• Title/Summary/Keyword: Corporate Environmental Performance

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Predicting Future ESG Performance using Past Corporate Financial Information: Application of Deep Neural Networks (심층신경망을 활용한 데이터 기반 ESG 성과 예측에 관한 연구: 기업 재무 정보를 중심으로)

  • Min-Seung Kim;Seung-Hwan Moon;Sungwon Choi
    • Journal of Intelligence and Information Systems
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    • v.29 no.2
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    • pp.85-100
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    • 2023
  • Corporate ESG performance (environmental, social, and corporate governance) reflecting a company's strategic sustainability has emerged as one of the main factors in today's investment decisions. The traditional ESG performance rating process is largely performed in a qualitative and subjective manner based on the institution-specific criteria, entailing limitations in reliability, predictability, and timeliness when making investment decisions. This study attempted to predict the corporate ESG rating through automated machine learning based on quantitative and disclosed corporate financial information. Using 12 types (21,360 cases) of market-disclosed financial information and 1,780 ESG measures available through the Korea Institute of Corporate Governance and Sustainability during 2019 to 2021, we suggested a deep neural network prediction model. Our model yielded about 86% of accurate classification performance in predicting ESG rating, showing better performance than other comparative models. This study contributed the literature in a way that the model achieved relatively accurate ESG rating predictions through an automated process using quantitative and publicly available corporate financial information. In terms of practical implications, the general investors can benefit from the prediction accuracy and time efficiency of our proposed model with nominal cost. In addition, this study can be expanded by accumulating more Korean and international data and by developing a more robust and complex model in the future.

Innovative Capability and Its Connection with Worker's Environmental Performance

  • KANG, Eungoo
    • The Journal of Industrial Distribution & Business
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    • v.13 no.7
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    • pp.17-25
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    • 2022
  • Purpose: Environmental contamination has lately been seen as a consequence of the rise in environmental challenges brought on by rapid industrial expansion. At this point, the current research asks an important question about what the factors are to motivate employees' green performance, increasing corporate sustainability. Research design, data and methodology:The current author selected total 19 items to obtain real data and achieve the purpose of this research. For measuring of the causality between the worker's innovative capability and green performance, the current author used the multiple regression statistical tool using U.S. 215 responses in four industry. Results: The statistical finding definitely indicated that there exists the causal linkage between two key factors (Innovation capability and green performance) as well as the strong direction between two constructs. As a result, the current author could accept all hypotheses, checking no existing the multicollinearity of the present constructs with 'TOL' and 'VIF' values. Conclusions: The present research concluded that literature and business management scholars and practitioners will benefit from this study's statistical results. Furthermore, rewarding staff creativity, encouraging quick answers to market movements, and incorporating technology into everyday operations are all ways that companies may cultivate an environmental stewardship culture.

The Impact of Corporate Strategies and Government Support Policies on the Corporate Performance: Focusing on Certification of Innovation (기업의 전략 및 정부 지원 정책이 기업 성과에 미치는 영향: 혁신형 인증을 중심으로)

  • Kim, Dae Jin;Park, Da in
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.1
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    • pp.13-27
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    • 2016
  • Companies strive to have the ability to flexibly respond to environmental changes in modern society with its rapidly changing business environment. That is, companies try to achieve the corporate performance by using a variety of strategies since companies that don't go along with changes in industry are likely to fall behind. Also, the corporate performance is a key element in national competitiveness, and government is willing to support companies to maximize their performance in various ways. This study examines whether there is a difference between corporate strategies and government policies according to the retention and the type of certification of innovation. The company's strategy configuration effort is largely divided into exploration and exploitation of external knowledge, while the government's policy is divided into direct support, indirect support, and financial support. The corporate performance is analyzed using technological performance; innovative perspective and the sales; and the actual corporate performance as proxy variables. As a result, the variable affecting the performance differs according to the retention of certification of innovation. The variable affecting the corporate performance differs according to the type of certification of innovation as well. Therefore, it was found that companies can achieve the corporate performance by considering the situation at hand and the differentiated action strategies depending on the type of certification of innovation.

