AI JOB RISK SCANNER
O*NET-SOC 11-9041.01 / model V11 rated-task engine

Will AI replace
Biofuels/Biodiesel Technology and Product Development Managers?

Define, plan, or execute biofuels/biodiesel research programs that evaluate alternative feedstock and process technologies with near-term commercial potential.

Estimated AI task exposure
86%

Very High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

18 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

84/100

Physical moat

22/100

Human moat

20/100

Rating coverage

100%

18 task statements / 18 rated

Highest-weighted occupation tasks

Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation.
Importance 78/100Relevance 85/100Frequency 58/100Weight 0.75
Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes.
Importance 74/100Relevance 87/100Frequency 53/100Weight 0.74
Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development.
Importance 71/100Relevance 89/100Frequency 52/100Weight 0.73
Prepare, or oversee the preparation of, experimental plans for biofuels research or development.
Importance 73/100Relevance 93/100Frequency 40/100Weight 0.72
Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects.
Importance 70/100Relevance 84/100Frequency 34/100Weight 0.66
Conduct experiments on biomass or pretreatment technologies.
Importance 68/100Relevance 76/100Frequency 45/100Weight 0.65
Prepare biofuels research and development reports for senior management or technical professionals.
Importance 67/100Relevance 78/100Frequency 29/100Weight 0.61
Develop lab scale models of industrial scale processes, such as fermentation.
Importance 66/100Relevance 70/100Frequency 36/100Weight 0.60
Oversee biodiesel/biofuels prototyping or development projects.
Importance 64/100Relevance 69/100Frequency 38/100Weight 0.60
Conduct experiments to test new or alternate feedstock fermentation processes.
Importance 63/100Relevance 68/100Frequency 39/100Weight 0.59

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$171,270

BLS OEWS May 2025

National employment

220,260

BLS OEWS May 2025

Projected growth

+5.5%

BLS Employment Projections 2025–2035

Average annual openings

15

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

81 points lower exposure • 57% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

81 points lower exposure • 56% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

77 points lower exposure • 59% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Millwrights

5%

81 points lower exposure • 57% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

8%

78 points lower exposure • 59% profile similarity

Median wage: $35,660 Growth 2025–2035: -2.4% Annual openings: 72

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

81 points lower exposure • 55% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
I am your guide.
Knowledge is your strongest upgrade.