Information rigidities in USDA crop production forecasts

IF 4.2 2区 经济学 Q1 AGRICULTURAL ECONOMICS & POLICY American Journal of Agricultural Economics Pub Date : 2023-02-23 DOI:10.1111/ajae.12373
Raghav Goyal, Michael K. Adjemian
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Abstract

USDA invests significant public resources into developing its crop projection reports. These publications inform decisions across the supply chain. Several previous studies find that revisions to the department's production and yield forecasts for major agricultural commodities are positively correlated and conclude that they deviate from what would be observed under rational expectations, possibly due to smoothing on the part of forecasters. Yet correlated revisions may also be explained by information rigidities that cause forecasts to be infrequently or only partially updated. We apply a recently developed test to these USDA revisions for corn, soybeans, and wheat, and find no significant evidence that the forecasts are smoothed strategically. Rather, we show that information rigidities are the more likely culprit, due to production and yield information that is either too costly to obtain or too noisy. Our results demonstrate that data challenges are the main source of inefficiency in USDA projections, and that the department can improve the efficiency of its forecasts by making investments that improve its access to crop data, perhaps through crop-monitoring satellite and remote sensing technology.

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美国农业部作物产量预测中的信息刚性
美国农业部投入大量公共资源开发其作物预测报告。这些出版物为整个供应链的决策提供信息。先前的几项研究发现,农业部对主要农产品的产量和产量预测的修正是正相关的,并得出结论,它们偏离了在理性预期下观察到的结果,这可能是由于预测者的平滑。然而,相关修正也可以用信息僵化来解释,这种僵化导致预测很少更新或只是部分更新。我们将最近开发的测试应用于美国农业部对玉米、大豆和小麦的修正,发现没有明显的证据表明预测被战略性地平滑了。相反,我们表明信息僵化更有可能是罪魁祸首,因为生产和产量信息要么获得成本太高,要么太嘈杂。我们的研究结果表明,数据挑战是美国农业部预测效率低下的主要原因,该部门可以通过投资改善其对作物数据的获取,例如通过作物监测卫星和遥感技术,来提高其预测的效率。
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来源期刊
American Journal of Agricultural Economics
American Journal of Agricultural Economics 管理科学-农业经济与政策
CiteScore
9.10
自引率
4.80%
发文量
77
审稿时长
12-24 weeks
期刊介绍: The American Journal of Agricultural Economics provides a forum for creative and scholarly work on the economics of agriculture and food, natural resources and the environment, and rural and community development throughout the world. Papers should relate to one of these areas, should have a problem orientation, and should demonstrate originality and innovation in analysis, methods, or application. Analyses of problems pertinent to research, extension, and teaching are equally encouraged, as is interdisciplinary research with a significant economic component. Review articles that offer a comprehensive and insightful survey of a relevant subject, consistent with the scope of the Journal as discussed above, will also be considered. All articles published, regardless of their nature, will be held to the same set of scholarly standards.
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