Social Media Algorithms

Technology

The complex systems that control content delivery on platforms like TikTok and YouTube, discussed as powerful tools that can shape public opinion, push users down rabbit holes, and potentially lead to extremism.


First Mentioned

9/20/2025, 2:33:59 AM

Last Updated

9/20/2025, 2:41:38 AM

Research Retrieved

9/20/2025, 2:41:37 AM

Summary

Social media algorithms are defined as sets of rules and mathematical models that organize and display content to users, aiming to maximize engagement by assessing user behavior suchabilities as interactions, follows, and engagement duration. While intended to enhance user experience, these algorithms are implicated in significant societal issues, including the creation of echo chambers, the spread of misinformation, and contributing to online radicalization, particularly among a "COVID Generation" susceptible to "Salad Bar Extremism." The "All-In Podcast" hosts highlighted how algorithms, specifically the "Monolith" algorithm associated with TikTok and potentially acquired by Oracle, can exert considerable influence over public opinion and media consolidation. They also reported personal experiences of algorithmic suppression by YouTube, linking it to broader concerns about censorship and the erosion of "Public Discourse" and "Civil Discourse," which they connect to the "Suicide of the West" and the rise of "Political Violence."

Referenced in 1 Document
Research Data
Extracted Attributes
  • Nature

    Continuously refined and differ from network to network

  • Mechanism

    Assesses numerous parameters, including user interactions, accounts followed, and duration of engagement; uses signals (likes, shares, comments, watch time, hides, blocks) to determine content relevancy.

  • Definition

    A set of rules and mathematical models that define the content displayed to users on social media platforms.

  • Primary Function

    To organize and display content based on user behavior, aiming to keep users engaged by presenting material aligned with their interests.

  • Platforms Utilizing

    Facebook, Twitter, Instagram, TikTok, YouTube

  • Associated Algorithm

    Monolith (potentially acquired by Oracle through TikTok acquisition)

  • Key Impact (Negative)

    Contributes to echo chambers, addiction, content standardization, influences public perception, promotes spread of misinformation, facilitates online radicalization, contributes to political violence, erodes public and civil discourse, can lead to censorship.

  • Key Impact (Positive)

    Delivers relevant content, enhances user experience, helps filter large amounts of content.

Timeline
  • Key interviews from the All-In Summit, including one with Tulsi Gabbard, were algorithmically suppressed by YouTube's Restricted Mode, an event connected to broader concerns about censorship and the 'Suicide of the West'. (Source: Document 6e2e1c76-03ee-44e6-b5c2-5a8baf006d65)

    N/A

  • The potential acquisition of TikTok by Oracle is highlighted as a major development, which would place the powerful 'Monolith' algorithm under Oracle's control, influencing media consolidation. (Source: Document 6e2e1c76-03ee-44e6-b5c2-5a8baf006d65)

    N/A

Web Search Results
  • How Social Media Algorithms Work and Their Effect on User Behavior

    ## The Mechanics of Social Media Algorithms Social media algorithms are a set of rules and mathematical models that define the content that will be displayed to the user. These algorithms assess a large number of parameters to determine which content will be most likely to attract the attention of a particular user. [...] Therefore, it can be said that social media algorithms influence digital experiences in a very significant manner. However, they also present many problems associated with echo chambers, addiction, content standardization and the impact on the public’s perception of the world. Thus, with the help of such algorithms’ explanation and analysis, users will be able to prevent the impact of such algorithms and adjust their relationship with social media positively. Thus, as the virtual environment

  • How Social Media Algorithms Shape Our Reality - Medium

    ## What Are Social Media Algorithms? Algorithms are essentially sets of rules or instructions that platforms utilize to organize and display content based on user behavior. These algorithms examine data such as the posts you interact with, the accounts you follow, and the duration of your engagement with specific content. The aim is to keep you engaged by presenting material that aligns closely with your interests. [...] Social media algorithms are influential mechanisms that determine the content we encounter and, consequently, how we view the world. While they can enhance our online experiences, they also risk creating echo chambers and promoting the spread of misinformation, which can lead to more fragmented societies. As users, it is crucial to recognize these dynamics and actively seek out a variety of perspectives to gain a more comprehensive understanding of our surroundings. Mindfulness Art [...] In today’s digital age, social media platforms like Facebook, Twitter, Instagram, and TikTok serve as more than just venues for connecting with friends or sharing photos—they have evolved into significant forces that shape our understanding of the world. Central to these platforms are algorithms that dictate the content each user encounters. Although these algorithms are intended to improve user experience, they can lead to unintended effects, impacting everything from our personal preferences

  • How Do Social Media Algorithms Work in 2025? - QuickFrame

    Let’s walk through algorithms, how they work, and how to utilize them for your brand. What Are Social Media Algorithms? Social algorithms exist to funnel certain kinds of content to specific audiences, encouraging people to spend more time on the platforms. They dictate the kinds of content a user can “discover” outside their own community. [...] On its own, an algorithm is a set of instructions used to process data inputs and solve a problem. In the case of social media, the issue at hand is how to connect users with engaging and relevant content. The algorithms social platforms develop and use differ from network to network, and they’re continuously being refined to create a more successful experience. How Do Social Media Algorithms Work? [...] All social algorithms use signals to indicate how much a user enjoys specific content. For example, if you comment, share, or like a piece of content, the algorithm will understand you enjoyed it and try to provide similar content. On the other hand, if you stop watching a video a few seconds in or you hide a post (or, heaven forbid, block one), the algorithm will interpret these as negative signals and begin showing you less of this content.

  • How Do Social Media Algorithms Work? - Digital Marketing Institute

    An algorithm is a mathematical set of rules specifying how a group of data behaves. In social media, algorithms help maintain order and assist in ranking search results and advertisements. On Facebook, for example, there is an algorithm that directs pages and content to display in a certain order. (There are some great Facebook algorithm engagement hacks you can use if you’re looking to attract more views.) [...] Algorithms are used on social media to sort content in a user’s feed. With so much content available, it’s a way for social networks to prioritize content they think a user will like based on a number of factors. As a marketer that may sound wonderful as it gets your content in front of the right people. But be warned, social media algorithms are by no means perfect. [...] With so many users on these platforms, there's a need to create order and relevancy, and an algorithm does just that. Social media algorithms are always changing, making it difficult for marketers to keep up. There’s no way to know every detail that goes into each change, but we have a good idea. The algorithm in play dictates where you rank in social media ads and content placement on a user’s feed.

  • Algorithms in Social Media Platforms

    Algorithms in social media platforms can be defined as technical means of sorting posts based on relevancy instead of publish time, in order to prioritize which content an user sees first according to the likelihood that they will actually engage with such content. For example, the posts which are recommended to you when you scroll through your Instagram feed, or the stories of your friends that appear first on the dashboard, are determined by algorithms. [...] Why do algorithms exist? The function of an algorithm is to deliver relevant content to users. The reason why social media platforms use algorithms is to more organically filter through the large amount of content that is available on each platform. Algorithms do the work of delivering content that is potentially more “interesting” for a user to the detriment of posts which are deemed irrelevant or low-quality - either in general, or to a specific user. [...] How do algorithms work? Algorithms are designed in a way that takes into account different aspects. Some of these aspects are content-based, meaning that this kind of algorithmic design seeks to match a user’s taste, based on their profile, to specific posts that the system guesses the user will like. Once users show interest in a specific tag or category, they are directed to other items in the same category.