More than Mean Effects: Modeling the Effect of Climate on the Higher Order Moments of Crop Yields

Jesse Tack (), Ardian Harri and Keith Coble

No 123330, 2012 Annual Meeting, August 12-14, 2012, Seattle, Washington from Agricultural and Applied Economics Association

Abstract: The objective of this article is to propose the use of moment functions and maximum entropy techniques as a flexible way to estimate conditional crop yield distributions. We present a moment based model that extends previous approaches in several dimensions, and can be easily estimated using standard econometric estimators. Upon identification of the yield moments under a variety of climate and irrigation regimes, we utilize maximum entropy techniques to analyze the distributional impacts from switching regimes. We consider the case of Arkansas, Mississippi, and Texas upland cotton to demonstrate how climate and irrigation affect the shape of the yield distribution, and compare our findings to other moment based approaches. We empirically illustrate several advantages of our moment based maximum entropy approach, including flexibility of the distributional tails across alternative irrigation and climate regimes.

Keywords: Crop Production/Industries; Production Economics; Research Methods/Statistical Methods; Risk and Uncertainty (search for similar items in EconPapers)
Pages: 46
Date: 2012
New Economics Papers: this item is included in nep-agr, nep-ecm and nep-env
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Citations: View citations in EconPapers (59)

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Journal Article: More than Mean Effects: Modeling the Effect of Climate on the Higher Order Moments of Crop Yields (2012)
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Persistent link: https://EconPapers.repec.org/RePEc:ags:aaea12:123330

DOI: 10.22004/ag.econ.123330

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