[careerClusters]]
cluster = "Agriculture"
slug = "agriculture"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[careerClusters]]
cluster = "Construction"
slug = "construction"

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

[[studyPrograms]]
title = "Architecture and Related Services"
slug = "architecture-and-related-services"

[[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 = "Physical Sciences"
slug = "physical-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.017
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.8370105
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.326039
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.647411
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
