I don't really get it. I don't think their recommender is that broken, so it seems to me like they're deliberately injecting those recommendations contrary to their expectations of what I like. I suspect those videos represent the content youtube wants me to watch, rather than the content they think I want to watch. Probably those videos are more profitable for youtube.
What I’m trying to say is maybe YouTube’s recommendations are very loosely based off your viewing habits, but they would rather you watch Doug demuro’s highly monetized channel over randomjoeschmoe’s excellent non-ad enabled review of a 10 year old car
You get it perfectly. They'll try to make any connection they can between what you want and what they want to show you, but they'll just throw it in randomly if they can't.
Stereotypes exist for a reason. But that reason isn’t optimal - it’s just convenient.
I go there either because I'm linked to a specific video, I'm searching for something specific (too specific for the recommendation algorithm), or to check if any of the few channels I follow have posted anything new.
I don't watch popular youtubers, I don't listen to (currently) popular music, I don't watch the television, I don't watch sports. I even get make-up tutorials, and I'm a male! That's all the front page of youtube has to offer to me: things that I'm unlikely to ever click on.
>I feel like without a recommendation algorithm the site would be largely useless?
That's because for you and many other people youtube is an activity, like turning on the telly. You open youtube and you expect to be entertained, and that's what the recommendation algorithm is for. For me, youtube is a tool: I open it, search for something, watch it, then close it.