USDA Turns to Satellites and AI to Fix Crop Estimates After Farmer Backlash

The U.S. Department of Agriculture is launching a pilot project that will lean more heavily on technology to improve its closely watched crop acreage and yield estimates, Secretary Brooke Rollins announced Tuesday in Boone, Iowa, as the agency faces mounting criticism from farmers and traders over the reliability of government agricultural data.

Rollins discussed USDA's data modernization plan at the Farm Progress Show, following a month-long series of listening sessions with farmers and agricultural groups across the Midwest.

“We will conduct a pilot to evaluate the use of improved satellite imagery, working with NASA and other federal government agencies across the country to figure out how we can make this reporting more accurate,” Rollins said during the farm conference.

What changes are coming to USDA crop estimates?

Under the plan, the project will use geospatial tools and crop models alongside traditional farmer polls to estimate crop acreage and yields. The department also said it would explore the use of artificial intelligence and machine learning to sharpen its forecasts.

The data collection changes are intended to reduce the amount of information USDA repeatedly asks farmers to provide while improving the timeliness and accuracy of its statistics. USDA said it would also give farmers more information about its methodologies, survey response rates, and limitations in its data.

Why are farmers and traders frustrated with USDA data?

The announcement follows complaints about the reliability of department data from farmers, grain traders, and economists after deep staff cuts and unprecedented increases between initial and final estimates of how many acres of corn U.S. farmers planted and harvested in 2025.

Much of the criticism has centered on the National Agricultural Statistics Service, whose closely watched reports can move commodity markets, affect the prices crop farmers get for their harvests, and influence federal farm programs. After the January final estimates were released, already low grain prices sank more than 5%, at a time when growers were struggling to make money.

The listening sessions have exposed deep frustration among farmers over the reliability of USDA statistics, staffing cuts at the agency, and other Trump administration policies affecting an already strained farm economy. Rollins herself has acknowledged the loss of confidence, saying USDA needs to rebuild farmers' trust in its data.

What does this mean for Iowa's farm economy?

Rollins' trip to Iowa this week comes soon after the non-partisan election analysis group Cook Political Report shifted Iowa's U.S. Senate race from “leans Republican” to “toss up” in the agriculture-dominated state, where farmers have struggled with tariffs and rising diesel and fertilizer costs in the wake of the U.S.-Israeli conflict with Iran. The race is widely seen as competitive.

Democrats, eager to win control of the U.S. Senate this fall, need to win all their current seats and pick up four more, with some of those wins from states long held as Republican strongholds like Iowa.

USDA launched its listening sessions at Minnesota Farmfest on August 4. Rollins plans to host more listening sessions through this fall, USDA spokesman Harry Fones told Reuters on Tuesday.

The sessions have at times become forums for farmers to vent broader grievances. When Rollins visited the Iowa State Fair last month, she faced criticism from cattle producers over President Donald Trump's announcement that the United States would increase imports of Argentine beef, a move intended to lower consumer prices but which producers feared would hurt cattle prices.

When will farmers see results from the new system?

Rollins did not provide a specific timeline for when the satellite and AI-enhanced estimates would be fully implemented, but the pilot project represents the first major step toward modernizing USDA's data collection methods. The agency is working with NASA and other federal partners to evaluate the technology.

For Iowa farmers who have long relied on USDA reports to make planting, marketing, and investment decisions, the move toward more accurate and timely data could provide much-needed relief in a challenging economic environment.

Frequently Asked Questions

Why is USDA changing how it collects crop data?

USDA is changing its data collection methods after farmers and traders raised concerns about accuracy, especially after 2025 estimates showed unprecedented swings between initial and final corn acreage numbers. The agency hopes satellite imagery and AI will improve reliability.

How will the new system affect farmers?

The new system is designed to reduce the number of surveys farmers must complete while providing more accurate and timely data. USDA also plans to share more information about its methodologies and limitations with the public.

When will the satellite and AI crop estimates be available?

USDA is launching a pilot project to evaluate the technology now. The department has not announced a specific date for full implementation, but the pilot will determine how quickly the new methods can be deployed.