This research paper focuses on forecasting stock prices in international markets and analyzes the impact of extreme values removal, seasonal effects, and price reversal on stock prices forecasting. The proposed data source is Yahoo Finance and Bloomberg, and the proposed data sample includes 10 stocks from the FTSE 250 index. The research methodology includes non-probability sampling and secondary data analysis.