YouTube by the numbers: uncovering YouTube's ghost town of billions of unwatched, ignored videos

zohaibahd

Posts: 842   +17
Staff
The big picture: Google remains tight-lipped about many details surrounding YouTube's inner workings. And that's a problem, according to experts, given the platform's massive global reach and influence. But now, thanks to an innovative research approach, we're getting some of the first concrete figures from the platform.

A team of researchers led by Ethan Zuckerman at the University of Massachusetts Amherst has devised an ingenious approach to peek behind YouTube's tightly guarded curtain. They developed a program that essentially "guesses" random video URLs until it stumbles upon legitimate uploads.

You see, every YouTube video is assigned a unique 11-character identifier within a standard URL format (for example: youtube.com/watch?v=v5B9_j114iA). The program, which is essentially a scraper, randomly generates these character strings and checks for matches. Essentially, it "drunk dials" the platform to see if a video exists.

Zuckerman likened the process to a teenager prank-calling random numbers, as it requires billions of attempts before successfully landing on actual videos.

BBC reports that for their initial dataset, the researchers attempted more than 18 trillion potential URLs, identifying just over 10,000 real videos. This translates to approximately 1.87 billion failed attempts for every successful find. If a person were to conduct this search manually, spending three seconds per attempt, it would take roughly 178 years to uncover a single video.

The findings were worth the effort, revealing never-before-seen numbers from one of the most powerful communication platforms ever created.

For one, the research estimates a staggering 14.8 billion total videos on YouTube as of mid-2024. Unsurprisingly, most of these videos are barely noticed. The median YouTube upload has just 41 views, with 4% garnering no views at all. Over 74% have no comments and 89% have no likes.

The production values are also remarkably modest. Only 14% of videos feature a professional set or background. Just 38% show signs of editing. More than half have shaky camerawork, and audio quality varies widely in 85% of videos. In fact, 40% are simply music tracks with no voice-over.

Moreover, the typical YouTube video is just 64 seconds long, and over a third are shorter than 33 seconds.

The size of YouTube's library has been a somewhat veiled secret, but new research offers a rare glimpse into its true scale. As of 2024, YouTube is estimated to host nearly 15 billion videos – an astonishing growth trajectory that underscores its role as a vast but often unseen digital archive. Graph by University of Massachusetts at Amherst, BBC.

These numbers paint a very different picture from how YouTube portrays itself. The platform originally branded itself as a space for ordinary people to "broadcast yourself," but its messaging has since shifted.

YouTube CEO Neal Mohan recently described its role in enabling influencers to build careers, stating that "YouTubers are becoming the startups of Hollywood."

However, Ryan McGrady, a senior researcher on Zuckerman's team, told the BBC that this narrative overlooks a crucial reality: YouTube is not just an entertainment hub – it has become a form of digital infrastructure.

Case in point: just 0.21% of the sampled videos included any kind of sponsorship or advertising. Only 4% had common calls to action such as liking, commenting, and subscribing. The vast majority weren't polished content plays but rather personal expressions – perhaps not so different from the old camcorder days.

Permalink to story:

 
"Essentially, it "drunk dials" the platform to see if a video exists."

The term is "War Dials". Those that had modems in the 1980s know.
Agreed.
For those not old enough or clued in at the time, War Dialing was using a computer with a modem to dial random or sequential phone numbers in a block to see if another computer with a modem would answer the phone.
Drunk dialing is trying to call your ex while drunk and making an a$$ of yourself. Sliiiiiightly different.
 
Youtube purposefully drives traffic to channels and videos it wants to.

Youtube demonetizes users it doesn't like.

Youtube deplatforms users who rebel against their unfair tactics.

The only way to beat the Youtube algorithm is to post videos about pop culture news. When something happens and people search for it, your videos will come up more than likely. The problem is, they'll readjust and cancel you out so your video which suddenly showed growth will immediately flatten out.

If not for Youtube's unfair practices, the Youtubbers would be earning twice the ad-revenue they earn now.
 
You are correct they are not good players

Mostly true, but also the article mentions videos of low quality and length, they are thrown there for no reason. Speaking for myself when I find a guide to do something that has music background and the person open notepad to write what to do, I leave a down vote and close: I came to YouTube to listen to a guide, not read it.
 
I barely rely on the algorithm, it really doesn’t work very well or keep me engaged. Around ten years ago it recommended flat earther videos because I had a tendency to look at science-related videos, so I stopped looking at the recommended videos for 99% of my consumption. When I find a channel I like, I subscribe to it and regularly check my subscription feed, adding the interesting videos to my watch later playlist. This circumvents most of the annoyances on YouTube. So while of course YouTube does not share my priorities, a little bit of work on my part fixes 99% of what is wrong with the algorithm. So people getting sucked into it is at least partly their own choice and I would put some responsibility on them for reinforcing YouTube’s bad choices through their own behavior. Case in point: if people stop clicking on flat-earth videos, YouTube will stop recommending them, everyone benefits.
 
