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Articles 211 - 240 of 258
Full-Text Articles in Social Media
A Content Analysis Of Doubt: How Latter-Day Saints Interact Online When One Of Their Own Seeks Answers, Leilani Naomi Mascio, Ronald Smith
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 …
The Media Framing Of India’S Nuclear Weapons Discourse, Sitakanta Mishra, Hely Desai
The Media Framing Of India’S Nuclear Weapons Discourse, Sitakanta Mishra, Hely Desai
International Journal of Nuclear Security
The Indian media has had an immense role in framing public perceptions of nuclear weapons within the Indian subcontinent. Examining the largely nationalistic tone of news coverage helps analyze how the media has shaped India’s idea of its status as a nuclear weapon state. Examining the sociocultural discourse around the bomb, this paper analyzes the major influence that the Indian media has in information distribution and how that influence translates to the formation of the atomic attitudes of the masses. In situating the Indian media’s approach to nuclear weapons at large, this work studied the framing of domestic nuclear weapons …
Player 2 Has Entered The Culture War: Discourse, Ideology, And Narrative In Gamergate 2.0, Ashley C. Mccann
Player 2 Has Entered The Culture War: Discourse, Ideology, And Narrative In Gamergate 2.0, Ashley C. Mccann
Theses and Dissertations--Communication
My thesis addresses the ever-evolving landscape of Gamergate 2.0. Once a reactionary misogynistic harassment movement dedicated to attacking women in video games, the new iteration of Gamergate has evolved into an entirely new community. In its new iteration, Gamergate is even less ostensibly concerned with video games and more with reactionary content, mixing together nerd media, general pop culture, and right-wing politics. To study this community, I approach the Gamergate 2.0 community as an anti-fandom and reactionary affinity space. I argue that GamerGate 2.0 exists as its own powerful reactionary community that creates a worldview consisting of the desired destruction …
Exploring Television Portrayal Of Gender-Based Violence In Uganda: A Case Of Ntv And Bukedde Tv, Nakagolo Racheal
Exploring Television Portrayal Of Gender-Based Violence In Uganda: A Case Of Ntv And Bukedde Tv, Nakagolo Racheal
Master of Arts in Digital Journalism
The study used NTV and Bukedde TV as a case of how television in Uganda portray gender-based violence to address the critical issue of how television framing impacts societal understanding and response to gender-based violence. The research adopted the framing theory as its conceptual lens and employed a mixed-methods approach combining content analysis of television news programs with in-depth interviews with newsroom staff. The findings reveal that Ugandan television predominantly employs victim-centered narratives, focusing on physical and sexual violence while often neglecting psychological violence and systemic contributors such as entrenched patriarchal norms. The human-interest frame emerged as the most utilized, …
Social Media Usage And The Future Of Museum Outreach: A Case Of The Uganda Museum, Patrick Massa Birabi
Social Media Usage And The Future Of Museum Outreach: A Case Of The Uganda Museum, Patrick Massa Birabi
Master of Arts in Digital Journalism
Despite its cultural significance, the Uganda Museum, the oldest museum in East Africa, faced challenges of declining visitor numbers and limited social media engagement. the Uganda Museum's digital presence on platforms such as X.com and Instagram remains underutilized due to a lack of strategic alignment with its mission. This study evaluated the extent of social media use for outreach, identified associated challenges and opportunities and developed actionable recommendations for enhancing the Uganda Museum’s digital engagement. The study adopted a mixed-methods approach, which combined 381 visitor surveys with in-depth interviews with 15 museum staff members, and evaluated the Uganda Museum's social …
Everything Old Is Q Again: An Analysis Of The Resurgent #Pizzagate Myth In Social Media, Bond Benton, Daniela Peterka-Benton
Everything Old Is Q Again: An Analysis Of The Resurgent #Pizzagate Myth In Social Media, Bond Benton, Daniela Peterka-Benton
College of Communication and Media Scholarship and Creative Works
