Social Media Commons^™

Inferring User Consumption Preferences From Social Media, Yang Li, Jing Jiang, Ting Liu

Research Collection School Of Computing and Information Systems

Social Media has already become a new arena of our lives and involved different aspects of our social presence. Users' personal information and activities on social media presumably reveal their personal interests, which offer great opportunities for many e-commerce applications. In this paper, we propose a principled latent variable model to infer user consumption preferences at the category level (e.g. inferring what categories of products a user would like to buy). Our model naturally links users' published content and following relations on microblogs with their consumption behaviors on e-commerce websites. Experimental results show our model outperforms the state-of-the-art methods significantly …

Modeling Adoption Dynamics In Social Networks, Minh Duc Luu

Dissertations and Theses Collection

This dissertation studies the modeling of user-item adoption dynamics where an item can be an innovation, a piece of contagious information or a product. By “adoption dynamics” we refer to the process of users making decision choices to adopt items based on a variety of user and item factors. In the context of social networks, “adoption dynamics” is closely related to “item diffusion”. When a user in a social network adopts an item, she may influence her network neighbors to adopt the item. Those neighbors of her who adopt the item then continue to trigger more adoptions. As this progress …

How Many Likes Did It Get? Using Social Media Metrics To Establish Trademark Rights, Caroline Mrohs

Catholic University Journal of Law and Technology

This comment asserts that there is a need for an update to the multifactor test considered by courts in determining the strength of a trademark. Traditional factors include the expenses an entity can afford to pay in advertising, but do not give any weight to the presence of the entity on social media to reach its target consumer group.

Communication Through Social Technologies: A Study Of Israeli Women, Jeretta Horn Nord 405-747-0320, Dafni Biran Achituv, Joanna Paliszkiewicz

Journal of International Technology and Information Management

Social technologies have changed the way we communicate allowing users to interact, share knowledge, reach out to friends and family, keep up with the news, and even promote and support a business. A study of Israeli women was conducted to determine how social technologies platforms — Facebook, Twitter, LinkedIn, YouTube, and Google+ — are used and the benefits realized. Women worldwide face challenges including economic, educational, health, and political. Israel women, like women in every other country in the world, are challenged with gender inequity. Do women who use social technologies believe that these platforms provide empowerment leading to greater …

The Responsible Project, Shannon N. Jackson

Electronic Theses and Dissertations

The aim of this thesis is to create a public relations campaign consisting of a series of promotional videos filmed specifically for Patagonia, the outdoors sportswear company, emphasizing their corporate social responsibility for viewing on their social media and web-based platforms. The commercials will feature three Colorado non-profit organizations tied to Patagonia through Patagonia's Growing Grassroots Grant program.

A Retrospective On State Of The Art Social Media Research Methods: Ethical Decisions, Big-Small Data Rivalries And The Spectre Of The 6vs, Anabel Quan-Haase, Luke Sloan

FIMS Publications

This concluding chapter offers critical reflections on some of the key themes covered in the Handbook. Ethics emerged as a concern for many scholars, both for those engaging in quantitative and qualitative approaches. Scholars agree in that there is no overarching set of rules that can be applied to all projects blindly, rather they see ethical decisions as being grounded in the specifics of the data being collected, the social group under study, and the potential repercussions for subjects. A second central theme was the value of qualitative approaches for understanding ‘anomalies’ within larger data sets. Qualitative approaches are seen …

How We Got Here: Connectivity, Creativity, Confluence And Internet Culture, Tziporah Stern, Linda Wieser Friedman, Hershey H. Friedman

Journal of International Technology and Information Management

There are more innovations today than at any time in human history. The companies that value creativity and diversity of ideas in their hires are the ones most likely to thrive. Indeed, the key asset of a corporation is the abilities, innovativeness, and creativity of its employees. The authors construct a timeline of critical events leading up to today’s highly networked and interconnected world with its ubiquitous social media technologies. The current state has been influenced by advances in media, technology, military defense, and commerce. One trend that stands out in this timeline is the increasing rate of change. It …

Examining Collaborative Knowledge Construction In Microblogging-Based Learning Environments, Tian Luo, Lacey Clifton

STEMPS Faculty Publications

Aim/Purpose: The purpose of the study is to provide foundational research to exemplify how knowledge construction takes place in microblogging-based learning environments, to understand learner interaction representing the knowledge construction process, and to analyze learner perception, thereby suggesting a model of delivery for microblogging.

