The modern movie business is built on sequels. Rarely, if ever, does a box office smash get to remain just one film, and even some middling flicks from every genre get expanded into whole franchises.

Hollywood executives are tasked with making massive decisions that shape the film industry—but sometimes, they get horribly ...