How quickly to apply for a job that contains an application deadline

Please solve a disagreement I’m having with my roommate about job application deadlines.  I say when there’s a deadline in the ad you can take your time applying for the job because they’ll review all the applications on the deadline date.  She says I should submit my application way before the deadline.  Who’s right?