Just How Sensitive are Instrumental Variable Estimates

Q1 Business, Management and Accounting
P. Reiss
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引用次数: 8

Abstract

Researchers regularly use instrumental variables to resolve concerns about regressor endogeneity. The existing literature has correctly emphasized that the choice of instrumental variables matter for the resulting estimates. This paper shows that researchers should also be concerned that the functional form of the instrument matters as well for the resulting estimates. For example, simply changing an instrumental variable from the level to the logarithm can change estimates directly. This article documents the problem, suggests why the problem occurs and suggests different approaches to the problem.
工具变量估计有多敏感
研究人员经常使用工具变量来解决对回归内生性的担忧。现有文献已经正确地强调了工具变量的选择对结果估计的影响。这篇论文表明,研究人员也应该关注仪器的功能形式对结果估计的影响。例如,简单地改变一个工具变量从水平到对数可以直接改变估计。本文记录了这个问题,提出了问题发生的原因,并提出了解决问题的不同方法。
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
Foundations and Trends in Accounting
Foundations and Trends in Accounting Economics, Econometrics and Finance-Finance
CiteScore
6.50
自引率
0.00%
发文量
2
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