Analysis of Crop Yield Trends and Development of Simple Corn and Soybean "Straw Man" Models for Indiana, Illinois, and Iowa
Richard A. Kestle
No 321251, Staff Reports from United States Department of Agriculture, Economic Research Service
Abstract:
"Straw Man" linear regression crop yield models using time as the single independent variable were created for corn and soybeans at the crop reporting district and State levels in Indiana, Illinois, and Iowa. Since yield trends may shift over time, several approaches to finding the "best fitting" model were evaluated, including simple one-line models, objectively selected 2- and 3-line segmented models, and models for which shifts in yield trends were systematically tested for 5- and 7-year groups of data. Comparisons of the models were based on relative percent differences of predicted 1979 yields from actual 1979 yields, and residual MSE values. Results show simple linear models had less fluctuations in relative predicted differences (1%-22% as compared to 0%-39%) than the 2- and 3-line models, but consistently higher residual MSE values. Simple linear models were the first choice in all corn yield models, while soybean yield models had no consistently superior model. A simple linear model was then selected as the single "Straw Man" model for all states and crops, and yield predictions for 1980 were generated.
Keywords: Crop Production/Industries; Productivity Analysis; Research Methods/Statistical Methods (search for similar items in EconPapers)
Pages: 43
Date: 1981-01
References: View complete reference list from CitEc
Citations: View citations in EconPapers (3)
Downloads: (external link)
https://ageconsearch.umn.edu/record/321251/files/AGESS810114.pdf (application/pdf)
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:ags:uerssr:321251
DOI: 10.22004/ag.econ.321251
Access Statistics for this paper
More papers in Staff Reports from United States Department of Agriculture, Economic Research Service Contact information at EDIRC.
Bibliographic data for series maintained by AgEcon Search ().