Digital Commons Network^™

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, …

Preventive Health Care Information Seeking Behaviors Among Baby Boomers In Taiwan, Alexander N. Chen, Michael J. Rubach, Tracy Suter, Hsin Ke Lu, Mark E. Mcmurtrey

Journal of International Technology and Information Management

Preventive health care is widely acknowledged as one of the most effective ways to reduce medical costs and enhance people's health. Preventive health care information (PHCI) is a crucial component. This study examines the PHCI-seeking behaviors of Taiwanese baby boomers. The study found some support for the idea that the preferred media used influenced the likelihood of Information seeking behavior. People with good health conditions were found to be more likely to seek PHCI, while people with greater health care needs sought out PHCI less frequently. The study examined social influences, which were found to be important. Three different types …

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.

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 …

The Power Of Presence: Body Image In Disney's The Little Mermaid, Megan Chatelain

University of the Pacific Theses and Dissertations

This study explores how body image is represented in Disney’s The Little Mermaid across its 1989 animated film and the 2019 and 2023 adaptations. Grounded in Gerbner’s Cultivation Theory, the research examines how repeated media exposure shapes audience perceptions of morality, beauty, and identity—particularly through the portrayal of body size. Using a triangulated qualitative approach—reflexive journaling, content analysis, and survey responses—the study reveals consistent patterns: thin characters are depicted as virtuous, desirable, and heroic, while larger-bodied characters are often cast as villainous, comedic, or morally flawed. These associations were recognized by participants across all methods and confirmed through both reflective …

It’S Time To Stop Calling People "Stakeholders", Bethann Garramon Merkle, Evelyn Valdez-Ward, Priya Shukla, Skylar R. Bayer

Human–Wildlife Interactions

Although the term “stakeholder” has been widely used in science communication, recent expansion in the discourse around the negative connotations of the term necessitate that scientists and practitioners cease using the term. We discuss why this shift is necessary, how it affects our own praxis, and suggest resources for working through more respectful and just language. Looking to the science communication literature can help recalibrate terminology in positive ways.

Where Are The Alcohol Advertising Hotspots Near Schools?, Joelie Mandzufas, Karen Lombardi, Robyn S. Johnston, Alexia Bivoltsis, Justine Howard, Paula Hooper, Gina Trapp

Research outputs 2022 to 2026

Issue Addressed: Physically locating liquor stores near schools can strongly influence the chances of youth accessing and consuming alcohol, and may also increase children's exposure to alcohol advertising. Investigating the association between the presence of a liquor store near a school and the prevalence of outdoor alcohol advertising is crucial from a policy perspective, as it can inform future regulations on the placement of liquor stores and outdoor advertising near educational institutions. Methods: All outdoor alcohol advertising within a 500 m radius (audit zone) of 64 randomly selected schools from local government areas across metropolitan Perth was identified by direct …

Evaluation Of The Sources Of Sexual Knowledge And Information Among Men In Kenya, Darlene Mwende Ndasi, Kwadwo Adusei-Asante, Anh Vo Van Ha, Madalena Grobbelaar, Victor Fannam Nunfam

Research outputs 2022 to 2026

Sources of sexual knowledge and information among men have impact on quality of their sexual literacy and decision making. Sexual knowledge impacts on sexual attitudes, which underpin sexual behaviours and in turn impacts the sexual health outcomes of men. A cross-sectional quantitative survey was used to assess the sources of sexual knowledge and information among 484 Kenyan adult men aged 18–54. Data analysis was performed with STATA-16. Results showed that 79% of men learned about sex from school-based sex education, 75% and 72% from peers and mass media respectively while healthcare professionals (35%) and parents (28%) had the lowest influence …

Climate Change In The Local News: The Role Of Community Characteristics In Shaping Themes And Diversity, Hyerim Jo

Electronic Theses & Dissertations (2024 - present)

Despite widespread recognition of climate change and its localized impacts, research on how local media cover this topic remains limited. The first study of this dissertation analyzes 15,788 opinion articles published from 2013 to 2020 by 391 local newspapers in the United States to examine their volume, topics, and thematic emphases. Using automated text analysis methods, including Latent Dirichlet Allocation (LDA) and Analysis of Topic Model Networks (ANTMN), the study identifies 11 topics and three overarching themes. Findings indicate that the volume, topics, and themes evolved over time, likely influenced by the severity of climate-induced hazards and political and socioeconomic …

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 Structurationally Informed View Of Emergency Medical Services Professionals’ Work-Related Communication And Behaviors While Off Duty, Susan J. Burnett

Electronic Theses & Dissertations (2024 - present)

Work-life interrelationships and boundaries are common areas of study in communication research. While some scholars maintain that the domains of work and personal lives and their boundaries are static and exist in designated times and spaces, others argue that domains are constructed around situated contexts and through the performance of situated activities that not only produce a time and place for the domain but call upon enactment of an identity appropriate for managing the domain and the boundaries around it. The people who work in emergency medical services (EMS), emergency medical services professionals (EMSPs) face special challenges in managing work-life …

