解决运营管理研究中的内生性困境:理论、实证与实践考量

Addressing the endogeneity dilemma in operations management research: Theoretical, empirical, and pragmatic considerations

JOURNAL OF OPERATIONS MANAGEMENT · 2017
被引 429 · 同刊同年前 10%
人大 AFT50UTD24ABS 4*

中文导读

探讨运营管理研究中的内生性问题,指出仅关注统计技术会导致不切实际的标准,提出应从理论、实证和实践角度综合考量,并讨论合理的解决标准。

Abstract

Abstract In this paper, we examine the problem of endogeneity in the context of operations management research. Whereas the extant literature has focused primarily on the statistical aspect of the problem, a comprehensive treatment requires an examination of theoretical and pragmatic considerations as complements. The prevailing problem with the focus on statistical techniques is that the standards tend to be derived from idealizations: the correlation between a regressor and a disturbance term must be exactly zero, or the analysis will be invalid. In actual empirical research settings, such a knife‐edge assumption can never be satisfied, indeed it cannot even be directly tested. Idealizations are useful in helping us understand what it would take to eliminate endogeneity, but when applied directly and unconditionally, they lead to unreasonable standards that may unnecessarily stifle substantive inquiry. We believe that it is far more productive and meaningful to ask: “What can we realistically expect empirical scientists to be able to achieve?” To this end, we cover and revisit some of the general technical material on endogeneity, paying special attention to the idiosyncrasies of operations management research and what could constitute reasonable criteria for addressing endogeneity in empirical operations management studies.

运营管理实证研究内生性研究方法