Background: Up-and-coming digital native learners crave the real-time, multimedia, global-interconnectedness of microblogging, yet there has been limited research that specifically proposes a working model of Twitter's classroom integration for designers and practitioners without bundling it in with other social media tools.

Methodology: This semester-long study utilized a case-study research design via a multi-dimensional approach in a …

Fine-Grained Sentiment Analysis Of Social Media With Emotion Sensing, Zhaoxia Wang, Chee Seng Chong, Landy Lan, Yinping Yang, Beng-Seng Ho, Joo Chuan Tong

Research Collection School Of Computing and Information Systems

Social media is arguably the richest source of human generated text input. Opinions, feedbacks and critiques provided by internet users reflect attitudes and sentiments towards certain topics, products, or services. The sheer volume of such information makes it effectively impossible for any group of persons to read through. Thus, social media sentiment analysis has become an important area of work to make sense of the social media talk. However, most existing sentiment analysis techniques focus only on the aggregate level, classifying sentiments broadly into positive, neutral or negative, and lack the capabilities to perform fine-grained sentiment analysis. This paper describes …

Social Media And Learning At The Ferguson Municipal Public Library, Madelynn Dickerson

Library Staff Publications and Research

This brief article highlights the way in which the Ferguson Municipal Public Library harnessed social media, specifically Twitter, to provide opportunities for learning in the community during the August 2014 protests after the death of Michael Brown, a black teenager shot and killed by a white police officer. The article presents data from the Ferguson Library’s Twitter account and looks at community reception of the library’s educational efforts.

Spiteful, One-Off, And Kind: Predicting Customer Feedback Behavior On Twitter, Agus Sulistya, Abhishek Sharma, David Lo

Research Collection School Of Computing and Information Systems

Social media provides a convenient way for customers to express their feedback to companies. Identifying different types of customers based on their feedback behavior can help companies to maintain their customers. In this paper, we use a machine learning approach to predict a customer’s feedback behavior based on her first feedback tweet. First, we identify a few categories of customers based on their feedback frequency and the sentiment of the feedback. We identify three main categories: spiteful, one-off, and kind. Next, we build a model to predict the category of a customer given her first feedback. We use profile and …

On Profiling Bots In Social Media, Richard J. Oentaryo, Arinto Murdopo, Philips K. Prasetyo, Ee Peng Lim

Research Collection School Of Computing and Information Systems

The popularity of social media platforms such as Twitter has led to the proliferation of automated bots, creating both opportunities and challenges in information dissemination, user engagements, and quality of services. Past works on profiling bots had been focused largely on malicious bots, with the assumption that these bots should be removed. In this work, however, we find many bots that are benign, and propose a new, broader categorization of bots based on their behaviors. This includes broadcast, consumption, and spam bots. To facilitate comprehensive analyses of bots and how they compare to human accounts, we develop a systematic profiling …

Content Mining Techniques For Detecting Cyberbullying In Social Media, Shawniece L. Parker, Yen-Hung Hu

Virginia Journal of Science

The use of social media has become an increasingly popular trend, primarily among teenagers. A major problem concerning teens using social media is that they are often unaware of the dangers involved when using these media. They are also more inclined to misuse social media because they are often unaware of the privacy rights associated with their use, or the rights of other users. As a result, cyberbullying cases have steadily risen in recent years, often going undiscovered or not being discovered until serious harm has been caused to the victims. This study aims to create an effective algorithm that …

Affect And Value In Critical Examinations Of The Production And ‘Prosumption’ Of Big Data, Daniel G. Cockayne

Geography Faculty Publications

In this paper I explore the relationship between the production and the value of Big Data. In particular I examine the concept of social media ‘prosumption’—which has predominantly been theorized from a Marxist, political economic perspective—to consider what other forms of value Big Data have, imbricated with their often speculative economic value. I take the example of social media firms in their early stages of operation to suggest that, since these firms do not necessarily generate revenue, data collected through user contributions do not always realize economic value, at least in a Marxist sense, and that, in addition to their …

Introduction: Spatial Big Data And Everyday Life, Agnieszka Leszczynski, Jeremy Crampton

Geography Faculty Publications

Spatial Big Data—be this natively geocoded content, geographical metadata, or data that itself refers to spaces and places—has become a pervasive presence in the spaces and practices of everyday life. Beyond preoccupations with “the geotag” and with mapping geocoded social media content, this special theme explores what it means to encounter and experience spatial Big Data as a quotidian phenomenon that is both spatial, characterized by and enacting of material spatialities, and spatializing, configuring relations between subjects, objects, and spaces in new and unprecedented ways.

