The primary objective of this article is to identify the top batsman, which will aid the selector in identifying the best batter from the provided list of players. To accomplish the objective, Multi Criteria Decision Making (MCDM) approach is used. The model is developed utilising a two-phase framework: in the first stage, a simple model will be constructed, and its accuracy will be assessed by comparing the result with a manual solution. The second phase evaluates the fuzzy ranking player selection model (MCDM) and selects the best player.