Anxiety: An Epidemic Through the Lens of Social Media

Anxiety: An Epidemic was originally inspired by the mental health crisis in my hometown, Palo Alto, California, and evolved to specifically focus on social media-related anxiety. I examined the question: How has social media evolved over the last decade and what effect does the proliferation of social media have on the young adult population? I hypothesized that social media would have a predominately negative effect, especially on young women, and set out to create a theatrical piece inspired by my research. In my meta-analysis of studies conducted, I found that more data needs to be collected on the relatively new phenomena surrounding social media usage both as positive and negative forces. The research I conducted inspired two new artistic works: a physical theatre piece entitled MASKS: An Ode to Young Women, and a children’s story entitled “The King Who Lost His Smile” (both artistic works can be found in full in appendix A). I discovered that while more research needs to be conducted to definitively find if social media usage has a predominantly positive or negative effect, the artistic works I created can serve as a forum to start important conversations between young adults and their communities at large about their experiences with anxiety, stress, and depressive symptoms

Spartan Daily, April 26, 2017

Volume 148, Issue 36https://scholarworks.sjsu.edu/spartan_daily_2017/1034/thumbnail.jp

Social Media’s Effect on Mental Health: How America’s Youth are More Vulnerable to its Negative Implications

This article explores the potentially negative psychological effects social media photo-sharing platforms have on America’s adolescents. While most studies on mental health effects related to social media use have focused on Facebook and the young adult age group 18-35, this article focuses on users under the age of 18 with an emphasis on Instagram and Snapchat – the two most rapidly growing social networking sites for adolescents. Photo-sharing sites have characteristics different than other social media sites, specifically the ability to alter photos and to communicate live time through videos and photos, which may have different mental health consequences on younger populations. Through a review of previous academic research, and a survey administered to a sample population under the age of 18, this article analyzes how social comparisons, a need for external validation, and a fear of missing out and exclusion may affect adolescents more than older adults due to the fact that they are in a critical developmental period where self-esteem and self-worth can be particularly influenced by peers and social media. While some argue that social media, including photo-sharing sites, may allow adolescents more social contact, opportunities for self-esteem building, and a chance for those who are shy or with low self-esteem to experiment in a safer environment than face to face contact, this article shows that the opposite is also true: that excessive use of photo-sharing sites may lead to negative mental health consequences due to social comparisons, a fear of missing out, and an unhealthy desire to attain external validation from peers. The article also suggests that adolescents with deceptive personalities, Machiavellian personalities, and high social desirability needs may be more vulnerable to some of the risks of social media use, and that identifying at-risk individuals may allow teachers, counselors, and parents to help them navigate their social media world during an influential time in their lives

Automatic extraction of informal topics from online suicidal ideation

Abstract Background Suicide is an alarming public health problem accounting for a considerable number of deaths each year worldwide. Many more individuals contemplate suicide. Understanding the attributes, characteristics, and exposures correlated with suicide remains an urgent and significant problem. As social networking sites have become more common, users have adopted these sites to talk about intensely personal topics, among them their thoughts about suicide. Such data has previously been evaluated by analyzing the language features of social media posts and using factors derived by domain experts to identify at-risk users. Results In this work, we automatically extract informal latent recurring topics of suicidal ideation found in social media posts. Our evaluation demonstrates that we are able to automatically reproduce many of the expertly determined risk factors for suicide. Moreover, we identify many informal latent topics related to suicide ideation such as concerns over health, work, self-image, and financial issues. Conclusions These informal topics topics can be more specific or more general. Some of our topics express meaningful ideas not contained in the risk factors and some risk factors do not have complimentary latent topics. In short, our analysis of the latent topics extracted from social media containing suicidal ideations suggests that users of these systems express ideas that are complementary to the topics defined by experts but differ in their scope, focus, and precision of language.https://deepblue.lib.umich.edu/bitstream/2027.42/144214/1/12859_2018_Article_2197.pd

Sadness and Social Media: An Analysis of the Effects of Social Media on Depression in Young African American Females

Social media has the propensity to inadvertently cause the vicarious traumatization of its users due to their witnessing violent or distressing content. This current research proposes that African American social media users suffer vicarious traumatization via social media and suffer the effects of direct, historical, racialized trauma. In the past decade, through social media, Black Americans have vividly witnessed videos depicting several high profile, violent deaths at the hands of law enforcement, police brutality, racial violence, civil unrest, the birth of the Black Lives Matter movement, experienced blatant discrimination, engaged in racially divisive discourse, and have witnessed attempts to have their experience and existence invalidated. As beneficial and powerful social media can be used as a tool for news and creating connectedness for members of the African American community, social media has also been a tool for evoking depression and hopelessness. Historically, African Americans have used intergenerational coping mechanisms as protective factors in family, friends, and the church. However, due to the rapidity of social media development, the dialog and audience have changed; new coping mechanisms should be explored or incorporated

