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It's based on the concept that people who've seen that sports video also watched ______. It's a minor irritant, nothing more.
Maybe. But as I said, it's just a minor irritant; most of the time I just ignore the "recommend videos" and just use the search bar.
The people that know me well also know of my viewing habits. I don't really care what people think of me based on what I like to watch on Youtube. If you know of a more efficient and sophisticated recommendation system, go tell Youtube. Otherwise, you're getting upset over nothing.
Figured out a way to correct it's behaviour:
Go under 'History', then under both tabs 'Watch History' and 'Search History', either clean out the lot or trim it down removing what you didn't like to actually watch.
Click back to 'Home' and you will notice the recommended list is much more accurate to what you actually perfer.
Then on additional hated video, look for the three dots next to them (right side of the title when you hover over them). Click that, then 'Not Interested' and provide the reason(s). You dislike that youtuber or topic, or you don't want recommendations based on such and such.
Note: You need to do both, as after you played a video, there a follow up recommended list too. They didn't make it so you can say no to them - that's just based off history related suggestion.