Personalizing Heat Information For Adults Over 65, Bruce C. Pollock Jr

Electronic Theses & Dissertations (2024 - present)

In the lead-up to extreme heat events, federal agencies, such as the National Weather Service (NWS), issue products and messages that advise people as to expected impacts, duration, and protective actions of the hazard. Within social media graphics, words such as “elderly” are used but are not defined by age. This can complicate personalization of risk to a hazard, such as extreme heat. I conducted focus groups across the United States and found that the term "elderly” was not understood among the general population. Additionally, I found that definitions of aging were tied to concepts such as mobility, resource access, …

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. …

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 …

Balancing Digital Presents And Futures: Understanding First-Time Parents’ Practices, Plans And Perceptions Of ‘Quality’ And Risk In Young Children's Digital Engagements, Katrin Langton, Emma Jayakumar, Harrison W. See, Catherine Archer, Giselle Woodley

Research outputs 2022 to 2026

Parents in Australia today have to make decisions about what counts as appropriate digital media use for their young children in a cultural context characterised by conflicting advice, impractical screen use recommendations and risk-focussed media messaging. These conditions make it challenging for parents to purposefully approach and plan not only their children's current digital engagements but also their futures as digital citizens. How parents negotiate these tensions in managing their young children's digital presents, and how they approach planning for their digital futures, remains underexplored. This paper presents the findings of two rounds of qualitative interviews and three focus groups …

The Somatechnics Of Journalism: Applying An Embodied Perspective To Enduring Issues In Journalism Studies, Laura Glitsos, Mark Deuze

Research outputs 2022 to 2026

This research applies Somatechnics to the study of journalism and contributes to an emergent epistemological “bodily turn” in the discipline of Journalism Studies. This is a turn toward the body, embodied experience, and the inevitable emotionality of journalism and the journalist as brought forth by Chantal Francoeur and Belinda Middleweek, among others. We invite journalism scholars (and practitioners) to understand journalists’ bodies as sophisticated organic technologies—and to subsequently understand how those bodies are further transmogrified by, and collapsed into, the ever-changing world of news media. We deploy a process of retheorising as a qualitative method in which researchers apply new …

Perfect Is Boring: The Character Problem Of Electric Vehicles, Andrew Hutcheon

Research outputs 2022 to 2026

By many critical measures, electric cars are better than their internal combustion engine (ICE) counterparts–they are capable of being faster, cheaper to run and have no tailpipe emissions. Yet, a common complaint in automotive enthusiast circles is that most electric vehicles are lacking in what might be called character. In the words of one car reviewer, referring to faster electric cars while driving a V8 muscle car, ‘perfect is boring’. Character here is defined as both the embodied feel of a car and the ways in which that feel is technologically structured. Importantly, this apparent lack of character is not …

Submission To The 'Inquiry Into The Harm Young New Zealanders Encounter Online, And The Roles That Government, Business, And Society Should Play In Addressing Those Harms', Siobhan Healy-Cullen, Giselle Woodley, Lelia Green, Leon Huxtable

Research outputs 2022 to 2026

We are a group of researchers and educators from Aotearoa New Zealand (Massey University), and Australia (Edith Cowan University), who collaborate on research, grant applications, scholarly articles, policy debates and youth-led interventions to define and co-create strategies that support young people in navigating and processing their experiences with online sexual content.

We welcome the chance to submit to this parliamentary inquiry, and thank the Aotearoa New Zealand parliament for the opportunity to contribute our expertise and offer input into your deliberations. We are encouraged that the terms of reference stipulate that "not all young people experience the world in the …

Good Arts, Good Mental Health®: The Effectiveness Of An Australian Health Promotion Media Campaign In Promoting Community Mental Wellbeing Via The Arts, Christina R. Davies, Melanie T. Pescud, Rhonda Clifford, Richard Mcgrath, Annie Thomson, Mia Jeffrey, Melissa Stoneham, Terri Pikora, Peter Wright, Sonya Girdler, Loretta Baldassar, Stephen Clift

Research outputs 2022 to 2026

Introduction: This study describes and evaluates Good Arts, Good Mental Health^® (GAGMH), a groundbreaking, population-level, arts-mental health promotion media campaign. The objectives of the campaign (Wave 1) were to increase brand awareness, comprehension, and agreement with the tagline Good Arts, Good Mental Health^® and empower the general population to form an intention to engage in the Arts for their mental wellbeing. Methods: The campaign ran from August to September 2024 (4 weeks), cost AUD$198,965 (23% creative and 77% media/advertising distribution), and targeted the Western Australian (WA) general population aged 18–65 years, all genders, in both metropolitan and regional …

Speculative Documentary As World-Building: Contaminated Knowledge And Future-Making, Cassandra Tytler

