This research focuses on financial case studies, particularly in the realm of stock trading. The foundation for the case study is a combination of documents from a portfolio data mining project and data directly sourced from the Indonesian Stock Exchange. Prediction, a method for estimating future events based on relational patterns in data, is employed in this context. This method is applied to time-series data, which is numerical in nature, such as dates or attribute dates.