On November 28, 2023, X CEO Elon Musk posted a meme suggesting that the #pizzagate conspiracy had been suppressed by powerful forces complicit in the exploitation of children. The #pizzagate conspiracy presumed that elites had organized a ring serving pedophiles in the basement of a pizzeria in Washington D.C. The conspiracy was debunked in major news outlets with social media platforms such as Facebook banning such content, as well (BBC News). These efforts ultimately did not prevent #pizzagate from morphing into the QAnon conspiracy that would galvanize multiple extremist political movements (Bleakley). Specifically, however, #pizzagate as a discrete narrative was …
Lingering Legacy: The Impact Fan Reactions Had On Media Framing In The Rossi-Marquez Rivalry, Maryann Lozowski
Lingering Legacy: The Impact Fan Reactions Had On Media Framing In The Rossi-Marquez Rivalry, Maryann Lozowski
Honors Theses and Capstones
This study examines the influence that fan commentary has on media framing in sports journalism, especially in times of intense rivalry. The rivalry chosen for this specific study was Marc Marquez-Valentino Rossi as seen in the MotoGP championship. This research discusses the cyclical nature between the interaction of fan and media while shaping popular narratives in sport. A qualitative analysis of media headlines and fan comments was conducted comparing those found at the start of the rivalry in 2015, with reporting at its height, to that of the legacy reporting seen in the years that followed. Findings in this study …
The Triangle Of Social Media, Mental Health, And Activism: Lessons From July 2024 Anti-Discrimination Students Movement In Bangladesh, Md Belal Hossain
The Triangle Of Social Media, Mental Health, And Activism: Lessons From July 2024 Anti-Discrimination Students Movement In Bangladesh, Md Belal Hossain
All Graduate Theses, Dissertations, and Other Capstone Projects
This project explores social media, mental health, and activism as three interconnected avenues of academic inquiry in the context of a student movement called the Anti-Discriminatory Students Movement (ADSM), that took place in July-August 2024 in Bangladesh. The movement, also called July Revolution (Bangladesh), overthrew a 16-year-ruling autocratic government and propelled the nation towards significant structural and political reform efforts. Utilizing a mixed method approach, including key informant interviews (N=6) and an online survey (N=396), it investigates how the triangle of social media, mental health, and activism evolved during this movement. Interview analysis reveals five major themes: 1) Ambiguity in …
Digital Community Policing: Using Social Media To Engage Students And Enhance Campus Safety, Dathan C. Jackson
Digital Community Policing: Using Social Media To Engage Students And Enhance Campus Safety, Dathan C. Jackson
Dissertations of Practice
Campus police increasingly rely on social media to reach students, yet little is known about how these efforts influence trust, collaboration, and perceptions of safety. This qualitative case study examined how one public research university’s police department uses social media to support community-policing goals. Data came from student interviews, departmental policy analysis, and a review of social media content.
Findings showed three central patterns. First, top-down, compliance-oriented messaging limited connection and failed to meet students’ expectations for open, two-way communication. Second, consistent and authentic engagement, online and in person, helped build shared responsibility and strengthened trust in campus safety efforts. …
Between Worlds, Between Selves: Comparative Self-Presentation Under Social Expectation Uncertainty Among U.S. Students And Vietnamese International Students, Thu Dang
Communication Theses - Archive
In an increasingly globalized professional environment, this study examines differences in uncertainty about social expectations, social comparison, and inauthentic self-presentation between U.S. students and Vietnamese international students on LinkedIn. Grounded in cultural dimensions and social comparison frameworks, the research investigates (1) differences in uncertainty, social comparison, and inauthentic self-presentation between the two groups, (2) the predictive roles of uncertainty and social comparison on inauthentic self-presentation, and (3) the moderating effects of country and self-construal levels on these relationships.
