To collect truly useful data you'll need to add an option to the menu of each recommended video (where the "Not Interested" option is). 99% of the time I already know the recommendation is of zero interest and won't play the video just so I can register my regret.

I'll watch this with interest. Please save us all from the useless YouTube recommendation system, Mozilla devs!