Kyros' project analyses every Premier League player season from 2015 to 2024, evaluating approximately 8,200 records to identify elite transfer targets for Liverpool FC. Using Excel, Power BI, KNIME and a certainty factor expert system, he developed a data-driven scouting solution that narrows the dataset to 10 standout seasons from five players