EXPOSED
Cooperative extension agents spend much of their time producing fact sheets, newsletters, grant reports, and workshop curricula — text work that generative AI drafts at usable quality, and farmers can now query an AI directly for the agronomic lookup questions that once required a call to the county office. What survives is the part that requires boots in a field: walking a soybean stand to diagnose a disease, running a pesticide-safety or food-preservation demonstration, and holding decades of trust with specific farm families who take advice from a known person, not a chatbot. Scored for the modal county-level agent; research-station specialists sit somewhat higher.
Mixed — a routine tier and a judgment tier. Roughly half the job — soil-test interpretation, budget worksheets, 4-H curriculum writing, monthly newsletters, needs assessments, and USDA/NIFA reporting — is text and spreadsheet work AI now drafts, while on-farm scouting visits, hands-on canning and pesticide-applicator trainings, and county fair judging still need a person present, which lands it at 11 rather than in either extreme.
Some physical or field component. A county agent drives a truck to farms in mud and heat, pulls soil cores, inspects livestock and pest damage, and sets up demonstration plots, but the majority of hours are still spent in an office at a desk or in a climate-controlled meeting room, so it sits at 12 rather than up with field crop workers.
No licence, no signature requirement. No state licence gates this work — a bachelor's or master's in agriculture plus a state pesticide-applicator or ServSafe credential is the norm, and extension advice is delivered as land-grant recommendation, not certified professional opinion, so nobody's signature carries personal liability if a nitrogen rate underperforms.
The human relationship is the product. The 14 reflects that adoption of extension advice tracks the agent's personal standing in the county — farm families who have known you across two generations, 4-H parents, and producers who call your cell before they call a chemical rep — a relationship that a new hire, human or otherwise, cannot inherit on day one.
Meaningful discretion. Advice is anchored to published land-grant recommendations, label rates, and USDA program rules, but the agent independently decides what a failing field actually needs, whether a family's finances warrant a program referral, and when a food-safety practice is unsafe enough to shut down — real discretion within someone else's guidelines, hence 10.
Chefs and Head Cooks SAFE
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