The variation in the percent of total expenses represented by individual expenses across different types of farms reflects how specialized U.S. agriculture has become. While wide differences generally exist between crop and livestock farms, USDA’s Agricultural Resource Management Survey (ARMS) allows a breakdown of expense shares within the major farm types.
Livestock purchases are the largest component of total expenses for beef cattle farms, primarily because of the relatively high cost of feeder steers. Because of the lower cost of their animal purchases, feed expenses are the largest component of total expenses for other animal farms (primarily hog, poultry, and dairy).
Specialty crop farms (fruit/nuts, vegetables, and nursery/greenhouse) have a higher share of labor expenses than field crop farms, because they occupy fewer acres and are less mechanized. In contrast, field crop farms, especially corn farms, have higher shares of expenses going to principal crop-related expenses (fertilizer, seeds, and chemicals), and rent. Fuel expenses are relatively consistent, varying between 3 percent of total expenses for other animal farms to 8 percent for other field crop farms.
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)
Source:usda.gov