While certain extremely popular games like PUBG, Dota 2, and Counter Strike GO have a religious following, a large majority of games on Steam are rarely played. Using a data-driven approach, we wanted to understand why certain games are more popular than others and use this information to help game developers and gaming studios to maximize the chances of success of their products.