Teamwork Culture, Employee Stock Ownership Plan, and Firm Open Innovation: Empirical Evidence From Novel Measures Based on Machine Learning

IF 5.2 3区 管理学 Q1 BUSINESS IEEE Transactions on Engineering Management Pub Date : 2024-07-19 DOI:10.1109/TEM.2024.3431014
Xin Bao;Baiqing Sun;Meini Han;Han Lin;Qiping Wang
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Abstract

Recent literature has acknowledged the role of organizational culture in shaping firm open innovation outcomes. We contribute to this literature by invoking how firm teamwork culture benefits open innovation outcomes for China A-listed firms. To get the general outcomes, in this article, we rely on the machine learning method and term frequencyinverse document frequency (TF-IDF) weighting scheme to calculate the extent of the firm emphasizing teamwork culture. Our empirical evidence confirms the positive association between teamwork culture and firm open innovation outcomes because the teamwork culture is an implicit guarantee of sufficient resources and an effective collaborative mechanism. We further find that the positive relationship is reinforced by employee stock ownership plan implementation status and times. Overall, empirical evidence further enriches our understanding of open innovation. More importantly, we provide suggestions for managers to emphasize teamwork culture with financial incentives and publish it in disclosure transcripts.
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团队合作文化、员工持股计划与企业开放式创新:基于机器学习的新测量方法提供的经验证据
近期的文献已经认识到组织文化在塑造企业开放式创新成果中的作用。我们通过探讨企业团队文化如何对中国 A 股上市公司的开放式创新成果产生影响,为这一文献做出了贡献。为了获得一般结果,本文采用机器学习方法和词频-反向文档频率(TF-IDF)加权方案来计算企业强调团队合作文化的程度。我们的实证证据证实了团队合作文化与企业开放式创新成果之间的正相关关系,因为团队合作文化是充足资源和有效协作机制的隐性保证。我们进一步发现,员工持股计划的实施状况和时间强化了这种正相关关系。总之,经验证据进一步丰富了我们对开放式创新的理解。更重要的是,我们为管理者提供了建议,即通过财务激励来强调团队合作文化,并将其公布在信息披露记录中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Engineering Management
IEEE Transactions on Engineering Management 管理科学-工程:工业
CiteScore
10.30
自引率
19.00%
发文量
604
审稿时长
5.3 months
期刊介绍: Management of technical functions such as research, development, and engineering in industry, government, university, and other settings. Emphasis is on studies carried on within an organization to help in decision making or policy formation for RD&E.
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