Soccer was considered as a “male” sport for decades. This worldwide assumption was not completely random taking into consideration that the first male Professional footballer is dated back to 1885 while the first female professional football player is dated back to 1972. This research is focused on the in-game comparison between men and women the last 20 years.

Data analysis is becoming more and more important in the contemporary sports industry. The reason for its exponential growth is the ability to process any kind of data and extract valuable insight that will transform the perception of any sport. The main topic of this research is the importance of Red Card in goal productivity over the years.