AI JOB RISK SCANNER
O*NET-SOC 11-3051.03 / model V11 rated-task engine

Will AI replace
Biofuels Production Managers?

Manage biofuels production and plant operations. Collect and process information on plant production and performance, diagnose problems, and design corrective procedures.

Estimated AI task exposure
24%

Low-Moderate exposure

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

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

Digital/info work

49/100

Physical moat

76/100

Human moat

32/100

Rating coverage

100%

14 task statements / 14 rated

Highest-weighted occupation tasks

Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol.
Importance 85/100Relevance 98/100Frequency 75/100Weight 0.87
Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities.
Importance 83/100Relevance 94/100Frequency 79/100Weight 0.86
Review logs, datasheets, or reports to ensure adequate production levels or to identify abnormalities with biofuels production equipment or processes.
Importance 81/100Relevance 100/100Frequency 69/100Weight 0.85
Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed.
Importance 80/100Relevance 94/100Frequency 78/100Weight 0.85
Provide direction to employees to ensure compliance with biofuels plant safety, environmental, or operational standards and regulations.
Importance 82/100Relevance 99/100Frequency 63/100Weight 0.84
Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality.
Importance 82/100Relevance 96/100Frequency 63/100Weight 0.83
Adjust temperature, pressure, vacuum, level, flow rate, or transfer of biofuels to maintain processes at required levels.
Importance 80/100Relevance 89/100Frequency 66/100Weight 0.80
Provide training to subordinate or new employees to improve biofuels plant safety or increase the production of biofuels.
Importance 76/100Relevance 100/100Frequency 47/100Weight 0.78
Monitor transportation and storage of flammable or other potentially dangerous feedstocks or products to ensure adherence to safety guidelines.
Importance 74/100Relevance 89/100Frequency 52/100Weight 0.74
Draw samples of biofuels products or secondary by-products for quality control testing.
Importance 73/100Relevance 82/100Frequency 60/100Weight 0.73

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

$126,060

BLS OEWS May 2025

National employment

246,250

BLS OEWS May 2025

Projected growth

+2.6%

BLS Employment Projections 2025–2035

Average annual openings

17

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

Bicycle Repairers

5%

19 points lower exposure • 88% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

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

Hydroelectric Production Managers

10%

14 points lower exposure • 91% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

less digital task exposure, lower AI leverage
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

19 points lower exposure • 87% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

less digital task exposure, lower AI leverage
SAFER ALTERNATIVE

Electricians

17%

7 points lower exposure • 95% profile similarity

Median wage: $63,190 Growth 2025–2035: +9.2% Annual openings: 73

more physical-world work
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

19 points lower exposure • 86% 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%

15 points lower exposure • 88% profile similarity

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

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    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
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