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The Effects Social Entrepreneurship and CSR Activities on Performance of Social Enterprise (사회적 기업가정신이 CSR 활동과 사회적 성과에 미치는 영향에 관한 연구)

  • Jang, Sung Hee
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.9 no.2
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    • pp.117-127
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    • 2014
  • The purpose of this study is to examine the factors influencing social performance of social entrepreneurship and Corporate Social Responsibility(CSR) activities. This model tests various theoretical research hypotheses relating to social enterprise, social entrepreneurship, and CSR activities. Social entrepreneurship have been classified as innovativeness, proactiveness, risk-taking, and social value orientation. And CSR activities have been classified as community responsibility, philanthropic responsibility, and environmental responsibility. The proposed model is analyzed to target social entrepreneurs. Valid 115 questionnaires have been collected within three months of 2013. Smart Partial Least Square(PLS) 2.0 have been utilized for deriving the study results. The result of hypothesis testing are as follows. First, social entrepreneurship positively influence community responsibility, philanthropic responsibility, and environmental responsibility. Second, community responsibility, philanthropic responsibility, and environmental responsibility positively influence social performance in social enterprise. The results of this study will provide various implications to improve social performance and social entrepreneurship in social enterprise.

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Corporate Social Responsibility and Financial Performance in Korean Retail Firms

  • Lee, Jeong-Hwan;Kang, Yun-Sik;Kim, Sang-Su
    • Journal of Distribution Science
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    • v.16 no.5
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    • pp.31-43
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    • 2018
  • Purpose - We examine how a Korean retail firm's social responsibility is related to its financial performances. The traditional view of corporation expects a negative relationship, while the stakeholder theory expects a positive one. Research design, data, and methodology - We adopt the ESG score, published by Korean Corporate Governance Service to measure the level of socially responsible activity for the Korean retail firms. The ordinary least square method is adopted to investigate this relationship. The publicly traded retail firms are examined from 2011 to 2016. Results - We find that the total ESG score is negatively related to ROE but shows no statistically significant relationship with ROA and Tobin's Q value. However, a firm's environmental score is negatively related with both of ROE and ROA. Its social score is no conclusive relationship with the performance measures. The governance score is negatively related to the value of Tobin's Q. Conclusions - This paper generally supports the traditional view of corporate theory, especially in terms of ROE. This evidence is not well aligned with the existing study for Korean corporations generally documenting positive relationships. We find almost no empirical evidence supporting the stakeholder theory of corporation in the Korean retail industry.

The Effects Long-Term Orientation and CSR Activities on Business Performance in Social Enterprise (장기지향성이 CSR활동과 사회적 기업의 경영성과에 미치는 영향에 대한 실증연구)

  • Jang, Sung Hee;Ma, Yoon Joo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.5
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    • pp.2703-2712
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    • 2014
  • The purpose of this study is examine the factors influencing performance of long-term orientation and Corporate Social Responsibility(CSR) activities. This model tests various theoretical research hypotheses relating to social enterprise, CSR activities and long-term orientation. The proposed model is analyzed to target 115 social entrepreneurs with Smart Partial Least Square(PLS) 2.0. The result of hypothesis testing are as follows. First, long-term orientation positively influence community responsibility, environmental responsibility, and product(service) responsibility. Second, community responsibility positively influence financial and non-financial performance. Third, environmental responsibility positively influence non-financial performance, but does not significantly influence financial performance. Finally, product(service) responsibility does not significantly influence financial and non-financial performance. The results of this study will provide various implications to improve performance, long-term orientation, and CSR activities in social enterprise.

The Effects of Entrepreneurial Orientation, Market Orientation, and Corporate Social Responsibility on Performance in Social Enterprise (기업가지향성, 시장지향성, 기업의 사회적 책임이 사회적 기업의 성과에 미치는 영향)

  • Jang, Sung-Hee
    • The Journal of the Korea Contents Association
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    • v.14 no.6
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    • pp.355-366
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    • 2014
  • The purpose of this study is to examine the factors influencing social performance of entrepreneurial orientation, market orientation, and CSR activities. This model tests various theoretical research hypotheses relating to social enterprise, entrepreneurial orientation, market orientation, and CSR activities. Entrepreneurial orientation have been classified as innovativeness, proactiveness, and risk-taking. And CSR activities have been classified as community responsibility and environmental responsibility. The proposed model is analyzed to target social entrepreneurs. Valid 115 questionnaires have been collected within three months of 2013. Smart Partial Least Square(PLS) 2.0 have been utilized for deriving the study results. The result of hypothesis testing are as follows. First, innovativeness and proactiveness positively influence market orientation. But risk-taking does not influence market orientation. Second, market orientation positively influence community responsibility and environmental responsibility. Finally, community responsibility and environmental responsibility positively influence social performance. The results of this study will provide various implications to improve social performance and entrepreneurial orientation, market orientation, and CSR activities.

