The likes of Sergio Aguero and Alan Shearer have scored the most hat-tricks in Premier League history - but who has netted the most outright? The term 'hat-trick' is used to define when a player Who has the most hat-tricks in Premier League history? Aguero, Shearer & players who scored most goal trios the feat of scoring three goals in a game , and is one of the most impressive individual feats a player can accomplish during a match. Hat-trick scorers earn the right to take the match ball home after full-time. But who has scored the most hat-tricks in the Premier League era? Goal takes a look.