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Unveiling the concealed universe of YouTube away from algorithms

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.

Yet, beneath this polished and commercialized surface lies a hidden world that remains largely untouched by the platform’s algorithms and invisible to most users. This vast, forgotten side of YouTube consists of millions of videos—rarely watched, unpolished, and far removed from the content that dominates our recommendation feeds. These videos, while seemingly insignificant, provide a fascinating glimpse into the everyday lives of people worldwide, showcasing the platform’s original purpose as a tool for self-expression.

While YouTube is commonly linked with trending content and high-quality productions, most of its approximately 14.8 billion videos have been watched less than 50 times. Researchers from the Initiative for Digital Public Infrastructure at the University of Massachusetts Amherst have recently carried out one of the pioneering large-scale investigations into YouTube’s less-visible side. By creating a tool to randomly select videos throughout the platform, they revealed a different reality of YouTube—one that the recommendation algorithm seldom reaches.

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.

Ryan McGrady, a senior researcher involved in the study, describes this hidden ecosystem as a digital attic filled with forgotten moments. These videos are often deeply personal, created not to entertain strangers but to document memories, share small victories, or communicate with close friends and family. Most of this content is mundane, like a bride preparing for a photo shoot, a dashcam recording from a car in a parking lot, or a short clip of someone practicing martial arts. Yet, these videos offer a raw and unfiltered snapshot of human life, devoid of the pressures of likes, views, and monetization.

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.

Why this forgotten side of YouTube matters

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 study found that the median YouTube video has been watched just 41 times, with videos crossing 130 views ranking in the top third of the platform’s most popular content. These numbers highlight how much of YouTube exists outside the algorithm’s spotlight, functioning as a space for personal expression rather than public performance. Ethan Zuckerman, the director of the research initiative, argues that this side of YouTube should not be overlooked. “We tend to assume that the only reason to use social media is to become an influencer or go viral, but that’s a narrow way to think about it,” he says. “For many, YouTube is simply a way to share a part of their lives.”

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.”

The Influence of the Algorithm on YouTube

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 states that the algorithm’s goal is to assist users in finding videos that match 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,” a company spokesperson notes. However, critics argue that the algorithm’s emphasis on engagement has facilitated the spread of harmful content, such as misinformation and divisive rhetoric, by encouraging sensationalism and controversy.

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

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.

The Underappreciated Worth of YouTube’s Quiet Side

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.

By Albert T. Gudmonson

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