An Empirical Analysis on the Relation of Environmental and Financial Performances: Default Risk Approach (파산위험을 이용한 기업의 재무성과와 환경성과의 관계 분석)

  • Hong, Chung-Hun;Lee, Soo-Kyoung
    • Journal of Environmental Policy
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    • v.5 no.3
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    • pp.1-24
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    • 2006
  • As the social responsibility of corporations becomes more important, recently, many corporations have made constant efforts to preserve natural environment. Environmental investments had been traditionally thought as cost factors and sources of negative effects on a firm's financial performances. In this study, we explore the relation of financial and environmental performances of Korean corporations. We use default probability as well as ROE as indicators of financial performances. We find that there is positive correlation between ROE and environmental performance, and negative correlation between default probability and environmental performance. This implies that Korean corporations should recognize environmental investment as means of improving corporate value.

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The Relationship between Corporate Social Responsibilities and Financial Reporting Quality: Focusing on Distribution & Service Companies (사회적 공헌활동과 재무보고품질: 유통, 서비스 기업을 중심으로)

  • Chae, Soo-Joon;Ryu, Hae-Young
    • Journal of Distribution Science
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    • v.16 no.10
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    • pp.77-82
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    • 2018
  • Purpose - This paper examines the relationship between corporate social responsibility and financial reporting quality. Corporate social responsibility is a way for firms to take responsibility for the social and environmental impacts of their business operations. Corporate social responsibility is a broad concept that can take various forms depending on the firm and industry. Through corporate social responsibility programs, firms can benefit society. At the same time, firms improve their reputations by increasing engagement in corporate social responsibility activities. However, corporate social responsibility activities are not directly related to profitability, especially for distribution firms. Research design, data, and methodology - 229 distribution & service firm-years between 2011 and 2016 are used for the main analysis. In Korea, Korean Economic Justice Institute evaluates the ethical performance of Korean firms, and the institute annually discloses the scores of top firms. This study uses the KEJI Index scores to measure firm-level corporate social responsibility activities. Discretionary accruals are used as a proxy for financial reporting quality. Discretionary accruals can be used opportunistically, and thus distort the information in earnings. We extract financial data from the KIS Value database. Results - We find that distribution & service firms' engagement in corporate social responsibilities is positively related to their financial reporting quality. First, there is a negative correlation between implementation of corporate social responsibility activities and discretionary accruals. In addition, we find that the coefficient of CSR is significantly negative, supporting our prediction. The result is significant at the 1% level. Conclusions - We examine the relationship between corporate social responsibility activities of distribution firms and their financial reporting quality while most prior studies examine the engagement in corporate social responsibility activities of manufacturing firms. The results of this study show that distribution & service firms engaging in corporate social responsibility activities are likely to maintain high-quality financial reporting.

The Impact of ESG Performance on Corporate Value of Chinese Companies

  • Heonyong Jung
    • International Journal of Advanced Culture Technology
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    • v.11 no.3
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    • pp.33-38
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    • 2023
  • This study examined the influence of ESG performance on the firm value of Chinese equipment manufacturing companies over the period from 2011 to 2020. The analysis indicated that while ESG performance exerted a negative influence on firm value, this impact was not statistically significant. These findings substantiate the Institutional Difference Hypothesis (IDH), which posits that country-specfic institutional variations sifnificantly shape the strategic decision-making of organizations. When disaggregating the three components of ESG, variations in the results were observed both for overall ESG performance and for each individual dimension. Of the three dimension elements, the environmental (E) and governance (G) facets had a negative bearing, whereas the social (S) facet had a positive influence. Notably, only the governance dimension (G) demonstrated a statistically significant influence. These outcomes affirm the institutional difference hypothesis, illustrating divergent results across distint ESG dimensions.