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Unveiling the concealed universe of YouTube away from algorithms

YouTube, the leading platform for sharing videos worldwide, marks its 20th year of existence this year. Starting out in 2005 as a platform for amateur video makers, it has transformed into a worldwide powerhouse, competing closely with conventional entertainment centers. Nowadays, YouTube promotes itself as the “new Hollywood,” where professional content creators and influencers attract vast audiences, frequently surpassing film and TV industry giants. As an illustration, in 2024, the platform’s top creator, MrBeast, garnered 762 million views on a single video—almost equaling the total number of cinema tickets sold throughout the US and Canada that year.

However, below this sleek and commercial front lies an obscure realm, mostly unaffected by the platform’s algorithms and unseen by the majority. This expansive, overlooked aspect of YouTube is made up of millions of videos—seldom viewed, raw, and distant from the mainstream content filling our recommendation feeds. Though these videos might appear trivial, they offer an intriguing insight into the daily lives of individuals globally, highlighting the platform’s initial goal as a medium for personal expression.

An unseen realm of neglected videos

A hidden world of forgotten videos

Ryan McGrady, a lead researcher participating in the study, depicts this concealed ecosystem as a digital attic overflowing with overlooked memories. These videos are typically very personal, made not to entertain the public but to capture memories, celebrate small accomplishments, or connect with friends and family. Much of this content is ordinary, such as a bride getting ready for a photo shoot, a dashcam video from a car in a parking lot, or a brief clip of someone practicing martial arts. Yet, these videos provide an unfiltered, authentic glimpse into human life, free from the pressures of likes, views, and monetization.

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.

The Importance of YouTube’s Overlooked Side

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 been viewed only 41 times, while those exceeding 130 views are among the platform’s top third most popular content. These statistics emphasize how much of YouTube operates beyond the reach of the algorithm, serving as a haven for personal expression rather than public performance. Ethan Zuckerman, the head of the research initiative, asserts that this dimension of YouTube should not be disregarded. “We often presume that the sole purpose of social media is to become an influencer or achieve virality, but that’s a limited perspective,” he remarks. “For many, YouTube is merely a means to share a slice of their lives.”

The changing purpose of YouTube

When YouTube debuted in 2005, it was a groundbreaking platform for user-generated content. In its early days, creators uploaded videos to share personal experiences, explore creative ideas, or connect with specific audiences. Gradually, the platform transformed, adding features such as monetization and algorithms aimed at boosting watch time and engagement. This led to a shift towards professionalized content creation, where top creators invested significantly in production quality and promotional tactics.

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.”

For example, one researcher found a video uploaded by a woman named Emily, recorded in her college dorm room in 2008. The video, titled “sw33t tats,” shows Emily and her sister laughing as they draw fake tattoos on each other with markers. With blurry footage and no clear purpose, the video seems trivial, yet it serves as a time capsule of a specific moment in Emily’s life. When asked about it years later, Emily admitted she had forgotten it existed. “I uploaded it to free up space on my hard drive,” she said. “It’s funny and weird. I’m glad it’s still there.”

YouTube’s algorithm is pivotal in deciding what content users encounter on the platform. Engineered to highlight videos that boost engagement, the algorithm frequently favors those with high production quality, emotional impact, or viral potential. Although this mechanism has enabled creators to amass large audiences and transformed YouTube into a worldwide entertainment center, it has also rendered the majority of platform videos almost 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.

According to YouTube, the algorithm’s purpose is to help users discover videos that align with their interests, whether those videos have six views or six million. “The magic of YouTube is that it allows anyone, regardless of their starting point, to share their voice with the world,” says a company spokesperson. However, critics argue that the algorithm’s focus on engagement has contributed to the rise of harmful content, including misinformation and divisive rhetoric, by rewarding sensationalism and controversy.

An Insight into Daily Life

A glimpse into everyday life

For some creators, such as Bill “The WoofDriver” Hellman, YouTube serves as a platform to share their passions with the world. Hellman, a 58-year-old dog lover, has spent years capturing his adventures with his four Siberian huskies, producing over 2,400 videos along the way. Despite investing considerable effort into his content—including original music and drone footage—Hellman’s channel maintains a modest following, with many videos attracting only a few views. “I don’t get a large audience most of the time, but that doesn’t bother me,” he remarks. “I just do it for the joy it brings me and my dogs.”

The underappreciated worth of YouTube’s quiet side

The overlooked value of YouTube’s quiet side

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.

By Rosena Jones

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