This is why WORM (write once read many) storage technologies using optical and quantum physics are being so actively pursued still. Companies like Google would love to park huge quantities of data like this on cheap, slow (to write) solid state storage. A massive proportion of the data on the internet never changes, but simply gets added to.
 
Google remains tight-lipped about many details surrounding YouTube's inner workings. And that's a problem, according to experts, given the platform's massive global reach and influence.

I don't understand how that's a problem. The article says there's a problem, but doesn't specifically identify the problem.

-o-o-o-

The formula for making money on YouTube has always been known:

  1. -- Produce more than one, even more than a few videos
  2. -- Produce videos on a consistent basis -- One a week, twice a week, whatever, but always on the same day(s) of the week and the same time of day
  3. -- Always have an intro and an outro, but keep them short
  4. -- Tells 'em what you're going to tell 'em; Tells 'em; Tells 'em what you told 'em
  5. -- Be creative with your thumbnails and titles
  6. -- Always, always, always fill in the blanks in the description -- Cooking requires full recipes; products require how and where to buy, etc.
  7. -- Provide your social media links in your description
  8. -- Be active on all of your social media accounts including using the accounts to promote your YouTube channel and videos
  9. -- Produce meaningful playlists (cooks might have playlists for deserts, appetizers, etc.)
  10. -- Use audio/video equipment that's up to the task of creating quality videos -- It's not that expensive
  11. -- Produce the highest quality videos you can -- Get up to speed on your video editor and tools and put in the time. Editing is hard and has a steep learning curve: Gimp for thumbnails, Blender for intros and outros, Black Magic's Davinci Resolve for editing -- Or whatever other software you prefer
  12. -- Look at other videos you like -- What are they doing right?
  13. -- Follow YouTube's guidelines on audio volume
  14. -- Find a popular niche and learn it inside-outside/upside-downside (there are tools that help find topics)
  15. -- Interact with those that comment on your videos -- They appreciate it
  16. -- In every video you produce ask for likes and subscriptions
 
Mostly true, but also the article mentions videos of low quality and length, they are thrown there for no reason. Speaking for myself when I find a guide to do something that has music background and the person open notepad to write what to do, I leave a down vote and close: I came to YouTube to listen to a guide, not read it.
Thee are some seriously bad productions
 
So I have been YouTubing since 2005 (way before Google bought them out in 2008) 541 videos (including shorts) as of 2/18/25 and 237 subscribers (with 0 marketing/begging for a sub/etc). I'd say somewhere around 2014-Present the algorithm has changed entirely to favor content creators with sponsors and bigger following vs me who are just little people who upload for fun. So far shorts pulls more views than regular videos. It really depends on the actual content. No amount of hash tags or title description will help.
 
I don't understand how that's a problem. The article says there's a problem, but doesn't specifically identify the problem.

-o-o-o-

The formula for making money on YouTube has always been known:

  1. -- Produce more than one, even more than a few videos
  2. -- Produce videos on a consistent basis -- One a week, twice a week, whatever, but always on the same day(s) of the week and the same time of day
  3. -- Always have an intro and an outro, but keep them short
  4. -- Tells 'em what you're going to tell 'em; Tells 'em; Tells 'em what you told 'em
  5. -- Be creative with your thumbnails and titles
  6. -- Always, always, always fill in the blanks in the description -- Cooking requires full recipes; products require how and where to buy, etc.
  7. -- Provide your social media links in your description
  8. -- Be active on all of your social media accounts including using the accounts to promote your YouTube channel and videos
  9. -- Produce meaningful playlists (cooks might have playlists for deserts, appetizers, etc.)
  10. -- Use audio/video equipment that's up to the task of creating quality videos -- It's not that expensive
  11. -- Produce the highest quality videos you can -- Get up to speed on your video editor and tools and put in the time. Editing is hard and has a steep learning curve: Gimp for thumbnails, Blender for intros and outros, Black Magic's Davinci Resolve for editing -- Or whatever other software you prefer
  12. -- Look at other videos you like -- What are they doing right?
  13. -- Follow YouTube's guidelines on audio volume
  14. -- Find a popular niche and learn it inside-outside/upside-downside (there are tools that help find topics)
  15. -- Interact with those that comment on your videos -- They appreciate it
  16. -- In every video you produce ask for likes and subscriptions


Thats way way too much work lol.
 
So 18 trillion hits, in a time span of about two months, as stated in the original article.
This is about 3.5 million hits per second.
And they managed to do this without drawing the attention of Google. How?
 
Back