Survey data were collected from Vietnamese international students (n = 163) and U.S. students (n = 160). The findings revealed …
Voices From The Field: A Q Methodology Study In Postsecondary Cte Faculty Retention, Brandon Hensley, James E. Bartlett, Michelle Bartlett
Voices From The Field: A Q Methodology Study In Postsecondary Cte Faculty Retention, Brandon Hensley, James E. Bartlett, Michelle Bartlett
Educational Leadership & Workforce Development Faculty Publications
The postsecondary career and technical education (CTE) faculty shortages intensify challenges in recruiting and retaining qualified faculty. This study examines the viewpoints of faculty regarding workplace experiences and values concerning retention using Q methodology. Grounded in Herzberg’s Two-Factor Theory and Job Embeddedness Theory, the research identifies viewpoints toward remaining in the profession. A Q-set of 64 statements was developed through an academic literature review, contemporary publications, social media, and expert input. Thirty-four CTE faculty from multiple institutions sorted the statements on −7 to +7 forced distribution under the condition of “statements that influence their desire to stay in their roles”. …
#Mmiw On Instagram: Contemporary Representations Of Missing Indigenous Women, Girls, And Two-Spirit People, Sydney E. Cathcart, Renu Pariyadath
#Mmiw On Instagram: Contemporary Representations Of Missing Indigenous Women, Girls, And Two-Spirit People, Sydney E. Cathcart, Renu Pariyadath
University of South Carolina Upstate Student Research Journal
This research paper overlooks the disproportionate number of missing persons and violence towards Indigenous groups, particularly women. Communication research has pointed to mass media lacking coverage on missing or murdered cases of Indigenous people, contributing to invisibility of the issue and lack of attention to the problem. Individual efforts to increase sources of information have been utilized in social media to make up for where mass media lacks. Social media creators who look to raise awareness, mobilize grassroot actions, and expand community ties. Content analysis was used to analyze content in Instagram under hashtags relevant to #MMIW–Missing and Murdered Indigenous …
Collegiate Athlete Branding And Name, Image, And Likeness On Instagram, Carson Shaw, Renu Pariyadath
Collegiate Athlete Branding And Name, Image, And Likeness On Instagram, Carson Shaw, Renu Pariyadath
University of South Carolina Upstate Student Research Journal
This study explores how collegiate athletes use Instagram to build their personal brands and maximize their Name, Image, and Likeness (NIL) potential in the era of digital self-promotion. Since the 2021 Supreme Court ruling allowing college athletes to profit from NIL, social media has become a key platform for visibility, engagement, and financial opportunity. Guided by Erving Goffman’s Self-Presentation Theory, this research employs a qualitative content analysis of 80 Instagram posts from eight collegiate athletes—four high-profile and four low-profile—representing diverse sports, genders, and institutions. Sixteen content themes drawn from prior research were analyzed, including personal life, business life, athletic performance, …
An Overview Of The Special Issue, Rachel Gibson, Trent Buskirk
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 …
Gender Moderation On Students’ Adoption Of Whatsapp For Learning-Support Communication In Sub-Saharan Africa, Douglas Yeboah, Paul Nyagorme, Brandford Bervell, Godfred Yaw Koi-Akrofi, Awo Esaah Bempong
Gender Moderation On Students’ Adoption Of Whatsapp For Learning-Support Communication In Sub-Saharan Africa, Douglas Yeboah, Paul Nyagorme, Brandford Bervell, Godfred Yaw Koi-Akrofi, Awo Esaah Bempong
Journal of Educational Technology Development and Exchange (JETDE)
Gender moderation in students’ adoption of WhatsApp for supporting distance learning has not been explored. This study applied the Unified Theory of Acceptance and Use of Technology model to analyze the moderation effects of gender on students’ adoption intentions of WhatsApp for learning. Multi-stage sampling techniques were used to obtain 273 participants. Data were collected using structured questionnaire and analyzed using partial least squares structural equation modeling. Results showed that gender significantly moderated the effects of(a) performance expectancy on behavioral intention such that the effect was stronger for males than females, and (b) social influence on behavioral intention such that …
Framing The Moment, Shaping The Movement: News Narratives And Public Response To George Floyd’S Death, Madison B. Hall
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 …
Topics Of Historical Memory In The Pr Activities Of Religious Organizations In Present-Day Ukraine, Vadym Sluysar, Yuliia Kondratiuk, Iryna Vitiuk, Oleksandr Mosienko
Topics Of Historical Memory In The Pr Activities Of Religious Organizations In Present-Day Ukraine, Vadym Sluysar, Yuliia Kondratiuk, Iryna Vitiuk, Oleksandr Mosienko
