{"title":"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","authors":"Pattanaporn Chatjuthamard, Pornsit Jiraporn","doi":"10.1108/cg-09-2022-0371","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":47880,"journal":{"name":"Corporate Governance-The International Journal of Business in Society","volume":null,"pages":null},"PeriodicalIF":5.5000,"publicationDate":"2023-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Corporate culture, innovation and board size: recent evidence from machine learning and earnings conference calls\",\"authors\":\"Pattanaporn Chatjuthamard, Pornsit Jiraporn\",\"doi\":\"10.1108/cg-09-2022-0371\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":47880,\"journal\":{\"name\":\"Corporate Governance-The International Journal of Business in Society\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2023-04-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Corporate Governance-The International Journal of Business in Society\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1108/cg-09-2022-0371\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Corporate Governance-The International Journal of Business in Society","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/cg-09-2022-0371","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
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.
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.