Private Offerings in the Age of Surveillance Capitalism and Targeted Advertising

Social media platforms, as well as the internet more broadly, have fundamentally altered many aspects of modern life. In particular, platforms’ targeted advertising mechanisms have revolutionized how companies reach consumers by providing advertisers more effective tools for reaching consumers and by tailoring content to consumers’ individual interests. Advertising, in many respects, has always been targeted—it has always sought to reach and influence a certain set of consumers. Today’s targeted advertising, however, allows advertisers to influence consumer behavior on an increasingly granular and intimate level, further skewing the power imbalance between advertisers and consumers. This new dynamic, together with changes to advertising rules for private securities offerings, creates a regulatory gap: should issuers be allowed to promote private offerings through targeted advertising on social media? This Note examines that gap and considers how contemporary targeted advertising mechanisms interact with the law of private securities, which has long restricted issuers’ use of advertising in promoting private offerings. These and other restrictions reflect an understanding that private securities are more volatile (and, as a result, often yield higher returns) than public securities. In 2013, though, the Securities and Exchange Commission (the “Commission” or “SEC”) lifted a longstanding ban on the use of general solicitations for private offerings, paving the way for issuers to employ widely disseminated advertisements to solicit investors. But the Commission did not anticipate—and could not have anticipated—the ways in which social media and “surveillance capitalism” would change advertising, and the current regulatory regime does not contemplate how targeted advertising fits into the private offering landscape. With the ability not only to target but also to influence specific consumers, private securities issuers can wield new power with targeted advertising. Consumers may understandably be enticed by promises of high returns, and advertisements for private offerings can now appear in consumers’ social media newsfeed alongside personal and professional content. More importantly, targeted advertising algorithms curate personalized content with the goal of imperceptibly and gradually changing consumer thinking, perhaps leading a user to finally click on an advertisement she once scrolled past. While such a dynamic may be acceptable, and even desirable, with respect to material goods and services, it raises complicated and pressing concerns in the context of private securities offerings. This Note proposes modifications to the private securities rules that would prohibit the use of targeted advertising in private offerings—a change that would adequately remediate the harms posed and provide clarity to the many stakeholders involved

The Double-edged Sword: A Mixed Methods Study of the Interplay between Bipolar Disorder and Technology Use

Human behavior is increasingly reflected or acted out through technology. This is of particular salience when it comes to changes in behavior associated with serious mental illnesses including schizophrenia and bipolar disorder. Early detection is crucial for these conditions but presently very challenging to achieve. Potentially, characteristics of these conditions\u27 traits and symptoms, at both idiosyncratic and collective levels, may be detectable through technology use patterns. In bipolar disorder specifically, initial evidence associates changes in mood with changes in technology-mediated communication patterns. However much less is known about how people with bipolar disorder use technology more generally in their lives, how they view their technology use in relation to their illness, and, perhaps most crucially, the causal relationship (if any exists) between their technology use and their disease. To address these uncertainties, we conducted a survey of people with bipolar disorder (N = 84). Our results indicate that technology use varies markedly with changes in mood and that technology use broadly may have potential as an early warning signal of mood episodes. We also find that technology for many of these participants is a double-edged sword: acting as both a culprit that can trigger or exacerbate symptoms as well as a support mechanism for recovery. These findings have implications for the design of both early warning systems and technology-mediated interventions

Culture and Social Media

博士(文学)神戸市外国語大

Risky Behaviour: Psychological Mechanisms Underpinning Social Media Users’ Engagement

Social media has received considerable media attention due to concerns that its use may be linked to risky behaviours, e.g., sharing personal information (Tow, Dell, & Venable, 2010), sexual communication with strangers (Baumgartner, Valkenburg, & Peter, 2010b) and extreme communities that may encourage self-harm and eating disorders (Lewis, Heath, Sornberger, & Arbuthnott, 2012). This thesis identifies who is using social media, what factors influence usage and willingness to engage in online risk behaviour, whether there is a link between content viewed on social media and offline risk behaviour, and the role of extreme communities for users. A mixed method approach is applied to survey and social media data. The first part of the thesis identifies younger users and female users as those most intensively using social media (partially explained by stronger social norms and experiencing more positive outcomes). Attitudes towards risk takers, norms and past behaviour predict willingness to engage in online risk. There is also a link between the content that users view on social media and engaging in offline risk behaviour; this link was stronger for male users. However no age differences were found. The second half of this thesis focuses on online communication around eating disorders and self-harm. Although some content did encourage these behaviours, the majority of the content was of a positive nature and appeared to provide social support for users. These findings suggest that the media portrayal of social media may be misleading. Two important outcomes are highlighted; Firstly, younger users may not necessarily be more vulnerable and, second, that care is needed to ensure that interventions respect the positive side of social media use and limit risks without disrupting potentially positive social networks. Implications include the guiding of such interventions, future research and policy

Tweet valence, volume of abuse, and observers’ dark tetrad personality factors influence victim-blaming and the perceived severity of Twitter cyberabuse

Previous research into Twitter cyberabuse has yielded several findings: victim-blaming (VB) was influenced by victims’ initial tweet-valence; perceived severity (PS) was influenced independently by tweet valence and abuse volume; VB and PS were predicted by observer narcissism and psychopathy. However, this previous research was limited by its narrow focus on celebrity victims, and lack of consideration of observer sadism. The current study investigated 125 observers’ VB and PS perceptions of lay-user cyberabuse, and influence of observers’ Dark Tetrad scores (psychopathy, narcissism, Machiavellianism, sadism). We manipulated initial-tweet valence (negative, neutral, positive) and received abuse volume (low, high). Our results indicated that VB was highest following negative initial tweets; VB was higher following high-volume abuse. PS did not differ across initial-tweet valences; PS was greater following a high abuse volume. Regression analyses revealed that observer sadism predicted VB across initial-tweet valences; psychopathy predicted PS when initial tweets were ‘emotive’ (negative, positive), whereas Machiavellianism predicted PS when they were neutral. Our results show that perceptions of lay-user abuse are influenced interactively by victim-generated content and received abuse volume. Our current results contrast with perceptions of celebrity-abuse, which is mostly determined by victim-generated content. Findings are contextualised within the Warranting Theory of impression formation