Social Media Commons^™

Pedagogy In The Age Of Ai: Exploring Generative Ai For Higher Education, Alison Munsch Phd

Journal of International Technology and Information Management

Generative Artificial Intelligence (AI) presents transformative opportunities for higher education, enabling personalized learning, enhanced student engagement, and efficient pedagogical practices. This tutorial-style article guides educators in integrating generative AI into their classrooms through hands-on activities, practical strategies, and reflective exercises. It explores the capabilities of AI tools such as ChatGPT, their applications across disciplines, and the ethical considerations for their use. By cultivating critical thinking and fostering student readiness for AI-driven futures, this article underscores the transformative potential of generative AI in higher education with an emphasis on the academic areas of business analytics, information systems, and computer science.

Surviving And Thriving In The Hybrid Cloud: A Review Of The Current Cloud Computing Landscape, Peter Munsch, Alison Munsch

Journal of International Technology and Information Management

Background and Purpose

Both academic and industry institutions have increasingly migrated essential services to public cloud providers (e.g., Microsoft, AWS, Google) with mixed outcomes. Some industry leaders attempted to fully replace their on-premises data centers with public cloud services, a move not advised without thorough performance and cost analyses (Potel, 2023). Despite some organizations pulling back from the “Cloud First” strategy, the public cloud services market continued to grow, with revenue increasing by approximately 20% year-over-year since 2020 and surpassing half a trillion dollars in 2022 (IDC Worldwide Semiannual Public Cloud Services Tracker, 2H 2022). Cloud technologists suggested that hybrid …

Predicting Global Healthcare Supply Chain Delays: A Machine Learning Approach Leveraging Country-Level Logistics Metrics, Jeevan Sai Gali, Nima Molavi, Sepideh Alavi

Journal of International Technology and Information Management

In global healthcare logistics, ensuring the timely delivery of medical commodities is critical, particularly in low- and middle-income countries characterized by infrastructural limitations and operational uncertainties. This research introduces an advanced, data-driven predictive framework designed to forecast delivery delays by synthesizing granular, internal shipment-level data from the USAID Global Health Supply Chain Program (GHSC-PSM) with external country-level logistics capabilities indicators derived from the World Bank’s Logistics Performance Index (LPI). Rather than relying on retrospective trend analyses, this study employs machine learning algorithms such as Random Forest, XGBoost, Support Vector Machines (SVM), and Multi-Layer Perceptron (MLP) to detect …

Boosting Three Dog Bakery’S Social Media Presence Through Short-Form Vertical Videos, Mary Litz

Theses and Dissertations

This professional project explores how consistent, short-form vertical video content can enhance the social media performance of Three Dog Bakery, a boutique pet store in Columbus, Georgia. As the bakery’s social media manager, I implemented a one-month video campaign using storytelling-based, behind-the-scenes videos featuring the owner and the baking process. Drawing on transformational message strategy and best practices in social media marketing, the campaign aimed to increase reach, views, engagement, and viewer retention on Instagram.

Throughout the campaign, six videos were posted and various strategies were tested, including optimal posting times, video lengths, and hooks. Results showed a 45.4% increase …

Perceptions Of Stem Education And Artificial Intelligence: A Twitter (X) Sentiment Analysis, Demetrice Smith-Mutegi, Yoseph Mamo, Jinhee Kim, Helen Crompton, Matthew Mcconnell

Teaching & Learning Faculty Publications

Background, context, and purpose of the study: Artificial intelligence (AI) is becoming increasingly prevalent in science, technology, engineering, and mathematics (STEM) education, holding promising potential for supporting the design and implementation of quality STEM education. However, there is a lack of data-based research studying the diverse perceptions of AI in STEM education as conveyed on social media, the factors that influence those perceptions, or the change in those perceptions over time among public audiences. Results, the main findings: The purpose of this study was to examine public perceptions of AI in STEM education by analyzing X posts (Tweets) between 04/28/2020 …

Fostering Critically Conscious Lesson Planning In A Generative Artificial Intelligence Era, Derek Riddle, Paula Cristina Azevedo, Catharyn Shelton, Jaime Colwell, Jori Beck

Teaching & Learning Faculty Publications

Teacher candidates (TCs) use digital resources and social media to plan and develop learning material, and with publically accessible generative artificial intelligence (GAI), TCs are able to generate lesson plans within seconds rather than hours or days. While there is research on how to support TCs' evaluation of reliable digital media, there is little known on how to prepare TCs for GAI content. Using the complementary frameworks of Freire’s (1970) critical consciousness and Jonnasen’s (1991) theory of constructivism, this in-progress design based research seeks to develop an adaptable framework that addresses the evolving nature of technology, specifically GAI, and the …

Digital Orthodoxy And Political Populism In Eastern Europe: How Orthodox Media Facilitate Political Mobilization, Dmytro Garaschuk, Oleh Sokolovskyi

