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Assessing the Effect of Dynamic Capabilities on the ESG Reporting and Corporate Performance Relationship With Topic Modeling: Evidence From Global Companies.运用主题建模评估动态能力对企业环境、社会和治理(ESG)报告与企业绩效关系的影响:来自全球公司的证据
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Harv Bus Rev. 2013 May;91(5):50-6, 58, 60, 150.
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A panel data study of physicians' labor supply: the case of Norway.一项关于医生劳动力供给的面板数据研究:以挪威为例。
Health Econ. 2005 Oct;14(10):1035-45. doi: 10.1002/hec.991.
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Common method biases in behavioral research: a critical review of the literature and recommended remedies.行为研究中的共同方法偏差:文献综述与建议补救措施
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The competitive advantage of corporate philanthropy.企业慈善事业的竞争优势。
Harv Bus Rev. 2002 Dec;80(12):56-68, 133.
6
Meningeal hemangiopericytoma: a retrospective study of 21 patients with special review of postoperative external radiotherapy.脑膜血管外皮细胞瘤:21例患者的回顾性研究及术后外照射放疗的专项分析
Neurosurgery. 2001 Apr;48(4):756-62; discussion 762-3. doi: 10.1097/00006123-200104000-00011.

运用主题建模评估动态能力对企业环境、社会和治理(ESG)报告与企业绩效关系的影响:来自全球公司的证据

Assessing the Effect of Dynamic Capabilities on the ESG Reporting and Corporate Performance Relationship With Topic Modeling: Evidence From Global Companies.

作者信息

Yang Byung Mo, Yang Oh Suk

机构信息

Department of Business Administration, Kangwon National University, Chuncheon, South Korea.

出版信息

Front Psychol. 2022 May 11;13:898935. doi: 10.3389/fpsyg.2022.898935. eCollection 2022.

DOI:10.3389/fpsyg.2022.898935
PMID:35645900
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9130930/
Abstract

The primary purpose of this study is to examine the relationship between the dynamic capabilities (DCs) embedded in ESG management, which are being pursued by global companies, and corporate performance amid increasing uncertainty. Furthermore, the secondary purpose is to examine the function of environmental uncertainty moderating the DCs-performance relationship. Concerning the analysis tool, this study employs topic modeling with Word2Vec embedding that analyzes unstructured data. This was employed as an alternative method beyond the limitations of the traditional approach, i.e., survey or interview. A DCs dictionary was constructed by redesigning the 12 detailed dimensions of Teece's DCs into 10 dimensions, and then time series scores of individual global companies were extracted by applying this dictionary to the sustainability reports of 97 companies. Sustainability reports of 153 companies among Fortune Global 500 companies announced in 2020 were originally collected, but in the process of collecting additional financial data about these companies from OSIRIS, a total of only 97 companies was selected in the end due to omission of data. A fixed effect panel analysis was conducted, and the main findings are as follows: First, the DCs embedded in ESG management have a positive or negative direct effect on corporate performance. In particular, a statistically significant relationship was not observed in the innovation (technology) oriented capabilities, whereas a statistically significant positive relationship was observed in the customer (market) oriented capabilities. Second, uncertainty moderates the relationship between DCs and corporate performance positively or negatively. Interestingly, the moderating effect of uncertainty only appears in the function of the sensing and reconfiguring capabilities. From this, it can be seen that the function of DCs, which is embedded in the ESG management of global companies, is limited due to the imbalance between the sensing-seizing-reconfiguring capabilities. These findings imply that, despite the positive function of DCs embedded in ESG management, costs and benefits occur at the same time, and DCs can improve performance only if there is an organizational adaptation strategy suitable for uncertainty. Accordingly, business managers need to recognize the importance of pursuing sensing-seizing-reconfiguring capabilities in a balanced way to improve corporate performance through ESG management under uncertainty.

摘要

本研究的主要目的是考察全球公司所追求的嵌入在ESG管理中的动态能力(DCs)与不确定性增加背景下的企业绩效之间的关系。此外,次要目的是考察环境不确定性对DCs与绩效关系的调节作用。关于分析工具,本研究采用了基于Word2Vec嵌入的主题建模来分析非结构化数据。这是作为超越传统方法(即调查或访谈)局限性的替代方法而采用的。通过将Teece的DCs的12个详细维度重新设计为10个维度构建了一个DCs词典,然后将该词典应用于97家公司的可持续发展报告中,提取了各个全球公司的时间序列得分。最初收集了2020年公布的《财富》全球500强公司中153家公司的可持续发展报告,但在从OSIRIS收集这些公司的额外财务数据的过程中,由于数据遗漏,最终总共只选择了97家公司。进行了固定效应面板分析,主要结果如下:第一,嵌入在ESG管理中的DCs对企业绩效有正向或负向的直接影响。特别是,在以创新(技术)为导向的能力方面未观察到具有统计学意义的关系,而在以客户(市场)为导向的能力方面观察到了具有统计学意义的正向关系。第二,不确定性对DCs与企业绩效之间的关系有正向或负向的调节作用。有趣的是,不确定性的调节作用仅出现在感知和重新配置能力的功能中。由此可见,由于感知 - 抓住 - 重新配置能力之间的不平衡,嵌入在全球公司ESG管理中的DCs的功能是有限的。这些发现意味着,尽管嵌入在ESG管理中的DCs具有积极作用,但成本和收益同时出现,并且只有在存在适合不确定性的组织适应策略时,DCs才能提高绩效。因此,企业管理者需要认识到以平衡的方式追求感知 - 抓住 - 重新配置能力对于在不确定性下通过ESG管理提高企业绩效的重要性。