Occasional Papers on Religion in Eastern Europe
The article analyzes the role of religious organizations in Ukraine in shaping and preserving historical memory in the context of their PR activities. The article examines the contribution of the Orthodox Church of Ukraine (OCU), the Roman Catholic Church (RCC), Protestant denominations, and Muslim organizations to the popularization of objective historical narratives. Through participation in memorial events, restoration of monuments, organization of scientific conferences, exhibitions, lectures, and publication of historical materials, religious organizations contribute to the formation of national and civic identity. Particular attention is paid to the coverage of tragic events such as the Holodomor, the deportation of Crimean …
An Integrated Machine Learning Approach For Identifying Emergency Rescue Messages On Social Media During Natural Disasters, Wael Khallouli, Jiang Li, Jingwei Huang, Ghaith Rabadi, Samuel Kovacic
An Integrated Machine Learning Approach For Identifying Emergency Rescue Messages On Social Media During Natural Disasters, Wael Khallouli, Jiang Li, Jingwei Huang, Ghaith Rabadi, Samuel Kovacic
School of Cybersecurity Faculty Publications
During large-scale disasters, emergency call centers are often overwhelmed by the large volume of rescue requests and calls for help. Consequently, people are turning to social media platforms to seek assistance. Rescue information posted on these platforms is extremely valuable for first responders to make informed rescue decisions. Therefore, the automatic identification of these requests from the vast amount of data posted on social media during crises is critical yet challenging. This work presents our ongoing research on applying deep learning techniques to extract actionable rescue information from social media during crises. We proposed a novel deep learning model that …
A New Deepfake Detection Method With No-Reference Image Quality Assessment To Resist Image Degradation, Jiajun Jiang, Wen-Chao Yang, Chung-Hao Chen, Timothy Young
A New Deepfake Detection Method With No-Reference Image Quality Assessment To Resist Image Degradation, Jiajun Jiang, Wen-Chao Yang, Chung-Hao Chen, Timothy Young
Electrical & Computer Engineering Faculty Publications
Deepfake technology, which utilizes advanced AI models such as Generative Adversarial Networks (GANs), has led to the proliferation of highly convincing manipulated media, posing significant challenges for detection. Existing detection methods often struggle with the low-quality or compressed press, which is prevalent on social media platforms. This paper proposes a novel Deepfake detection framework that leverages No-Reference Image Quality Assessment (NRIQA) techniques, specifically, BRISQUE, NIQE, and PIQUE, to extract quality-related features from facial images. These features are then classified using a Support Vector Machine (SVM) with various kernel functions. We evaluate our method under both intra-dataset and cross-dataset settings. For …
Echo Chambers On The Left, Echo Chambers On The Right: How Socioideological Identity Emotion Shape Social Interaction Behavior On Social Media, Dean Carl Jackson
Echo Chambers On The Left, Echo Chambers On The Right: How Socioideological Identity Emotion Shape Social Interaction Behavior On Social Media, Dean Carl Jackson
Dissertations and Doctoral Documents, University of Nebraska-Lincoln, 2023–
This dissertation investigates how echo chambers emerge on social media by shifting the lens from aggregate patterns of information exposure to moment-by-moment, individual level interaction decisions between peers. I theorize that selective exposure online is not only about what content people consume or avoid, but also about selective social exposure—accepting, rejecting, or sharing with the sources of that content—guided by sociopolitical identity, ideological distance (ID), and discrete emotions. To test this, I employ two survey experiments using real tweets varying in ideological extremity and measure user’s likelihood to Block, Follow, Retweet, or reply, alongside self-reported emotional reactions and ID between …
The Past, Present, And Future Of Adaptive Selling: Toward An Integrative Framework, Nawar N. Chaker, Rhett T. Epler, Gabriel Moreno, Dana Amiri, Elizabeth G. Mcdougal
The Past, Present, And Future Of Adaptive Selling: Toward An Integrative Framework, Nawar N. Chaker, Rhett T. Epler, Gabriel Moreno, Dana Amiri, Elizabeth G. Mcdougal
Marketing Faculty Publications
Adaptive selling represents a notable and influential concept in the marketing literature. Despite being discussed in scholarly research and managerial practice for over forty years and mixed findings about its impact, a comprehensive understanding of the construct of adaptive selling remains missing. To remedy this critical knowledge gap, we conduct a comprehensive review of 188 articles across twenty-seven journals. We combine three approaches in our survey of the literature, including a systematic review, a main path analysis, and a bibliographic analysis. Together, this three-prong review offers profound insights into the state of adaptive selling research by (1) mapping the key …
