Using item response theory to improve measurement in strategic management research: An application to corporate social responsibility

成果类型:
Article
署名作者:
Carroll, Robert J.; Primo, David M.; Richter, Brian K.
署名单位:
State University System of Florida; Florida State University; University of Rochester; University of Rochester; University of Texas System; University of Texas Austin
刊物名称:
STRATEGIC MANAGEMENT JOURNAL
ISSN/ISSBN:
0143-2095
DOI:
10.1002/smj.2463
发表日期:
2016
页码:
66-85
关键词:
Measurement item response theory Bayesian estimation Corporate social responsibility Corporate social performance
摘要:
Research summary: This article uses item response theory (IRT) to advance strategic management research, focusing on an application to corporate social responsibility (CSR). IRT explicitly models firms' and individuals' observable actions in order to measure unobserved, latent characteristics. IRT models have helped researchers improve measures in numerous disciplines. To demonstrate their potential in strategic management, we show how the method improves on a key measure of corporate social responsibility and corporate social performance (CSP), the KLD Index, by creating what we term D-SOCIAL-KLD scores, and associated estimates of their accuracy, from the underlying data. We show, for instance, that firms such as Apple may not be as good as previously thought, while firms such as Walmart may perform better than typically believed. We also show that the D-SOCIAL-KLD measure outperforms the KLD Index and factor analysis in predicting new CSR-related activity.Managerial summary: Corporate social responsibility (CSR) continues to grow in importance among the press, political activists, managers, analysts, and investors, yet measurement techniques have not kept up. We show that the most common approach for measuring CSRadding up observable traitsis fundamentally flawed, even if these traits accurately capture CSR-related behavior. We introduce an improved measurement technique that treats these traits as test questions that are differentially weighted, so that hard CSR activities affect a company's score more than easy CSR activities. This approach produces a measure that offers a more reliable comparison of firms than standard measures. Our approach has a number of additional advantages, including differentiating firms that receive identical scores on an additive scale and accounting for how CSR-related behavior has evolved over time. Anybody who cares about CSR should consider using our measure (available at ) as the basis for analyzing firms' CSR. Copyright (c) 2015 John Wiley & Sons, Ltd.