Logit和Probit模型在战略管理研究中的应用:关键问题

The use of logit and probit models in strategic management research: Critical issues

STRATEGIC MANAGEMENT JOURNAL · 2007
被引 1531 · 同刊同年前 5%
人大 AFT50UTD24ABS 4*

中文导读

回顾了Logit和Probit模型在战略管理研究中的使用,指出系数解释、交互作用建模、组间比较和模型拟合度量四个关键问题,并提供最佳实践建议,帮助研究者避免错误结论。

Abstract

Abstract The logit and probit models have become critical parts of the management researcher's analytical arsenal, growing rapidly from almost no use in the 1980s to appearing in 15% of all articles published in Strategic Management Journal in 2005. However, a review of three top strategy journals revealed numerous areas in their use and interpretation where current practice fell short of ideal. Failure to understand how these models differ from ordinary least squares can lead researchers to misunderstand their statistical results and draw incorrect conclusions regarding the theory they are testing. Based on a review of the methodological literature and recent empirical papers in three leading strategy journals, this paper identifies four critical issues in their use: interpreting coefficients, modeling interactions between variables, comparing coefficients between groups (e.g., foreign and domestic firms), and measures of model fit. For each issue, the paper provides a background, a review of current practice, and recommendations for best practice. A concluding section presents overall implications for the conduct of research with logit and probit models, which should assist both authors and readers of strategic management research. Copyright © 2007 John Wiley & Sons, Ltd.

战略管理计量经济学研究方法Logit模型Probit模型