The present disclosure relates to a risk-oriented
data analysis and modeling method, which comprises: in response to a user triggering operation on target
metadata, refreshing data in the target
metadata into data of a first node; preprocessing the data refreshed into the first node to obtain initial data; and in response to a user
data analysis operation on the initial data, analyzing the initial data. Since the
data analysis tool is node-based, users or
business personnel can assemble different nodes as needed, making data analysis more flexible and efficient. Users can use a visual page to
drag and drop nodes, configure the data analysis tool, and make operations simpler. Users only need to understand the basic functions of the analysis nodes, without the need to understand structured
query language, thereby reducing the learning cost of users and the difficulty of data analysis, and enabling traditional data analysts to easily perform their duties.