Social Media Information And Analyst Forecasts, Mahfuja Malik, Rajib Hasan, Abu S. Amin

WCBT Faculty Publications

In the past decade, social networking has changed the landscape of information dissemination. The rapid diffusion of social media services such as Facebook and Twitter is unprecedented and offers immense possibilities for corporations to communicate with, and engage core stakeholders in, various business decisions. In this study, we investigate whether social media play any role as a source of information for financial analysts. We specifically focus on information revealed on the official Facebook pages of S&P 500 firms. We define information content on a Facebook page as the total number of posts by the corporations and the comments, likes and …

It's All About Me: How Self-Brand Connection And Social Media Interactivity Influence Purchase Intent, Shannon Taylor Mccarthy

Graduate Theses and Dissertations

Social media is ubiquitous and allows consumers to display identity by through possessions through posts, images, and interactions. The self is all the individual calls their own and is expressed outwardly through everything visible, including possessions, relationships, and interactions. They tell their story through the display of envy-inducing artifacts, and create a perfect, photoshopped life. Consumers seek a connection to positively viewed brands they feel are self-representative through interaction. This dissertation seeks to better understand consumer rationale for and gratification from online brand engagement and how that, in turn, impacts the brand. Three studies examined the effects of self-brand connection, …

Incorporating A New Class Of Uncertainty In Disaster Relief Logistics Planning, Emre Kirac

Graduate Theses and Dissertations

In recent years, there has been a growing interest among emergency managers in using Social data in disaster response planning. However, the trustworthiness and reliability of posted information are two of the most significant concerns, because much of the user-generated data is initially not verified. Therefore, a key tradeoff exists for emergency managers when considering whether to incorporate Social data in disaster planning efforts. By considering Social data, a larger number of needs can be identified in a shorter amount of time, potentially enabling a faster response and satisfying a class of demand that might not otherwise be discovered. However, …

Social Media For Librarians And Users, A Global Perspective, Sai Deng, Ying Zhang, Jing Xu

Faculty Scholarship and Creative Works

Social media has increasingly become an integral part of our personal and professional lives worldwide, and it revolutionizes how we communicate and share information. Libraries and librarians are early adopters and proponents for the use of social media. In countries such as China, social media has gained momentum in the recent years, and particularly in colleges and libraries.

This poster first investigates social media's presences and applications especially in university libraries in the U.S. and in China. The two countries use different social media apps such as WeChat, Facebook, Twitter, Weibo and Blog. It then focuses on a case study …

A History And Analysis Of Cala's Social Media, Sai Deng, Xiao Hu

Faculty Scholarship and Creative Works

Under the rapid development of social media and social networking sites, a number of social media channels have been deeply integrated into people's professional and private lives. The Chinese American Librarians Association (CALA), started its social media presence in 2012 with Facebook, and then expanded to YouTube and WeChat. While CALA's Facebook and YouTube channel are more public and social platforms for its news, announcements and documents, its WeChat group is more of an informal space for sharing news and embarking discussions. This poster will look into the various aspects of these social media channels and provide statistical and textual …

Lust For Lulu: An Examination Of Lululemon Athletica's Marketing Authenticity And Branding, Sara Sousa

Communication Studies

Lululemon Athletica, a brand built upon the values of balance, harmony, and culture, has one of the most unique and modern methods of advertising of any retailer today, but sometimes being unique can either elevate a brand or bring it down in flames. The brand has experimented with many different advertisement campaigns as a way to engage consumers and promote a lifestyle; some have proven successful while others have stirred up controversy and turmoil for the brand. Honesty and authenticity are not only traits valued as human characteristics, they are also highly valued in the marketing and advertising realm. Marketing …

Advocacy Campaign For Women's Reproductive Health And Access On Social Media, Rachel Crist, Jules Montes, Lauren Frank

Student Research Symposium

Advocacy organizations increasingly rely on social media (e.g. Twitter hashtags) to foster issue awareness. Social media platforms can be promising communication channels to reach diverse audiences; however, it is unclear how effective these campaigns are at reaching audience members whose views do not align with the campaign. Using diffusion of innovations as a theoretical framework, this study examines the #BirthControlHelpedMe campaign to better understand the response to an advocacy campaign promoted via Twitter. Focus groups were conducted separately for men and women. The moderator led participants in a semi-structured discussion of perceptions of birth control. Participants were then shown example …