Occasional Papers on Religion in Eastern Europe

This article examines the intersection of Orthodox digital media and political populism in Eastern Europe, focusing on how religious institutions utilize digital platforms to facilitate political mobilization, reinforce nationalistic narratives, and undermine democratic institutions. Drawing on a comparative analysis of six countries–Russia, Ukraine, Romania, Serbia, Georgia, and Montenegro–the study identifies a shared ideological matrix that fuses populist rhetoric with theological motifs. The research highlights the strategic use of digital media by Orthodox actors to construct moral binaries, sacralize political resistance, and disseminate disinformation framed in religious language. Particular attention is given to the role of the Russian Orthodox Church and …

Empowering Crisis Information Extraction Through Actionability Event Schemata And Domain-Adaptive Pre-Training, Yuhao Zhang, Siaw Ling Lo, Phyo Yi Win Myint

Research Collection School Of Computing and Information Systems

One of the persistent challenges in crisis detection is inferring actionable information to support emergency response. Existing methods focus on situational awareness but often lack actionable insights. This study proposes a holistic approach to implementing an actionability extraction system on social media, including requirement gathering, selection of machine learning tasks, data preparation, and integration with existing resources, providing guidance for governments, civil services, emergency workers, and researchers on supplementing existing channels with actionable information from social media. Our solution leverages an actionability schema and domain-adaptive pre-training, improving upon the state-of-the-art model by 5.5% and 10.1% in micro and macro F1 …

No Consistent Evidence For Between- And Within-Person Associations Between Objective Social Media Screen Time And Body Image Dissatisfaction: Insights From A Daily Diary Study, Adalia Y. H. Goh, Andree Hartanto, K. T. A. Sandeeshwara Kasturiratna, Nadyanna M. Majeed

Research Collection School of Social Sciences

With the abundance of social media content that promotes unrealistic beauty standards, there are growing concerns about the potential negative impact of social media use on body image satisfaction. While some studies highlight negative associations, others present null effects, pointing to methodological limitations like biased and unreliable self-reported screen time measures and a focus on singular platforms. Addressing these gaps, our study employed a daily diary method to objectively measure social media screen time across six major platforms (Twitter, Reddit, TikTok, YouTube, Instagram, and Facebook), alongside daily body image dissatisfaction among 252 young adults (Mage = 21.67 years, 67.77% female) …

From Gossip To Guidance: Analyzing Student Posting On Yik Yak, Mikayla Nemgar

All Graduate Theses, Dissertations, and Other Capstone Projects

This study examines how college students at Minnesota State University, Mankato, use the anonymous social media app Yik Yak, and what they discuss within it. Using qualitative content analysis, 963 anonymous posts were collected and coded into five initial categories: (1) Seeking and Sharing Information, (2) Giving Raw and Unfiltered Opinions, (3) Attempting to Socialize, (4) Seeking Belonging, and (5) Complaining. The findings show that most posts expressed raw opinions, followed by seeking for belonging. Sub-themes emerged in these two categories, which offered more specific examples of how students use Yik Yak. These trends provide insight into how anonymity may …

Engaging The Plus-Size Community Through Social Media And Public Relations, Esperanza Chavez

University of the Pacific Theses and Dissertations

This thesis explores which platform, TikTok or Instagram, best supports engagement andcommunity building for the plus-size audience. Grounded in theories by Goffman, Berger & Luckmann, and David Meerman Scott’s 85-10-5 Rule, the study combines strategic PR methods with digital media tools to elevate plus-size voices. The campaign included 30 Instagram posts, 35 TikToks, street interviews, and a podcast series, all designed and executed for this project. Engagement was measured through likes, comments, shares, saves, follower growth, and qualitative audience feedback.

Toward Charity Engagement Of Generation Z: Do Gender And Economic Standing Of Household Matter?, Sylwia Badowska, Liwia Delińska

Journal of Marketing and Consumer Behaviour in Emerging Markets

In Poland, non-profit organizations face challenges in attracting and engaging donors, especially of younger ages, in charity. The study explores factors such as gender and household economic standing of Generation Z’s representatives in order to determine charity engagement in the wake of the frequency, value, and channels of financial donations among Generation Z. A survey (CAWI method) was conducted among young people under 25 in Poland. Descriptive statistics and statistical tests were performed to analyse the primary data.

Outcomes show that young donors mostly provide financial aid donations once a year and both online platforms and traditional collection methods were …

Exploring The Connections Between Social Media Posts About Intimate Partner Violence And Their Influence On Women’S Physical And Mental Health, Joanna Lynn

UNF Graduate Theses and Dissertations

Intimate Partner Violence (IPV) can happen to anyone and is considered a common occurrence in the United States (U.S. Department of Justice, 2025). Social media platforms have allowed individuals to post about their IPV experiences, but such posts can be met with negative comments that are not beneficial to the survivor. This study explores how social media posts regarding IPV affect an individuals’ mental and physical health through a quasi-experimental design. Three out of the four groups of participants were exposed to a mock Instagram post that included the same caption and photo for a supportive, unsupportive, and neutral condition. …

