I cannot say whether it is a 100% reliable information but what I can tell is based on my testing/experimentation. I used to produce videos on regular and actually kind of crappy quality on my old phone for one of the blog channels I used to have and then after getting a mini studio setup in my basement I start producing more quality videos all HD. Here is what I have noticed they both ranked high but the HD ones ranked high for competitive keywords and the regular looking non HD videos ranked high for medium competition keywords. My guess is that HD does make a difference but then again there were so many other factors that I cannot say for sure. As everyone else said it cannot hurt for sure and will definitely attract more viewers for the better experience.
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