The Kids Aren't Alright: "Indie Sleaze Revival" And The Commodification Of Subcultures On Social Media, Lauren Mar
The Kids Aren't Alright: "Indie Sleaze Revival" And The Commodification Of Subcultures On Social Media, Lauren Mar
Scripps Senior Theses
In 2012, the “indie sleaze” subculture is accepted to have “died” — the same year Facebook bought Instagram. Named retroactively by social media in 2021, the “indie sleaze” subculture and its “revival” online provides a rich ground for investigating how and why social media converts subculture into aesthetics. Drawing on Dick Hebdige’s 1979 theory of subculture, this project considers new understandings of the political, aesthetic, and affective relationships between digital media and subcultures. In examining the evolution of “indie sleaze” from its origins and manifestations in an escapist party scene of the aughts to its online simulations from 2021 to …
College Students' Identity Differences In Offline And Online Learning Environment And Their Effects On Achievement Motivation, Sang-Soog Lee, Jinhee Kim, Seung Won Yu, Na Li
College Students' Identity Differences In Offline And Online Learning Environment And Their Effects On Achievement Motivation, Sang-Soog Lee, Jinhee Kim, Seung Won Yu, Na Li
STEMPS Faculty Publications
The unprecedented evolution of educational technologies has transformed the learning landscape, creating distinct experiences in offline and online learning environments (OLE). However, little attention has been given to exploring students’ identities in the online learning context and how they can influence academic trajectories, limiting the development of a holistic understanding of the nature, effects, and areas of improvement in students’ identity formation in OLE. This study aims to investigate how students’ identity subcomponents differ among offline and OLE students via propensity score matching (PSM) in China, which allows us to find a doppelganger to estimate the counterfactual situation for making …
Social Media Through A Binary Lens: The Impact On College Students & Their Mental Health, Piper Mallchok
Social Media Through A Binary Lens: The Impact On College Students & Their Mental Health, Piper Mallchok
Williams Honors College, Honors Research Projects
It is important to first understand how individuals use social media so that we can then understand how and why their use will change the individual impact social media will have. Some students experience a decline in their mental health when their social media use changes. There is an abundance of research on college students and social media, respectively, that also addresses gender as a variable. In this review, the research will be studied to further understand the voices of those who are not commonly included in research that operates under a gendered framework. Additionally, these ideas will be compared …
Posting About Goals On Social Media: The Unexpected Effect Of Posting Goal-Intention Photos Rather Than Goal-Pursuit Photos On Goal Attainment, Kelly Eunjung Yoon, Cornelia Pechmann
Posting About Goals On Social Media: The Unexpected Effect Of Posting Goal-Intention Photos Rather Than Goal-Pursuit Photos On Goal Attainment, Kelly Eunjung Yoon, Cornelia Pechmann
Atlantic Marketing Journal
Can posting photos online help individuals achieve their goals? Past research has generally found that posting about goals on social media increases motivation to achieve those goals. However, little is known about the consequences of posting different types of goal-related content. This research uses real-world Instagram data to test the effects of posting photos about goal pursuit (i.e., goal enactment behaviors) versus goal intention (i.e., goal planning or setting) on goal attainment. Our findings indicate a positive and significant relationship between posting goal-pursuit photos and goal attainment. Conversely, posting goal-intention photos yields no measurable effect. This finding challenges the generalized …
Use Of The Slur “Retard” Triples On X After Elon Musk Shares The Word In A Post, Bond Benton, Daniela Peterka-Benton
Use Of The Slur “Retard” Triples On X After Elon Musk Shares The Word In A Post, Bond Benton, Daniela Peterka-Benton
College of Communication and Media Scholarship and Creative Works
A joint study from Montclair State University faculty in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the School of Communication and Media and the Department of Justice Studies shows that Elon Musk dramatically increased content containing the slur “retard” on X after using the term in a post. Highlights from the study include:
- A 207.5% increase in posts containing the r-word on X.
