Abstract: Provided are a business default prediction system and an operation method thereof. The method includes collecting a plurality of news articles on the Internet, selecting a business that is an analysis target, classifying news articles related to an analysis target business among the plurality of collected news articles into analysis target articles, calculating a risk level for each of the analysis target articles, generating feature vectors representing each group by performing grouping of the analysis target articles based on the calculated risk level, and calculating the default risk of the analysis target business based on the generated feature vectors.

Abstract: Provided is an Environment, Social, Governance (ESG) company evaluation device for evaluating a company from the viewpoint of ESG to calculate a score. The device includes: a news collection unit configured to collect a plurality of news articles on Internet and classify them by date or company, and perform clustering on news articles whose similarity is higher than a reference value through a similarity analysis between the news articles; a news classification unit configured to classify each of the news articles related to an issue of environment, society, or governance; and an evaluation result deriving unit configured to calculate an ESG risk for a corresponding cluster in cluster units and calculate an ESG company evaluation score based on the calculated value.

Abstract: Provided is an Environment, Social, Governance (ESG) company evaluation device for evaluating a company from the viewpoint of ESG to calculate a score. The device includes: a news collection unit configured to collect a plurality of news articles on Internet and classify them by date or company, and perform clustering on news articles whose similarity is higher than a reference value through a similarity analysis between the news articles; a news classification unit configured to classify each of the news articles related to an issue of environment, society, or governance; and an evaluation result deriving unit configured to calculate an ESG risk for a corresponding cluster in cluster units and calculate an ESG company evaluation score based on the calculated value.

Abstract: Disclosed is a method for analyzing a risk of a cooperator supply chain. The method calculates a risk score based on text data associated with an evaluation target company, provides visual information on the risk score of the evaluation target company through a bar graph, a tracking graph, a scatter plot graph, a network diagram, and a map diagram, and generates a chat room for managing a supply chain between the evaluation target company and the cooperator to support real-time communication.

Abstract: Provided are a business default prediction system and an operation method thereof The method includes collecting a plurality of news articles on the Internet, selecting a business that is an analysis target, classifying news articles related to an analysis target business among the plurality of collected news articles into analysis target articles, calculating a risk level for each of the analysis target articles, generating feature vectors representing each group by performing grouping of the analysis target articles based on the calculated risk level, and calculating the default risk of the analysis target business based on the generated feature vectors.