{"title":"滥用基于回归的 x 分数作为因变量","authors":"Dmitri Byzalov, Sudipta Basu","doi":"10.1016/j.jacceco.2023.101643","DOIUrl":null,"url":null,"abstract":"<div><p>Researchers often use regression-based <em>x-Scores</em> (e.g., conservatism <em>C-Score</em>, misstatement <em>F-Score</em>) from a stage 1 model as a dependent variable in stage 2. We argue that this <em>x-Score</em> analysis can cause coefficient biases and interpretation problems because (1) <em>x-Score</em> 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 <em>x-Score</em>. In replication analyses, some important published findings change after we remove the coefficient bias caused by the use of <em>x-Score</em> as a dependent variable.</p></div>","PeriodicalId":48438,"journal":{"name":"Journal of Accounting & Economics","volume":"77 2","pages":"Article 101643"},"PeriodicalIF":5.4000,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The misuse of regression-based x-Scores as dependent variables\",\"authors\":\"Dmitri Byzalov, Sudipta Basu\",\"doi\":\"10.1016/j.jacceco.2023.101643\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Researchers often use regression-based <em>x-Scores</em> (e.g., conservatism <em>C-Score</em>, misstatement <em>F-Score</em>) from a stage 1 model as a dependent variable in stage 2. We argue that this <em>x-Score</em> analysis can cause coefficient biases and interpretation problems because (1) <em>x-Score</em> 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 <em>x-Score</em>. In replication analyses, some important published findings change after we remove the coefficient bias caused by the use of <em>x-Score</em> as a dependent variable.</p></div>\",\"PeriodicalId\":48438,\"journal\":{\"name\":\"Journal of Accounting & Economics\",\"volume\":\"77 2\",\"pages\":\"Article 101643\"},\"PeriodicalIF\":5.4000,\"publicationDate\":\"2024-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Accounting & Economics\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0165410123000678\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Accounting & Economics","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0165410123000678","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
The misuse of regression-based x-Scores as dependent variables
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.
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.