The misuse of regression-based x-Scores as dependent variables

IF 5.4 1区 管理学 Q1 BUSINESS, FINANCE
Dmitri Byzalov, Sudipta Basu
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引用次数: 0

Abstract

Researchers often use regression-based x-Scores (e.g., conservatism C-Score, misstatement F-Score) from a stage 1 model as a dependent variable in stage 2. We argue that this x-Score analysis can cause coefficient biases and interpretation problems because (1) x-Score does not capture new sources of variation, and (2) the estimates often hinge on unacknowledged technical assumptions. Instead, we recommend that researchers include the test variables and the relevant controls in stage 1, obviating the need for an x-Score. In replication analyses, some important published findings change after we remove the coefficient bias caused by the use of x-Score as a dependent variable.

滥用基于回归的 x 分数作为因变量
研究人员经常使用第一阶段模型中基于回归的 x-Score(如保守性 C-Score、误报 F-Score)作为第二阶段的因变量。我们认为,这种 x-Score 分析可能会导致系数偏差和解释问题,因为:(1)x-Score 无法捕捉新的变异来源;(2)估计值往往取决于未确认的技术假设。因此,我们建议研究人员在第 1 阶段将测试变量和相关控制因素包括在内,从而避免使用 x-Score。在复制分析中,当我们消除了使用 x-Score 作为因变量所造成的系数偏差后,一些已发表的重要研究结果发生了变化。
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来源期刊
CiteScore
8.70
自引率
6.80%
发文量
68
期刊介绍: The Journal of Accounting and Economics encourages the application of economic theory to the explanation of accounting phenomena. It provides a forum for the publication of the highest quality manuscripts which employ economic analyses of accounting problems. A wide range of methodologies and topics are encouraged and covered: * The role of accounting within the firm; * The information content and role of accounting numbers in capital markets; * The role of accounting in financial contracts and in monitoring agency relationships; * The determination of accounting standards; * Government regulation of corporate disclosure and/or the Accounting profession; * The theory of the accounting firm.
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