- 312,642 posts using the term r-word identified in the period studied.
- Google Trends Analysis showed a similar increase in online search activity related to the r-word.
- Indication of a broader …
“R-Word” Slurs Triple On X After Donald Trump’S Thanksgiving Post Used The Word, Bond Benton, Daniela Peterka-Benton
“R-Word” Slurs Triple On X After Donald Trump’S Thanksgiving Post Used The Word, Bond Benton, Daniela Peterka-Benton
College of Communication and Media Scholarship and Creative Works
A joint study from Montclair State University faculty in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the School of Communication and Media and the Department of Justice Studies shows a dramatic increase in content containing the slur “retard” on X after Donald Trump’s Thanksgiving Day Truth Social post used the word. Findings showed a 225.7% increase in posts containing the r-word on X with 1,129,438 posts in the studied period. The most viewed, liked, and shared content analyzed enthusiastically endorsed use of the r-word. Results appear consistent with the period after other prominent …
The Swiping Desire: Intimacy, Libidinal Capitalism, And The Digital Subject In The Tinder Swindler, Chanif Ainun Naim
The Swiping Desire: Intimacy, Libidinal Capitalism, And The Digital Subject In The Tinder Swindler, Chanif Ainun Naim
Masyarakat: Jurnal Sosiologi
This article examines how dating applications operate as libidinal infrastructures that restructure and commodify intimacy within platform capitalism, using The Tinder Swindler as a cultural case study. Employing a visual-narrative approach within the framework of Critical Discourse Analysis, the film is analyzed to reveal the structural exploitation of user affect and desire. Grounded in Lacanian psychoanalysis and Baudrillard’s simulation theory, the study argues that these platforms capitalize on the subject’s ontological lack (manque) which fuels desire as the desire for the Other’s desire. This psychic lack sustains a perpetual pursuit of recognition that can never be fulfilled. The swindler’s hyper-curated …
Mental Illness Identity And Social Media Use In Generation Z, Tobey Smith
Mental Illness Identity And Social Media Use In Generation Z, Tobey Smith
Honors Undergraduate Theses
The present study investigated factors that predict a high degree of mental illness identity among Generation Z college students. Specifically, the author aimed to evaluate social media use and other psychosocial factors, including social isolation, self-esteem, well-being, discrimination, and attitude toward recovery. Two-hundred and seventeen participants were recruited using SONA and social media. Participants completed scales to measure the variables of interest: Illness Identity Questionnaire - Mental Health, Rosenberg Self-Esteem Scale, Warwick-Edinburgh Mental Well-being Scale, Hope and Coping in Recovery Scale, Cornwell Perceived Isolation Scale, Stigma Scale, Social Media Use Scale, and a set of demographic questions. Pearson bivariate correlations, …
Predicting Crises On The African Frontier Stock Markets With Investor Sentiment Indicators: A Machine Learning Approach, David Korsah, Lord Mensah
Predicting Crises On The African Frontier Stock Markets With Investor Sentiment Indicators: A Machine Learning Approach, David Korsah, Lord Mensah
Journal of International Technology and Information Management
This study examined the predictive ability of machine learning algorithms in identifying crises within African stock markets. The study employed seven distinct machine-learning models, analyzing historical stock prices from eight stock markets, three major sentiment indicators, and the exchange rates of local currencies against the US dollar, with each data spanning from May 1, 2007, to April 1, 2023. Extreme Gradient Boosting (XGBoost) emerged as the most effective algorithm for predicting crises. Historical stock prices and exchange rates were identified as the most critical features for prediction. On the sentiment side, investors’ perceptions of potential volatility on the S&P 500, …