Was reading through some of the older posts on this topic, but discovered they are archived. Given the recent events, thought this might be an interesting topic to revisit.
Found this interesting Travel & Leisure article that compares the various programs, and what are the best features.
http://www.travelandleisure.com/articles/guide-to-hotel-loyalty-programs
There are some pretty interesting offerings out there.