#Greysanatomy Vs. #Yankees: Demographics And Hashtag Use On Twitter, Jisun An, Ingmar Weber

Research Collection School Of Computing and Information Systems

Demographics, in particular, gender, age, and race, are a key predictor of human behavior. Despite the significant effect that demographics plays, most scientific studies using online social media do not consider this factor, mainly due to the lack of such information. In this work, we use state-of-the-art face analysis software to infer gender, age, and race from profile images of 350K Twitter users from New York. For the period from November 1, 2014 to October 31, 2015, we study which hashtags are used by different demographic groups. Though we find considerable overlap for the most popular hashtags, there are also …

Understanding How The Southeastern Conference Football Teams Use Twitter Through A Content Analysis, Kristin Elise Pearson

Graduate Theses and Dissertations

The influence of Social media on intercollegiate athletic departments has been prominent in the past few years. With tight budgets, the departments are forced to find different means of marketing and promoting their brand – through embracing Social media platforms. Research on Social media and intercollegiate athletics is limited; therefore, it is necessary to research how the departments are utilizing Social media. With the agenda setting theory as a foundation, this study explores how the 14 SEC football teams are utilizing Twitter. A total of 3,176 tweets were collected from two constructed weeks. Overall, the findings show that the information …

Social Media As A Tool To Effectively Communicate With Stakeholders: School Administrators And Superintendents' Perceptions, Steven Coleman Hampton

Dissertations

This quantitative research study analyzed the perceptions of school administrators on the effectiveness of using social media outlets to communicate with stakeholders. School administrators throughout the State of Mississippi completed an online survey developed by the researcher identifying the social media outlets they use to communicate with their stakeholders and the effectiveness of using social media outlets. Superintendents, Assistant Superintendents, Principals, Assistant Principals, and Public Relations Directors with various years of experience completed the survey. The study revealed there was a statistical significant difference between age groups of the school administrators with the concerns of using social media outlets as …

The Analysis Of The Social Media Among The Youth In The Catholic Diocese Of Moshi And The Implications For Youth Faith Sharing, Faustine Tarimo

Masters Theses

The purpose of this study is to examine evangelization in the Catholic Diocese of Moshi in the advent of social media in the 21st century. It investigates the use of social media among youth to find out what social media young people are using and how they are using it to share their faith. It explores the question of whether the use of social media among youth helps them actively in the use in their faith. A survey of 220 youth was conducted across four Vicariates of the Catholic Diocese of Moshi. The results show themajority of the sampled population …

The Influence Of Social Media On International Students: Case Study Analysis Of International Students From Arabian Gulf, Faisal A. Almutairi

Graduate Theses & Dissertations

Social media is increasingly becoming an important tool mainly for communication. However, organizations and institutions are embracing the platforms for marketing. Educational institutions have not been left behind in this regard, with most leveraging these platforms to increase their numbers while mainly targeting international students. This dissertation thus delves into the influence of social media on international students. The focus is on the effectiveness and efficiency of social media in influencing international students’ decision-making during selection of their preferred educational institutions.

Buying Love Through Social Media: How Different Types Of Incentives Impact Consumers’ Online Sharing Behavior, Yueming Zou

Marketing Theses & Dissertations

A key issue in social media marketing is insufficient consumer participation and engagement. Oftentimes companies have to devise tactics to encourage more social sharing of brand messages, such as through the use of incentives and rewards. Previous research has investigated incentive effects under the traditional offline context, which addresses mostly economic exchanges and fails to consider the social dynamics of the social media environment. Addressing this gap, this research aims to answer the following research question: how can companies target different consumers with different incentives to maximize consumer sharing through social media? Specifically, the present research proposes three factors that …

Celebrities’ Expansive “Right Of Publicity” Infringes Upon Advertisers’ First Amendment Rights, Jon Siderits

The University of Cincinnati Intellectual Property and Computer Law Journal

No abstract provided.

Washington State School District Superintendent Use Of Social Media For Public Relations And Communication, Jonathan R. Tienhaara

Education Dissertations

The purpose of this study was to determine usage and perception of superintendent participation in social media for the purposes of public relations and communication in the State of Washington. Tenets of Social-Customer Relationship Management (Social-CRM) were used as the theory to support how social media can be used to establish and enhance public relations with school district stakeholders. Washington’s (N = 295) school district superintendents were electronically surveyed to collect data on their use and perception of social media utilization for public relations and communication. The data were analyzed to determine how Washington superintendents use social media for …