An Overview Of The Special Issue, Rachel Gibson, Trent Buskirk

Data Science Faculty Publications

[Introduction] Across the quantitative social sciences, researchers increasingly face significant challenges and opportunities prompted by the arrival of new sources of very rich, highly granular, and often unstructured digital data. While traditional methods such as surveys and content analysis tools remain indispensable for measuring individual attitudes, behaviors, demographic characteristics, and media messaging online, they often struggle to capture the complex multimodal information streams and metadata generated by social media platforms, mobile devices, sensors, and tracking applications. Collecting and analyzing these diverse new forms of content, dynamic moment-to-moment behaviors, and naturally occurring interactions has become a pressing and exciting research task-one …

Characterizing Language Use In Online Accessibility Discussion Forums, Nithiya Venkatraman, Anand Ravi Aiyer, Yash Prakash, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok

Computer Science Faculty Publications

Discussion forums are one of the favored platforms for knowledge sharing. Given their popularity, copious research exists on understanding the linguistic and behavioral characteristics of forum conversations, so as to inform the design of many downstream applications including discourse visualization, sentiment analysis, and question answering. However, prior investigations have mainly focused on general forums designed primarily for sighted users, and as such the applicability of their findings to dedicated accessibility discussion forums frequented by blind screen reader users remains unanswered. To bridge this knowledge gap and facilitate the development of better-informed assistive technologies for blind people, we investigated language use …

Creativity, Fame And Power: A Critical Political Economy Of Social Media Comedy Skit In Nigeria, Idowu Badmus

Theses and Dissertations (Comprehensive)

This study explores social media comedy skits in Nigeria as a novel type of creativity that is both an economic and cultural activity with political and social implications within the context of the rapidly expanding global ecosystem of online content creation. Academic interest in social media comedy skits has grown as a result of their emergence as a popular culture within Nigeria's entertainment landscape. However, most research has focused on understanding this form of humour through its positive societal correlates. Hence, within the notion of industrialization of culture, which suggests that various methods of financing and arranging communication resources have …

A Theoretical And Empirical Adaptation Of Signaling Theory For Digital Communication: Examining Organizational Brand Identity And Credibility, Victoria Barbeisch

Electronic Theses & Dissertations (2024 - present)

This dissertation adapts signaling theory for digital communication and tests its relevance in strategic communication, specifically concerning unobservable organizational traits like brand identity values. Signaling theory explains how parties with unequal information (senders/signalers and receivers) use signals to bridge knowledge gaps and influence decision-making. While rooted in biology and economics, its application in computer-mediated communication (CMC) remains limited. This research addresses this gap through two primary aims. Aim 1 presents the first comprehensive theoretical adaptation of signaling theory for digital communication, consolidating fragmented research across multiple disciplines. Aim 2 investigates the theory's relevance in strategic communication related to unobservable brand …

A Content Analysis Of Doubt: How Latter-Day Saints Interact Online When One Of Their Own Seeks Answers, Leilani Naomi Mascio, Ronald Smith

Midwest Social Sciences Journal

This content analysis examines how members of the Church of Jesus Christ of Latter-day Saints (LDS) interact with doubting members in online forums, focusing on Facebook and Reddit. Analyzing 1,115 comments from four public posts (August 2024–January 2025), six emergent themes characterize these interactions: (1) normalizing doubt, (2) thought-terminating clichés, (3) bringing back to the fold, (4) hierarchical escalation, (5) attributing doubt to Satan, and (6) emotional reasoning. Findings reveal that LDS members overwhelmingly dominate these discussions, employing doctrinal language, personal narratives, and appeals to authority to reintegrate doubters. Notably, non-member interference was rare, suggesting moderated or self-selected engagement. The …

Framing The Moment, Shaping The Movement: News Narratives And Public Response To George Floyd’S Death, Madison B. Hall

Graduate Theses, Dissertations, and Problem Reports (ETD)

This study investigates how national and local U.S. news outlets framed George Floyd, Black Lives Matter protesters, and the surrounding protests in the immediate aftermath of Floyd’s death. Through a qualitative content analysis of YouTube news broadcasts posted between May and June 2020, coupled with thematic analysis of popular comments that viewers posted in response, this research explores media narratives and public understanding of a pivotal moment of an ongoing racial justice movement. Drawing on framing theory and construal level theory, the study identifies a range of frames (i.e., pro-accountability, anti-accountability, raw perspective, neutral, episodic, riot) used by both local …

Gendered Images In Online Political Advertising Videostyles: A Case Study Of 2024 Taiwan Presidential And Parliamentary Elections, Chia-Heng Chang

Electronic Theses & Dissertations (2024 - present)

Despite the increasing visibility of female politicians in Taiwan, the resurgence of the #MeToo movement ahead of the 2024 presidential and parliamentary elections underscores the enduring influence of patriarchal norms and gender stereotypes within Taiwanese society. Prior research in political communication has documented how gendered expectations shape voters’ perceptions of politicians’ appearances, behaviors, and perceived competence in addressing political issues. These expectations, in turn, inform how candidates strategically construct their public personas during electoral campaigns. This dissertation contributes to this body of scholarship by analyzing how Taiwanese political candidates perform gender through political advertising. Integrating the videostyle framework, gender schema …