YouTube should stop recommending garbage videos to users
arstechnica.com
arstechnica.com
The annoying thing about Youtube is that many of the problems I have with their algorithm could very, very easily be solved if the designers gave up their relentless mantra of "never ask the user anything directly."
I watch playlists and LetsPlays, and occasionally my homepage will just turn into a massive wall of recommendations from the same playlist, rather than one recommendation for the next video in the list. That's hard to solve algorithmically, but very easy if you give me a button to press that says, "when recommending a playlist, only recommend one video."
It's very hard to algorithmically figure out whether or not a user wants repeated recommendations because repeated recommendations tend to steer users towards repeated views even if they would prefer other behavior. But Youtube has view history for users. It would be very easy to have a button to press that says, "don't recommend videos I've already watched."
But at some point, everyone working on AI/algorithms decided that the best user experience would be for users to try and on-the-fly intuit the quirks of every algorithm and then to do reinforcement training based on their partial understanding of how things work. The last thing I want as a user is to have to treat my computer like a cat.
Youtube doesn't know which types of playlists I use, but I do. They're wasting computing time and my time to try and guess the behavior I want, when I could just tell them what behavior I want.
Surely I haven’t seen all of YouTube. I would love if it recommended me things I would be remotely interested in watching, even if they were “garbage” over this. At this point I would almost prefer sketchy conspiracy theory video recommendations.
That’s kind of annoying to me but I figured that it’s a problem of my own making. But it sounds like the algorithm behaves this way for other users who aren’t as weirdly repetitive as me?
Recommendations are hard.
injectStyle('#watch7-sidebar .video-list-item a:visited .title {color: #141761;}');
injectStyle('a.yt-uix-sessionlink:visited {color: #141761 !important;}');The curated playlists on Google Music are pretty nice. I wouldn't mind seeing something like that for video, especially targeted at kids with various age ranges, activities, moods, and interests.
Radio is even more full of garbage than YouTube!
The curated playlists on Apple Music are decent but they're too short and there are too few of them. There's also nothing stopping a third party curating YouTube and sharing recommended playlists - it's just too hard to find a mass audience with generic recommendations.
I had a bit of a wake-up call as to just how bad the problem was when I saw video search results for "GPLv4". Normal search engine? No problem. GNU Public License. YouTube? Nope. A bunch of videos from a "gplv4.org" when I try the search just now, which evidently has nothing to do with open source licensing.
I live in a non-English speaking country, and looking at the trending lists and friend's playlists, all the recommendations are in the local language. My recommendations are 80% English and 20% local language (local stuff that I do watch).
70% of my recommendations are also centered around the interests I watch - technology, old computer restoration, etc.
This is just off the top of my head early in the morning so probably not the best idea, but honestly it seems better than what they are doing now. Personally, I subscribe to a certain set of people and rarely watch videos outside of those content creators.
Edit: Just to add to my first point, I would be much more happy to follow the recommendation of the content creator I follow than some algorithm designed to get me to watch/click more.
I am not a content creator so my opinion is solely from the viewer side. I would love to hear from people who are making the videos I watch and enjoy as well since many of them are using Youtube as their sole income. IMO, you have to please both sides to a certain extent or this all won't work.
I'd say 80% of the recommended videos are directly related to the interests I've shown with my viewing habits. I went through a period of watching at least an hour a day so perhaps that's it and they have some serious data behind me (and I never watch conspiracy, politics or prank videos for them to appear anywhere near them).
Whenever I'm logged out though, then yeah, complete dumpster-fire.
Worth noting that I pay for YT Premium, so maybe Google is training my recommendation model more or feeding more niche YouTube videos to it than they would for ad-driven (or ad blocking) viewers.
(And that Navier-Stokes video was very good!)
I also like how they're not afraid to surface older evergreen videos. I just got this 2-year-old video about a WW2-era Monopoly set recommended to me (never watched videos about board games, monopoly or WW2) and I thought it was fantastic https://www.youtube.com/watch?v=fsrC79QV7cU
I wonder if Google is not doing the same, as they do for Likes with 5000 limit https://www.reddit.com/r/youtube/comments/6m7k63/i_just_reac...
