1) Getting more preference-defining data from the user trumps algorithm improvements at this point. Netflix would have improved RMSE even more by turning over additional data like queue-adds, page views, user age\gender, etc. 2) Use caution criticizing RMSE as overly blunt. It may seem so, but it is not obvious that an algorithm can be improved for top N prediction simply because you declare that as the focus.