Financial Risk Assessment of Photovoltaic Industry Listed Companies Based on Text Mining

At present, the research on photovoltaic companies’ financial risk early warning model mainly focuses on financial indicators and non-financial indicators from corporate governance structure and external audit opinions. There are few literature studies on the companies’ internal information from the...

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Bibliographic Details
Published in:Sustainability 2022-09, Vol.14 (19), p.12008
Main Authors: Chi, Yuanying, Yan, Mingjian, Pang, Yuexia, Lei, Hongbo
Format: Article
Language:English
Subjects:
Accuracy
Carbon
Corporate debt
Corporate profits
Corporate structure
Data mining
Decision making
Default
Discriminant analysis
Economic aspects
Economics
Evaluation
Financial risk
Financial statement analysis
Indicators
Management reports
Methods
Neural networks
Operating companies
Photovoltaics
Profitability
Renewable resources
Risk assessment
Securities markets
Social responsibility
Solar energy industry
Solvency
Statistical analysis
Stock exchanges
Sustainability
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Summary:At present, the research on photovoltaic companies’ financial risk early warning model mainly focuses on financial indicators and non-financial indicators from corporate governance structure and external audit opinions. There are few literature studies on the companies’ internal information from their annual report. To solve the above problem, firstly, this paper aims to establish a comprehensive assessment indicators system including financial and non-financial indicators considering the companies’ internal information. Secondly, this paper uses text mining and a binary logistic regression model to evaluate the financial risk for 37 listed companies in the photovoltaic industry. The results showed that profitability was the most significant factor. Probability, as well as negative sentiment ratios, are both negatively correlated with the occurrence of financial risk, while development capability is positively associated with financial risk. These findings can be used as an effective supplement for financial risk evaluation in the photovoltaic industry and provide reference strategies for developing listed companies in the photovoltaic industry.
ISSN:2071-1050
2071-1050
DOI:10.3390/su141912008