企业文化、创新和董事会规模:来自机器学习和财报电话会议的最新证据

IF 5.5 Q1 BUSINESS
Pattanaporn Chatjuthamard, Pornsit Jiraporn
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引用次数: 0

摘要

利用先进机器学习产生的创新文化的新测量,本研究旨在调查创新文化如何受到董事会的一个关键方面,即董事会规模的影响。企业创新文化的数据基于对财报电话会议的文本分析,代表了一种独特的捕捉企业文化的方法。除标准回归分析外,作者还进行了一些复杂的稳健性检查,如倾向得分匹配、熵平衡、工具变量分析、Oster(2019)检验系数稳定性的方法、GMM动态面板数据分析和Lewbel(2012)的异方差识别。研究结果证实了资源依赖理论的预测,研究结果表明,更大的董事会更有效地促进了创新文化。一个拥有更多董事的更大的董事会为公司提供了额外的资源、专业知识和能力,使其能够更成功地发展创新文化。原创性/价值本研究首次使用复杂计算机算法生成的企业文化数据来检验董事会规模对创新的影响。本文从公司治理和公司创新两个方面对相关文献进行了梳理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Corporate culture, innovation and board size: recent evidence from machine learning and earnings conference calls
Purpose Taking advantage of a novel measure of innovative culture generated by advanced machine learning, this study aims to investigate how a culture of innovation is influenced by a crucial aspect of the board of directors, i.e. board size. The data on corporate culture of innovation are based on a textual analysis of earnings conference calls and represent a unique approach to capturing corporate culture. Design/methodology/approach In addition to the standard regression analysis, the authors also perform several sophisticated robustness checks, such as propensity score matching, entropy balancing, an instrumental-variable analysis, Oster’s (2019) method for testing coefficient stability, GMM dynamic panel data analysis and Lewbel’s (2012) heteroscedastic identification. Findings Corroborating the prediction of the resource dependence theory, the study results show that larger boards promote an innovative culture more effectively. A larger board with more directors provides the firm with additional resources, expertise and abilities, enabling it to develop an innovative culture more successfully. Originality/value This study is the first to examine the effect of board size on innovation using data on corporate culture generated by sophisticated computer algorithms. The authors advance the literature both in corporate governance and corporate innovation.
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来源期刊
CiteScore
11.20
自引率
33.90%
发文量
68
期刊介绍: Providing a consistent source of in-depth information, analysis and advice considering corporate governance on an international scale, Corporate Governance: The International Journal of Business in Society focuses on knowledge development, practice and performance standards for scholars and Boards of Directors/ Governors of companies throughout the world. The journal publishes a diverse range of substantive theoretical and methodological debates as well as practical developments in the field of corporate governance worldwide. The journal particularly encourages attention to the impact of changes of business/corporate governance forms and practices on people, and the sustainability of different governance models. Articles that highlight models and structures that advance the interests, dignity and well being of all stakeholders, in a sustainable manner, are particularly welcome. The journal covers a broad spectrum of governance-related themes including: -Effective boardroom performance -Control and regulation -Executive leadership -The role and contribution of external (non-executive) directors -The growing importance of governance in the wake of ever-greater corporate scandals -Redefinitions and reassessments of corporate governance models -The role of business in society -The changing nature of the relationship and responsibilities of the firm towards various stakeholders -The incentives required to encourage more socially- and environmentally-responsible corporate action -The role and impact of local and international regulatory agencies and regimes on corporate behaviour.
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