Examining the invisible parts of YouTube beyond the algorithm

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, 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 in the study, refers to this concealed ecosystem as a digital attic packed with overlooked moments. These videos are typically very personal, crafted not for public amusement but to capture memories, celebrate minor successes, or interact with close friends and family. Much of this content is ordinary, such as a bride getting ready for a photo shoot, a dashcam video from a parked car, or a brief clip of someone practicing martial arts. Nevertheless, these videos present an unrefined and genuine glimpse of human life, free from the strain 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.

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

When YouTube debuted in 2005, it acted as a groundbreaking platform for user-generated content. Initial creators posted videos to share personal experiences, explore creative ideas, or engage with specific audiences. Over the years, the platform has transformed, introducing elements like monetization and algorithms aimed at increasing watch time and engagement. Consequently, content creation has become more professional, with the most successful creators investing significantly in production quality and marketing tactics.

Nonetheless, this move towards professionalization has eclipsed the platform’s initial goal as a venue for genuine self-expression. The findings from the researchers indicate that, although viral clips and polished productions dominate public discourse about YouTube, they make up only a small portion of the platform’s actual content. Most videos are made by people who have no interest in achieving fame or making money from their creations. Instead, they utilize YouTube as a digital archive, a communication method, or a creative platform.

However, this shift toward professionalization has overshadowed the platform’s original purpose as a space for unfiltered self-expression. The researchers’ findings suggest that, while viral videos and polished productions dominate public conversations about YouTube, they represent only a fraction of the platform’s true content. The majority of videos are created by individuals with no intention of becoming famous or monetizing their work. Instead, they use YouTube as a digital storage space, a communication tool, or a creative outlet.

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.”

The role of the algorithm in shaping YouTube

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 enables anyone, regardless of where they begin, to share their voice with the world,” a company spokesperson notes. However, critics contend that the algorithm’s emphasis on engagement has fueled the spread of harmful content, such as misinformation and divisive rhetoric, by incentivizing sensationalism and controversy.

Conversely, YouTube’s hidden realm remains unaffected by these influences. Without the stress of performance metrics, these videos provide a more genuine and personal glimpse into human life. They demonstrate how individuals use technology to capture their lives, share memories, and connect with others in ways often neglected in conversations about social media.

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.

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.”

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.”

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 Jenny Molina

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