An increase in time spent would not increase the success rate. Probably the opposite. More time spent -- less likely that an applicant is on the right track.

Applicants that submit at the last minute have likely been thinking about/living with the problem for a while, and they are able to quickly articulate the problem, their solution, and the reason that they will be successful.