Washington’s new software is asked to find the missing bushels
WASHINGTON, D.C. – The United States Department of Agriculture has announced that artificial intelligence will help verify its crop production reports, following a statistical mix-up in which Kansas and Nebraska apparently traded corn yields without telling the farmers who grew them. According to Reuters’ report on USDA’s new AI crop-data checks, the department found problems in how it calculated irrigated and non-irrigated corn yields. The corrections cut Kansas’s September yield estimate by three bushels per acre and raised Nebraska’s by five. Those numbers feed the monthly Crop Production report from the National Agricultural Statistics Service, the one grain traders read before deciding how to feel about Tuesday. Farmers were relieved to learn the corn hadn’t actually moved. Only the government’s understanding of where it was.Kansas Corn Yield Mix-Up Leaves Farmers Asking for Their Bushels
A Kansas farmer who has spent forty years trying to grow corn without going broke wondered out loud whether artificial intelligence could make the crop profitable while it was busy fixing the geography. “If USDA can accidentally move five bushels from one state to another, I’d appreciate them moving about forty dollars an acre into my checking account,” he said. USDA officials explained that the new technology will flag unusual statistical patterns before reports go out. Farmers immediately suggested it start with the federal budget, which has been showing unusual statistical patterns since roughly 1790. The agency insists the AI will support human reviewers, not replace them. That creates an entirely new agricultural profession: the government statistician whose job is to check whether a computer correctly checked another statistician’s computer. The position reportedly requires a master’s degree, deep familiarity with spreadsheets and the ability to say “methodological adjustment” with a straight face. Priscilla Vandenberg, who spent thirty-one years reconciling state yield tables before retiring to a farm outside Manhattan, Kansas, said the episode was less mysterious than it sounds. “Nobody lost any corn,” she said. “Somebody divided by the wrong acreage and then everybody agreed with the answer for a month. The computer will be faster at that, too.”Grain Traders and Farmers React to USDA Production Estimates
The controversy has rattled grain traders in particular, who lean on government production estimates to judge supply. A farmer leans on the same reports to understand why the price of his corn dropped right after he paid $900 to fix his combine. The distinction matters. Economists call a downward price adjustment a market response to revised production expectations. Farmers call it Tuesday. One Nebraska producer suggested the government eliminate forecasting errors by asking farmers how much corn they harvested. The idea met resistance because farmers might answer with actual numbers instead of statistically weighted estimates that require fourteen meetings. A Farm.FM investigative survey of seven farmers standing outside a machinery dealership found that six trusted their grain-bin measurements over USDA projections. The seventh refused to answer until somebody explained why a tractor sensor costs more than his first pickup. Minutes posted on the community board at the Pawnee County farm supply, where a Thursday coffee group meets, show the matter came up under new business. Item 4: motion to ask Washington to confirm Kansas is still in Kansas. Seconded. Carried 11 to 0. Item 5: pie.
Can Artificial Intelligence Fix Crop Data Errors at USDA?
Agricultural economists are optimistic anyway. Artificial intelligence can review enormous quantities of information, spot inconsistencies and flag suspicious calculations before they move financial markets. USDA says the technology is meant to improve validation, not replace field data. Farmers back the idea, provided the computer picks up three basic agricultural principles. Corn grows in fields. Money disappears at dealerships. And whenever the government announces it has improved the accuracy of agricultural statistics, somebody should check whether Kansas still exists. An internal review memo, which a Topeka grain broker says reached him by fax (so check the age of the fax machine), tells reviewers to treat any yield that shifts more than four bushels across a state line as “presumptively misplaced.” Under the memo’s procedure, misplaced corn is reported to the supervisor, who reports it to the other supervisor. One Kansas producer has already proposed putting a GPS transmitter on every ear of corn. “That way, when Washington loses our crop again, we can tell them exactly where it went,” he said. The proposal died after researchers calculated that tracking every ear would cost roughly three times the value of the entire harvest. Which, farmers agreed, makes it perfectly qualified for a federal agricultural program.Five Observations on the Great Corn Mix-Up
- The government lost five bushels of corn, found five bushels of corn, and hired a robot to make sure it never happens again. Only in Washington does a mistake get you a new coworker who never eats lunch and never asks for a parking space.
- Kansas and Nebraska traded corn like two kids swapping lunches, except nobody ended up with a better sandwich. They just ended up with a press release.
- The farmer says, “I counted my own bushels.” USDA says, “We counted them better.” Better how? I was standing in the bin. I was in it up to my knees. That’s about as personal as a count gets.
- “Methodological adjustment.” You know who talks like that? Nobody who’s ever been wrong in front of their wife. At home it’s “I screwed up.” Washington built a whole vocabulary so nobody ever has to say those words.
- They want a GPS on every ear of corn. I can’t get my phone to find my keys and you want it to find Nebraska.