Great idea, and love how you've integrated advertising. I love that there's a schedule - following the paradox of choice, I hate choosing, and you have a good selection of videos.
Brings in a whole can of worms: how do you measure engagement? Is it gameable? What happens if someone games the system and gets by far the largest weight in the system?