Prediction of 2018 Corn and Soybean Production and Yields

posted by Jing Tang on Wednesday, November 7, 2018

2018 Corn and Soybean Productions 

In Iowa, the harvesting season for both corn and soybean is underway. “U.S. farmers are expecting higher production of soybeans, while expecting a slightly decreasing corn production”, saying by the Newsletter from USDA published on Aug 10th, 2018. For Iowa, it shows exactly the pattern that farmers expected, compared to previous years for both corn and soybeans. Corn production is down 0.18 percent from 2017, forecast at 2.601 billion bushels, lower than the record-high in 2016, 2.741 billion bushels. And increasing 7 percent from 2017, soybean production is forecast at 0.61 billion bushels. Data was published by USDA-wasde on Oct 11th, 2018. The historical annual production for corn and soybeans from 1970 to 2018 is shown in Figure 1. The 2018 production is a forecast indicated as 2018P.  

Iowa Corn Production

2018 Yields 

According to the Crop Production report published by the National Agricultural Statistical Service (USDA-NASS), the 2018 average corn yield for Iowa  is projected at 204 bushels per acre, which is a slight increase compared with the 202 bushels per acre in 2017.  

Figure2a, shows the Iowa corn yield from 1970 to 2017 and 2018 projection. The black line represents the true yield for each year, and the blue line represents the trend yield. The trend yield was applied to the previous 40 years of yield data, and fitted a linear regression, with R2 = 0.77. A linear regression model is used to calculate the 2018 yield, shown as 2018P, which is 188.89 bushels per acre. The deviations between the true yield and trend yield are shown in Figure1b. After 2014, yields in the most recent three years are above trend; 9.54 bushels above trend in 2015, 18.40 in 2016, 15.25 in 2017, and 15.11 in 2018. During the 2004-2009-time period, a continuous six years above the trend situation was observed, but not as stable as the recent three years interval, shown in Figure 2b. 

Iowa Corn Yields

USDA-NASS projected the 2018 average yield of soybeans will be 61 bushels per acre for Iowa, becoming the new record-high, after the original one recording in 2016, 60 bushels yield. Figure3a shows the Iowa soybean yield from 1970 to 2017 and 2018 projection. The black line represents the true yield for each year, and the blue line represents the trend yield. The same method for trend yield calculation was applied, with R2 = 0.72. The prediction of 2018 trend yield is 54.60 bushels per acre. The deviation of soybean yield and trend yield has the same pattern as the corn yield, shown in Figure3b; 3.38 bushels above trend in 2015, 6.39 in 2016, 2.89 in 2017, and 6.4 in 2018. From the beginning of the study period, only three years have the deviations above 5 bushels yield higher than trend yield, i.e., 7.74 in 1994, 6.39 in 2016, and 6.40 in 2018. 

Iowa Soybean Yields

Expectations for 2019 Yields 

An alternative way to expect the crop yields for the coming year is using the Trend-Adjusted Actual Production History (TA-APH) yield from crop insurance. Based on the Trend-Adjusted Actual Production History Standards Handbook, published by USDA Risk Management Agency on December 2017, the approved APH yield of corn is 205.25 bushels for Iowa, where the trend adjustment sets to 2 bushels. It is 5 bushels higher than the four-year average yield (200.25 bushels per acre). The approved APH yield of soybean for Iowa is 59.875 bushels, where the trend adjustment equals 0.5 bushels. The TA-PAH yield of soybean is 1.25 bushels higher than the four-year average yield (58.625 bushels per acre) for the State of Iowa. 

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  2. iowa
  3. soybeans

About The Author

Jing Tang

As a Statistician for Decision Innovation Solutions, Jing Tang is responsible for analyzing agricultural data to help clients to make better strategic business decisions, and to assist co-workers improve model prediction and model estimation preference. Jing works with clients and coworkers on da ... read more