Finding the Lost YouTube Videos
YouTube, the biggest platform for video sharing worldwide, marks its 20th anniversary this year. Starting in 2005 as a place for amateur video makers, it’s transformed into a global powerhouse, now competing with traditional entertainment industries. Currently, YouTube positions itself as the “new Hollywood,” with professional content makers and influencers attracting huge audiences, often overshadowing film studios and television networks. For instance, in 2024, the platform’s top creator, MrBeast, garnered 762 million views on one video—almost equivalent to the total number of cinema tickets sold across the US and Canada in that year.
However, beneath this slick and commercial facade exists a hidden realm that remains mostly unnoticed by the platform’s algorithms and unseen by the majority of its users. This extensive, overlooked aspect of YouTube includes millions of videos—seldom viewed, unrefined, and far from the content that fills our recommendation lists. These videos, although they appear insignificant, offer an intriguing view into the daily lives of individuals from around the world, highlighting the platform’s initial aim as a means for personal expression.
An unseen realm of overlooked videos
Although YouTube is commonly linked with viral sensations and high-quality productions, most of its estimated 14.8 billion videos have been watched fewer than 50 times. Researchers from the Initiative for Digital Public Infrastructure at the University of Massachusetts Amherst recently carried out one of the initial large-scale studies of YouTube’s less-viewed aspect. By developing a tool to randomly sample videos from across the platform, they discovered an alternative reality of YouTube—one rarely influenced by its recommendation algorithm.
Though YouTube is often associated with viral hits and high-production content, the majority of its estimated 14.8 billion videos have been viewed fewer than 50 times. Researchers from the Initiative for Digital Public Infrastructure at the University of Massachusetts Amherst recently conducted one of the first large-scale studies of YouTube’s lesser-seen side. By building a tool to randomly sample videos across the platform, they uncovered an alternate reality of YouTube—one that is rarely touched by the recommendation algorithm.
A researcher came across a video from 2020 where a man just recorded the snowfall outside his window for 19 minutes. With just two views before it was found, the video captures the essence of YouTube’s concealed realm. The man quietly comments as a bird settles on a fence, with the faint sound of a TV in the background. While nothing remarkable occurs, it encapsulates a tranquil moment that might otherwise be overlooked in today’s increasingly curated and performance-centric digital world.
One researcher stumbled upon a video from 2020 where a man simply filmed the snow falling outside his window for 19 minutes. With only two views before it was discovered, the video embodies the simplicity of YouTube’s hidden world. The man quietly narrates as a bird lands on a fence, the sound of a TV murmuring in the background. Nothing significant happens, yet it captures a peaceful moment that would otherwise go unnoticed in an increasingly curated and performance-driven online landscape.
To McGrady and his team, these neglected videos showcase an aspect of YouTube that more accurately reflects its societal role compared to its widely popular content. “We often view YouTube as a platform for influencers and professional creators,” McGrady states. “However, in truth, it serves as an essential component of digital infrastructure—a medium that millions of everyday individuals utilize to communicate, document, and connect.”
The research revealed that the median YouTube video has only been viewed 41 times, while videos with over 130 views are in the top third of the platform’s most popular content. These figures underscore how much of YouTube exists beyond the algorithm’s focus, serving as a venue for personal expression rather than public performance. Ethan Zuckerman, the director of the research effort, contends that this aspect of YouTube deserves attention. “We often assume that the sole purpose of social media is to become an influencer or to go viral, but that’s a limited perspective,” he notes. “For many people, YouTube is simply a means to share a piece of their lives.”
The Changing Role of YouTube
The evolution of YouTube’s purpose
Nevertheless, this move towards professionalization has eclipsed the platform’s initial mission as a place for unfiltered self-expression. The researchers’ findings indicate that, although viral videos and slick productions often dominate discussions about YouTube, they only account for a small portion of the platform’s actual content. Most videos are produced by individuals with no desire to become famous or profit from their work. Rather, they use YouTube as a digital repository, a means of communication, or a creative outlet.
For instance, one researcher discovered a video uploaded by a woman named Emily, filmed in her college dorm in 2008. The video, named “sw33t tats,” captures Emily and her sister laughing as they draw temporary tattoos on each other using markers. Although the footage is blurry and lacks a clear purpose, it functions as a time capsule of a particular moment in Emily’s life. When asked about it years later, Emily confessed she had forgotten its existence. “I uploaded it to clear up space on my hard drive,” she explained. “It’s amusing and quirky. I’m glad it’s still there.”
How the algorithm influences YouTube content
YouTube’s algorithm is crucial in shaping what users encounter on the platform. Crafted to highlight content that maximizes engagement, the algorithm frequently favors videos with high production standards, strong emotional appeal, or viral potential. While this system has enabled creators to amass large followings and transformed YouTube into a worldwide entertainment center, it has also rendered the majority of videos on the platform nearly invisible.
YouTube’s algorithm plays a central role in determining what users see on the platform. Designed to prioritize content that maximizes engagement, the algorithm often promotes videos with high production value, emotional appeal, or the potential to go viral. While this system has helped creators build massive audiences and turned YouTube into a global entertainment hub, it has also made the majority of videos on the platform nearly invisible.
Conversely, YouTube’s concealed realm is unaffected by these dynamics. Free from the constraints of performance metrics, these videos provide a more genuine and personal glimpse into human life. They illustrate how individuals use technology to record their experiences, share memories, and forge connections in ways often ignored in social media conversations.
An insight into daily life
Delving into YouTube’s hidden world is both intriguing and enlightening. The platform’s less-visible side brims with small, daily moments that may appear trivial but together create a vibrant mosaic of human experience. From a man residing in his car chronicling his journey to a young ballerina performing on stage, these videos encapsulate the beauty and intricacy of everyday life.
Exploring YouTube’s hidden world is both fascinating and humbling. The platform’s lesser-seen side is filled with small, everyday moments that might seem insignificant but collectively form a rich tapestry of human experience. From a man living in his car documenting his journey to a young ballerina performing on stage, these videos capture the beauty and complexity of ordinary life.
For some creators, like Bill “The WoofDriver” Hellman, YouTube is a way to share their passions with the world. Hellman, a 58-year-old dog enthusiast, has spent years documenting his adventures with his four Siberian huskies, creating over 2,400 videos in the process. Despite putting significant effort into his content—including original music and drone footage—Hellman’s channel has a modest audience, with many videos receiving only a handful of views. “I don’t get a big audience most of the time, but that doesn’t bother me,” he says. “I just do it because of the joy it brings me and my dogs.”
While YouTube’s most notable content frequently ignites debates about misinformation, extremism, and harmful stereotypes, its hidden world serves as a contrast. The great majority of videos on the platform are neutral or predominantly positive, illustrating the everyday yet meaningful ways people use technology to share their lives. These videos remind us that, beyond the polished front of viral content, YouTube continues to be a platform for creativity, connection, and personal expression.
While YouTube’s most visible content often sparks debates about misinformation, extremism, and harmful stereotypes, its hidden world provides a counterpoint. The vast majority of videos on the platform are neutral or overwhelmingly positive, showcasing the mundane yet meaningful ways people use technology to share their lives. These videos remind us that, beyond the polished façade of viral content, YouTube remains a space for creativity, connection, and self-expression.
As YouTube enters its third decade, its hidden world serves as a powerful reminder of the platform’s original purpose. In an era where social media is often criticized for its negative impact, these forgotten videos highlight the quieter, more personal side of the internet—a space where content doesn’t have to perform but can simply exist.