Forensic Econometrics: Demand Estimation When Data are Missing

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2019-08-16 DOI:10.1111/jere.12242
Julian Hidalgo, Michelle Sovinsky
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Abstract

Often empirical researchers face many data constraints when estimating models of demand. These constraints can sometimes prevent adequate evaluation of policies. In this article, we discuss two such missing data problems that arise frequently: missing data on prices and missing information on the size of the potential market. We present some ways to overcome these limitations in the context of two recent research projects. Jacobi and Sovinsky (2018), which addresses how to incorporate unobserved price heterogeneity, and Hidalgo and Sovinsky (2018), which focuses on how to use modelling techniques to estimate missing market size. Our aim is to provide a starting point for thinking about ways to overcome common data issues.

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司法计量经济学:数据缺失时的需求估计
经验研究人员在估计需求模型时往往面临许多数据约束。这些限制有时会妨碍对政策进行充分的评估。在本文中,我们将讨论两个经常出现的数据缺失问题:价格数据缺失和潜在市场规模信息缺失。在最近的两个研究项目中,我们提出了一些克服这些限制的方法。Jacobi和Sovinsky(2018)解决了如何纳入未观察到的价格异质性,Hidalgo和Sovinsky(2018)关注的是如何使用建模技术来估计缺失的市场规模。我们的目标是为思考克服常见数据问题的方法提供一个起点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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