What is a hat trick in hockey? A hat trick is when a player in hockey scores three goals during the course of a single game. All three of the goals must come during regulation or overtime, whereas goals scored during the shootout do not count. When a player scores the third goal it is tradition that fans will throw their hats onto the ice. However, our rinks have netting all around them.