Recommendations are almost always garbage and I have no idea why. I also think that the search function is bad, like so bad that's it's somehow dishonest. I routinely run the same searches looking for the same thing but find stuff that was made well before the last time I ran the search... so why didn't the previous search uncover these results?
Now we're mowing the consequences of such "disruption".
That’s just an example for the area I’m expert in, but the current western political blowback is massively due to information flowing with fewer censorship, hence discovering that “domain experts” have led us to believe false or inaccurate things in the past.
“Domain experts” is also “TV-channel chosen domain experts” or “journalist-chosen domain experts” which has proven to provide erroneous results.
If I wanted sanitized, censored, controlled entertainment, I'd just watch TV
Basically, their recommendations algorithm favors profit from advertising over personalized recommendations because it seems to be designed to maximize click-through rate and watch time for videos with many ads. [1]
[1] https://www.maketecheasier.com/ultimate-ublock-origin-superu... [2] https://www.youtube.com/feed/subscriptions
If this behavior is based off aggregate watching patterns, can we at least get the patterns applied to us of people who match our usage demographics and not the tens of thousands of pre-teens being raised by YouTube?
The worst part is that what they do recommend are often conspiracy videos, "X destroys Y" debate videos, extremist 'alternative' news, and other similar trash.
You would think they could tell from what I've watched already that none of their recommendations are remotely relevant to me- and in fact, are often the opposite of anything I would ever want to see.
Once you get into watching videos belonging to a new field, you get a lot of recommendations for that, and it's great to use them to get a good nice overview of the field.
Likewise, repeat recos for songs etc are also very very convenient.
I think this is again a case of the vocal minority making it feel like everything sucks.
This is how it worked just a couple years ago. I would binge-watch a channel's entire history of videos on history, board games, or other fascinating subjects in the background while I did other things. At some point it changed, and now every video I watch gets followed by some click-bait often highly-political nonsense meant to get me outraged or shocked at something.
I've decided to turn it off and just stream documentaries on Curiosity Stream now. When I do watch YouTube, I get nagging pop-ups asking me to upgrade my service, but why would I do that when they've ruined what I enjoyed about the site?
Googles Youtube App drives me insane with all the crappy ads.
My youtube process is to go straight to the subs page daily, add all the videos to a 'watch later' playlist* so whenever I go to youtube I always have a curated list of just for me content and I don't get sucked down the rabbit hole.
*not the watch later option because you cant change the order of those ¯\_(ツ)_/¯
I'd kill for a marker on the subs page that said 'last visited'!
https://apenwarr.ca/log/20190201
My take is that "reccomendation" technology is disasterously bad in most cases but Google has us hypnotized to believe they are "smarter" than the rest of us, although when you look at their definition of "smart" it seems to be a bludgeon to intimidate other people with.
Google doesn't have to be smarter than its competitors, it just has to be smarter than the people who buy ads.
Researchers of the University of Minas Gerais and EPFL audited Youtube's recommendation algorithm in the context of alt-right content and found that users consistently migrated from milder to more extreme content throughout recommendations.
YT's recommendation algorithm drives watch time and engagement, but based on the behavior of other users; so when the YT algorithm sees that driving to extremism pushes high engagement, while driving users to more mild content reduces engagement, the algorithm knows the best course of action for future users.
It's bad enough that I had to log my AppleTV's YouTube app out, because children. My Recommend page would be overloaded with Fortnight, PubG, and RDR videos. That I could understand at least.
Well.. for me the bad recommendations and search results are having the exact opposite effect. If I have a direct link to a cool video then its fine, but clicking around in the UI is an absolute time-waster.
But then again I'm not logged in and have FF + uBlock + PrivacyBadger and maybe its made deliberately annoying then..
For sure it is less extreme than the topics mentioned there, but still the programs are optimized to make you addicted and boost stats. Neutral fact-based or educational content is disappearing quickly.
Just kidding. YT's a dumpster fire, but it serves to point at when somebody starts telling you that Skynet is just around the corner. We may have nailed the A but but we're a looong way off the I.
That said, I recently created a brand new account for my company and the default recommendations seem to be absolute mindless garbage. But perhaps my interests just don't align with what the vast majority of the YouTube-using public are watching.