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This Jupyter notebook examines the evolution of ESG disclosures by companies over time. It uses the universe of companies, for which Refinitiv has been collacting ESG data since 2002, and examines how the number of ESG metrics that these companies report on evolved between 2002 and now.
Domain Specific BERT Model for Text Mining in Sustainable Investing
Analysing ESG report using Natural Language Processing
Please refer to attached full report. Introduction ESG is abbreviate of the environment, social responsibility, and corporate governance. When value a company, finance analysts are paying more attention to a company’s intangible assets, besides traditional financial statement figures. From companies’ perspective, managers are eager to know if it is profitable to assume more social responsibilities, to purchase environment-friendly but expensive assets or to share more benefits of the company with employees. In addition, investors doubt whether to invest in a company who have high ESG rank will be profitable because a company has limited resources. So, this report will investigate the correlation between S&P 500 companies’ ESG and their performance from a quantitative perspective. We select S&P 500 as our research target because this index consists of tycoons in each industry in the United States and they have a significant influence on the whole economy. We apply Bloomberg Excel API to acquire historical data from Bloomberg terminal and conduct descriptive and predictive analysis using BI tool and statistical model. Our grand conclusion is ESG has a positive correlation with a company’s operating performance, but ESG has little correlation with a company’s market performance.
R scripts for a GHG emissions indicator published on Environmental Reporting BC
Java library to build modern applications with high-def itemized financial data. OCR, AI, and NLP for receipts, invoices, bills, and RFC822 email messages.
Course materials for Georgia Tech CS 4650 and 7650, "Natural Language"
Hedera Improvement Proposal
ICR - Automated and Intelligent Company Report Built in Python (by @firmai)
Occupational Safety and Health Automation
The missing link between spreadsheets and data visualization
Joint Entity and Relation Extraction on ESG and CSR reports
Does Mandatory Non-Financial Reporting Affect Firms’ ESG Behavior?
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