The module aim is to provide a comprehensive introduction to statistical methods essential for analysing financial data. Students will develop both theoretical understanding and practical skills in applying probability theory and statistical inference to real-world financial problems. Using Python as an implementation tool, the module bridges statistical theory with data-driven decision-making in finance.