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Various Classifiers to Investigate the Relationship Between CSR Activities and Corporate Value

机译:调查企业社会责任活动与企业价值之间关系的各种分类器

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The relationship between corporate social responsibility (CSR) and financial performance is complex and nuanced. Many studies have reported positive, negative, and neutral impacts of CSR on financial performance. This inconsistency is due to differences in methodologies, approaches, and selection of variables. Rather than focusing on specific variables, the present study aims to classify as many variables as possible in CSR if they contribute to shaping corporate value. In this study, we calculate corporate value using the Ohlson model based on income, since many previous studies focus on only a market-based approach. We chose some common classifiers that were appropriate for the nature of our data. After evaluating the performance of each classifier, we found that the Decision Tree is the best classifier to analyze the relationship between CSR activities and corporate value. Based on the tree, companies with high or medium corporate values seek to enhance their CSR activities or to empower secondary stakeholders (e.g., communities, societies), as indicated by cooperation with NPO/NGO. In contrast, companies with low corporate values still focus their CSR activities on primary stakeholders (e.g., customers, employees).
机译:企业社会责任(CSR)与财务绩效之间的关系是复杂且细微的。许多研究报告了企业社会责任对财务绩效的正面,负面和中性影响。这种不一致是由于方法,方法和变量选择方面的差异。本研究不是关注特定变量,而是旨在对企业社会责任中尽可能多的有助于塑造企业价值的变量进行分类。在本研究中,我们使用基于收入的Ohlson模型计算公司价值,因为许多以前的研究仅关注基于市场的方法。我们选择了一些适合我们数据性质的常见分类器。在评估每个分类器的绩效之后,我们发现决策树是分析企业社会责任活动与企业价值之间关系的最佳分类器。与非营利组织/非政府组织的合作表明,具有这种树型价值观的公司具有较高或中等的企业价值,他们寻求增强其企业社会责任活动或增强二级利益相关者(例如社区,社会)的能力。相反,企业价值低的公司仍将其CSR活动的重点放在主要利益相关者(例如客户,员工)上。

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