战略研究中内生性与工具变量的危险:通过模拟理解

The perils of endogeneity and instrumental variables in strategy research: Understanding through simulations

STRATEGIC MANAGEMENT JOURNAL · 2013
被引 724 · 同刊同年前 2%
人大 AFT50UTD24ABS 4*

中文导读

通过模拟实验,展示了内生性如何导致普通最小二乘回归结果严重偏误,并评估了工具变量在纠正偏误时的效果与局限,为战略研究者处理内生性问题提供建议。

Abstract

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 © 2013 John Wiley & Sons, Ltd.

战略管理计量经济学研究方法内生性工具变量