This paper is going to analyze the dataset of a strategic game called ‘League of Legends. During the analysis correlations of the dataset were provided. Also supervised machine learning algorithms such as decision tree and random forest studied. After all analysis prediction model was created based on above algorithms. The results that the model gave were quite interesting. Comparisons were made between decision trees and random forest classifiers.