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A dataset on corporate sustainability disclosure
Jinfang Tian1, Qian Cheng1, Rui Xue2
1Research Center for Statistics and Interdisciplinary Sciences | School of Statistics and Mathematics, Shandong University of Finance and Economics, Jinan, 250014, China.
This study introduces the first firm-level corporate sustainability disclosure dataset, using machine learning on management reports. This resource tracks corporate sustainability attitudes and progress, aiding sustainable development.
Area of Science:
- Business and Management
- Data Science
- Environmental Science
Background:
- Enterprises are crucial for sustainable development and emissions reduction.
- Corporate sustainability disclosure is vital for stakeholder insights but lacks firm-level measurement.
- Existing research has not comprehensively measured corporate sustainability disclosure at the individual firm level.
Purpose of the Study:
- To construct the first firm-level dataset for corporate sustainability disclosure.
- To develop a quantitative measure of corporate sustainability disclosure, including economic, environmental, and social dimensions.
- To provide a resource for analyzing corporate sustainability attitudes and outcomes.
Main Methods:
- Application of machine learning techniques to analyze Management Discussion and Analysis (MD&A) documents from listed companies.
- Construction of a novel dataset encompassing the Corporate Sustainability Disclosure Index (CSDI) and its sub-dimensions (CSDI_ECO, CSDI_ENV, CSDI_SOCI).
- Establishment of an annually updated dataset for longitudinal analysis.
Main Results:
- Creation of a unique firm-level dataset for corporate sustainability disclosure.
- Development of the Corporate Sustainability Disclosure Index (CSDI) and its dimensional components.
- The dataset serves as a proxy for corporate management's sustainability attitudes.
Conclusions:
- The developed dataset is the first of its kind at the firm level, filling a critical research gap.
- This resource facilitates the study of corporate sustainability strategies and their impact on economic and social outcomes.
- The dataset promotes enhanced corporate sustainability practices and reporting.
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