If I abandon a game before finishing will this hurt my rating?

Yes. Quitting the game before finishing is very bad etiquette as it delays the game for other players and degrades their game experience. To discourage this behavior, players will receive a penalty for quitting the game before finishing, and have points deducted from their rating. As penalties become more frequent the amount of points will increase.