8,217 research outputs found

    Platforms, the First Amendment and Online Speech: Regulating the Filters

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    In recent years, online platforms have given rise to multiple discussions about what their role is, what their role should be, and whether they should be regulated. The complex nature of these private entities makes it very challenging to place them in a single descriptive category with existing rules. In today’s information environment, social media platforms have become a platform press by providing hosting as well as navigation and delivery of public expression, much of which is done through machine learning algorithms. This article argues that there is a subset of algorithms that social media platforms use to filter public expression, which can be regulated without constitutional objections. A distinction is drawn between algorithms that curate speech for hosting purposes and those that curate for navigation purposes, and it is argued that content navigation algorithms, because of their function, deserve separate constitutional treatment. By analyzing the platforms’ functions independently from one another, this paper constructs a doctrinal and normative framework that can be used to navigate some of the complexity. The First Amendment makes it problematic to interfere with how platforms decide what to host because algorithms that implement content moderation policies perform functions analogous to an editorial role when deciding whether content should be censored or allowed on the platform. Content navigation algorithms, on the other hand, do not face the same doctrinal challenges; they operate outside of the public discourse as mere information conduits and are thus not subject to core First Amendment doctrine. Their function is to facilitate the flow of information to an audience, which in turn participates in public discourse; if they have any constitutional status, it is derived from the value they provide to their audience as a delivery mechanism of information. This article asserts that we should regulate content navigation algorithms to an extent. They undermine the notion of autonomous choice in the selection and consumption of content, and their role in today’s information environment is not aligned with a functioning marketplace of ideas and the prerequisites for citizens in a democratic society to perform their civic duties. The paper concludes that any regulation directed to content navigation algorithms should be subject to a lower standard of scrutiny, similar to the standard for commercial speech

    Constructing Digital Democracies: Facebook, Arendt, and the Politics of Design

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    Deliberative democracy requires both equality and difference, with structures that organize a cohesive public while still accommodating the unique perspectives of each participant. While institutions like laws and norms can help to provide this balance, the built environment also plays a role supporting democratic politics—both on- and off-line. In this article, I use the work of Hannah Arendt to articulate two characteristics the built environment needs to support democratic politics: it must (1) serves as a common world, drawing users together and emphasizing their common interests and must also (2) preserve spaces of appearance, accommodating diverse perspectives and inviting disagreement. I, then, turn to the example of Facebook to show how these characteristics can be used as criteria for evaluating how well a particular digital platform supports democratic politics and providing alternative mechanisms these sites might use to fulfill their role as a public realm

    Regulating Habit-Forming Technology

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    Tech developers, like slot machine designers, strive to maximize the user’s “time on device.” They do so by designing habit-forming products— products that draw consciously on the same behavioral design strategies that the casino industry pioneered. The predictable result is that most tech users spend more time on device than they would like, about five hours of phone time a day, while a substantial minority develop life-changing behavioral problems similar to problem gambling. Other countries have begun to regulate habit-forming tech, and American jurisdictions may soon follow suit. Several state legislatures today are considering bills to regulate “loot boxes,” a highly addictive slot-machine- like mechanic that is common in online video games. The Federal Trade Commission has also announced an investigation into the practice. As public concern mounts, it is surprisingly easy to envision consumer regulation extending beyond video games to other types of apps. Just as tobacco regulations might prohibit brightly colored packaging and fruity flavors, a social media regulation might limit the use of red notification badges or “streaks” that reward users for daily use. It is unclear how much of this regulation could survive First Amendment scrutiny; software, unlike other consumer products, is widely understood as a form of protected “expression.” But it is also unclear whether well-drawn laws to combat compulsive technology use would seriously threaten First Amendment values. At a very low cost to the expressive interests of tech companies, these laws may well enhance the quality and efficacy of online speech by mitigating distraction and promoting deliberation

    The Advertisement Value of Transformational & Informational Appeal on Company Facebook Pages

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    The advertisement value of Facebook is an under-developed area of social media research. Transformational and informational advertising appeal has yet to be studied as it relates to social media. This paper utilizes established classification and measurement scales from marketing literature to classify companies and their Facebook posts and measures the advertisement value of these posts. The study uses a sample of 100 companies from the 2015 Fortune 500 list. Results indicate that posts with transformational appeal are more engaging to the consumer than informational appeal; however, posts with informational appeal have greater advertisement value for the company. The results also indicate there is no relationship between type of company and type of appeal used by companies

    Emotion and Virality of Food Safety Risk Communication Messages on Social Media

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    This study investigates how the emotional tone of food safety risk communication messages predicts message virality on social media. Through a professional Internet content tracking service, we gathered news articles written about the 2018 romaine lettuce recall published online between October 30th and November 29th, 2018. We retrieved the number of times each article was shared on Twitter and Pinterest, and the number of engagements (shares, likes, and comments) for each article on Facebook and Reddit. We randomly selected 10% of the articles (n = 377) and characterized the emotional tone of each article using machine learning, including emotional characteristics such as discrete emotions, emotional valence, arousal, and dominance. Conveying negative valence, low arousal, and high dominance, as well as anger and sadness emotions were associated with greater virality of articles on social media. Implications of these findings for risk communication in the age of social media are discussed
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