Turns out that a large vocabulary is not necessarily what wins you games of Scrabble. Instead it has more to do with probabilities and statistics of values assigned to letters. Five Thirty Eight has a nice piece that charts the high scores of Scrabble games.
Credit for the piece goes to Oliver Roeder.