PSA: Watch in an private/incognito tab/window. If you are currently logged into your google account, this WILL pollute your watched history: https://www.youtube.com/feed/history
Netflix, Amazon, Youtube, PornHub, etc... they're all accomplishing little more than "similar to the one, and only one item you last saw", with dramatic shifts in "profiling" from one or two videos.
Actually, Netflix acknowledges this and splits the recommendation into "because you watched X..", so at least it covers a greater range (eg last 5 things seen)
I'm damned sure they could be much more useful if they would let me tell them what I like, by implementing rating systems that are worth using (e.g. the ability to browse and edit previous ratings in a sane fashion)
but user-useful recommendation is not the actual goal, so really its just that our metrics are wrong. It's probably great according to view counts.
That is, the user is capable of efficiently informing the engine of their taste, and there’s significant incentive for the user to consistently re-evaluate their ratings (playlists), so it can be trusted as up to date.
Another very important aspect is that playlists are useful enough to the user that they actually want to maintain it.
For example, amazon, netflix and pornhub all have rating systems, but they’re not at all useful. The interface isn’t useful enough for reviewing and reflecting on, its not comprehensive enough to keep as a primary list (because it only covers what they offer, which is very limited) and there’s of course no impact on the recommendation engine (because the rating systems are not worth using; chicken and egg). No sane person would touch the things (beyond “upvoting”, which isn’t significantly related to taste)
Imo ratings are absolutely vital to useful reccomendation, but they’ve been totally neglected