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Risk effects of GM corn: Evidence from crop insurance outcomes and high-dimensional methods

转基因玉米的风险影响:来自农作物保险结果和高维方法的证据

关键词:
来源:
Agricultural Economics
来源地址:
https://onlinelibrary.wiley.com/doi/full/10.1111/agec.12757
类型:
学术文献
语种:
英语
原文发布日期:
2022-12-30
摘要:
This study evaluates whether genetically modified (GM) corn hybrids with rootworm resistant traits (GM-RW) have lower yield risk. A crop insurance actuarial performance measure, the loss cost ratio (LCR), is used to represent yield risk. High-dimensional methods are utilized in this study to maintain parsimony in the empirical specification, and facilitate estimation. Specifically, we employ the Cluster-Lasso (cluster-least absolute shrinkage and selection operator) procedure. This method produces uniformly valid inference on the main variable of interest (i.e., the GM-RW variable) in a high-dimensional panel data setting even in the presence of heteroskedastic, non-Gaussian, and clustered error structures. After controlling for a large set of potential weather confounders using Cluster-Lasso, we find consistent evidence that GM corn hybrids with rootworm resistant traits have lower yield risk.
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