THE PERILS OF ENDOGENEITY AND INSTRUMENTAL VARIABLES IN STRATEGY RESEARCH: UNDERSTANDING THROUGH SIMULATIONS

被引:551
作者
Semadeni, Matthew [1 ]
Withers, Michael C. [2 ]
Certo, S. Trevis [3 ]
机构
[1] Indiana Univ, Kelley Sch Business, Bloomington, IN 47405 USA
[2] Texas A&M Univ, Mays Business Sch, College Stn, TX USA
[3] Arizona State Univ, WP Carey Sch Business, Tempe, AZ USA
关键词
endogeneity; simulations; instrumental variables; ordinary least squares; strategy research; GENERALIZED-METHOD; PERFORMANCE; GOVERNANCE; CHOICE;
D O I
10.1002/smj.2136
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper we use simulations to examine how endogeneity biases the results reported by ordinary least squares (OLS) regression. In addition, we examine how instrumental variable techniques help to alleviate such bias. Our results demonstrate severe bias even at low levels of endogeneity. Our results also illustrate how instrumental variables produce unbiased coefficient estimates, but instrumental variables are associated with extremely low levels of statistical power. Finally, our simulations highlight how stronger instruments improve statistical power and that endogenous instruments can report results that are inferior to those reported by OLS regression. Based on our results, we provide a series of recommendations for scholars dealing with endogeneity. Copyright (C) 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:1070 / 1079
页数:10
相关论文
共 17 条
[1]  
Angrist JD, 2009, MOSTLY HARMLESS ECONOMETRICS: AN EMPIRICISTS COMPANION, P1
[2]   Controlling for endogeneity with instrumental variables in strategic management research [J].
Bascle, Guilhem .
STRATEGIC ORGANIZATION, 2008, 6 (03) :285-327
[3]   THE SEARCH FOR ASTERISKS: COMPROMISED STATISTICAL TESTS AND FLAWED THEORIES [J].
Bettis, Richard A. .
STRATEGIC MANAGEMENT JOURNAL, 2012, 33 (01) :108-113
[4]   A POWER PRIMER [J].
COHEN, J .
PSYCHOLOGICAL BULLETIN, 1992, 112 (01) :155-159
[5]  
Cohen J., 1983, Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences, DOI 10.4324/9780203774441
[6]  
Hamilton B.H., 2003, STRATEG ORGAN, V1, P51
[7]   LARGE SAMPLE PROPERTIES OF GENERALIZED-METHOD OF MOMENTS ESTIMATORS [J].
HANSEN, LP .
ECONOMETRICA, 1982, 50 (04) :1029-1054
[8]   CHOICE AND PERFORMANCE OF GOVERNANCE MECHANISMS: MATCHING ALLIANCE GOVERNANCE TO ASSET TYPE [J].
Hoetker, Glenn ;
Mellewigt, Thomas .
STRATEGIC MANAGEMENT JOURNAL, 2009, 30 (10) :1025-1044
[9]  
Kennedy P., 2008, A guide to econometrics, V6th
[10]   On the use of instrumental variables in accounting research [J].
Larcker, David F. ;
Rusticus, Tjomme O. .
JOURNAL OF ACCOUNTING & ECONOMICS, 2010, 49 (03) :186-205