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AI Automation Index
Task-level automation exposure for Biofuels Production Managers: 14 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
14 of 14 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
246,250 people hold this job — size, not growth
Projected 2025–35
17,000 openings a year · BLS line item
BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$100,470 – $153,000
Highest medians
Lowest medians
State figures come from the 11-3051 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
14 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
5 tasks
3 tasks
6 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Supervise production employees in the manufacturing of biofuels, such as biodiesel or ethanol.
interpersonal — Directing workers in the field is human supervision
Manage operations at biofuels power generation facilities, including production, shipping, maintenance, or quality assurance activities.
decision support — Plant operations direction needs real-time human control
Provide direction to employees to ensure compliance with biofuels plant safety, environmental, or operational standards and regulations.
interpersonal — Directing workers in the field is human supervision
Confer with technical and supervisory personnel to report or resolve conditions affecting biofuels plant safety, operational efficiency, and product quality.
text generation — AI drafts green energy communications; human reviews
Review logs, datasheets, or reports to ensure adequate production levels or to identify abnormalities with biofuels production equipment or processes.
data analysis — Energy production data evaluation is quantitative
Monitor meters, flow gauges, or other real-time data to ensure proper operation of biofuels production equipment, implementing corrective measures as needed.
visual inspection — Facility monitoring needs deployed sensors and physical inspection
Adjust temperature, pressure, vacuum, level, flow rate, or transfer of biofuels to maintain processes at required levels.
physical manipulation — Physical control of green energy production equipment
Provide training to subordinate or new employees to improve biofuels plant safety or increase the production of biofuels.
text generation — Compliance content AI-draftable; live training human
Shut down and restart biofuels plant or equipment in emergency situations or for equipment maintenance, repairs, or replacements.
physical manipulation — Physical control of green energy production equipment
Monitor transportation and storage of flammable or other potentially dangerous feedstocks or products to ensure adherence to safety guidelines.
decision support — Checks program against standards; human verifies compliance
Draw samples of biofuels products or secondary by-products for quality control testing.
visual inspection — Material quality often needs hands-on or visual inspection
Approve proposals for the acquisition, replacement, or repair of biofuels processing equipment or the implementation of new production processes.
decision support — Plant operations direction needs real-time human control
Prepare and manage biofuels plant or unit budgets.
data analysis — Green operational budget drafting from cost assumptions
Conduct cost, material, and efficiency studies for biofuels production plants or operations.
data analysis — Feasibility analysis from data, human validates assumptions
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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