Impact of copula choice on the modeling of crop yield basis risk

被引:22
|
作者
Woodard, Joshua D. [1 ]
Paulson, Nicholas D. [2 ]
Vedenov, Dmitry [3 ]
Power, Gabriel J. [3 ]
机构
[1] Cornell Univ, Dyson Sch Appl Econ & Management, Ithaca, NY 14853 USA
[2] Univ Illinois, Dept Agr & Consumer Econ, Urbana, IL 61801 USA
[3] Texas A&M Univ, Dept Agr Econ, College Stn, TX 77843 USA
关键词
Copulas; GRIP basis risk; Crop insurance rating efficiency; Kernel copula; Iman and Conover procedure; Phoon; Quek; and Huang Procedure; NONPARAMETRIC-ESTIMATION; INSURANCE; DISTRIBUTIONS; SIMULATION; VARIABLES;
D O I
10.1111/j.1574-0862.2011.00555.x
中图分类号
F3 [农业经济];
学科分类号
0202 ; 020205 ; 1203 ;
摘要
A number of problems in agricultural economics involve modeling joint distributions for which the assumption of multivariate normality may not be warranted. Yet, very little work has been conducted evaluating competing methods for modeling joint dependence. We develop a simulation framework to evaluate the bias and efficiency impacts of copula choice in the context of evaluating county-to-farm basis risk. The results suggest significant differences in performance across various copulas and approaches. The findings have important implications for risk analysis, insurance, and policy modeling problems in agriculture regarding the selection of method to model dependence among random variables.
引用
收藏
页码:101 / 111
页数:11
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