Did you know that more than 64 million Americans have a gym membership? Perhaps not surprisingly, January is the busiest month for people to sign up for a gym membership. After January, also perhaps not surprisingly, gym membership sign ups decrease to moderate and then are actually lower during the summer months, before picking back up in the fall.