Research outputs 2022 to 2026

In the context of climate emergency and growing mistrust in knowledge institutions, both science and documentary practice have often been positioned as neutral authorities. Yet the knowledge they produce is shaped by political, social, and material conditions. This paper presents a creative practice research project that uses speculative documentary to trouble dominant narratives of truth and objectivity. Rather than rejecting science, it critiques the authority of singular truth claims in both scientific and documentary domains, asking how knowledge is constructed and maintained. The analysis centres on It Will Not Be Pure, a multi-channel video installation created as a form of …

Teaching Documentary Filmmaking As Social Advocacy: The Case Of The Yangon Film School, Violet Valdez, Mon Mon Myat

Department of Communication Faculty Publications

This is a descriptive case study of Yangon Film School (Yangon, Myanmar) in a setting of protracted civil conflict that has persisted since 1968. It examined the school’s approach in the teaching of documentary filmmaking and analyzed key aspects of the school’s operations. Findings show that the documentary filmmaking taught in the school was informed by social advocacy. This was fostered through the students’ participation in films commissioned to the school by civil society organizations and the practice of participatory filmmaking. The school stood out in the Myanmar setting for its dual character as a training center and a production …

Exposure To Preference-Matched Alcohol Advertisements From National Sports Broadcasts Increases Short-Term Alcohol Consumption Inclinations In Risky Drinkers, Ross C. Hollett, Jesse Fairclough, Julia Butt, Brennen Mills

Research outputs 2022 to 2026

Background: In Australia, sports broadcasting is afforded special alcohol advertising rights during daytime hours, which raises public health concerns, including short-term increases in alcohol consumption among the broad viewership of national sporting codes. Methods: We conducted a content analysis across a sample of nationally televised finals matches (N = 16) from the Australian Football League (AFL) and the National Rugby League (NRL) to determine the prevalence of alcohol advertising video clips during these broadcasts. We also conducted an online experiment exposing participants (N = 345) to a randomly selected alcohol advertisement and measured the immediate effects on self-reported alcohol craving …

An Anti-Junk Food Ad From A Sports Commercial Break Reduced Junk Food Consumption Inclinations, Yet Junk Food Ads Had Minimal To No Impact, Ross C. Hollett, Julia Butt, Brennen Mills, Stephanie L. Godrich, Gina S.A. Trapp, Amanda Devine

Research outputs 2022 to 2026

Background: In Australia, there are concerns that unrestricted junk food advertising during sports broadcasts increases short-term junk food consumption among viewers. Therefore, the present study aimed to estimate the impact of junk food and anti-junk food advertising on consumption inclinations. Methods: We conducted a content analysis across a sample (N = 16) of Australian Football League (AFL) and National Rugby League (NRL) matches to determine the prevalence of junk food and anti-junk food advertising video clips. We also exposed participants (N = 428) to a single randomly selected junk food advertisement or a single anti-junk food advertisement and measured the …

Framing Theory Insights: The Co-Existence Of Frame Coupling And Frame Mirroring In Social Media And Online News About A Disaster-Affected Destination, Violetta Wilk, Ashlee Morgan, Greg Willson, Ruth Sibson

Research outputs 2022 to 2026

Through the lens of framing theory, this paper explores social media and news media online narratives about a destination affected by a natural disaster. It presents original insights into the co-existence of frame coupling and frame mirroring in online content. Online news media, and local and overseas social media user-generated content (UGC) was examined. The aim of such triangulation of data, was to understand how different online sources framed the destination in the context of the disaster. 24,985 Twitter (now X) posts were sourced using Salesforce Social Studio and 1,248 online news media articles from Factiva. Leximancer-driven thematic analysis via …

Beyond Gatekeeping: Web Series As Entrepreneurial Emancipation In The Contemporary Streaming Era, Sarah De Possesse, Brian Yecies, Steinar Ellingsen, Sue Turnbull

Research outputs 2022 to 2026

This study explores fictional web series as a disruptive alternative to traditional television industry gatekeeping systems, offering actor/producers unprecedented pathways to creative agency and entrepreneurial career development. This research documents how practitioners, industry bodies, broadcasters, and audiences define “successful” web series, examining how “value” is generated beyond traditional economic metrics. Drawing on semi-structured interviews with a cross-section of Australian screen industry representatives, it applies an “entrepreneuring as emancipation” framework to reconceptualize the industrial significance of web series as vehicles for challenging established hierarchies. Finally, it analyzes how the low-budget format enables actor/producers to develop entrepreneurial identities through digital platforms while …

Tackling Paradoxes And Double Binds For A Healthier Workplace: Insights From The Early Covid-19 Responses In Quebec And Ontario, Daniel Côté, Amelia León, Ai-Thuy Huynh, Jessica Dubé, Ellen Maceachen, Pamela Hopwood, Marie Laberge, Samantha Meyer, Meghan K. Crouch, Joyceline Amoako

Études primaires

The urgency of managing the COVID-19 health crisis in workplaces led to tensions, work overload, and confusion about preventive measures. This study presents a secondary analysis of qualitative data on paradoxes and double binds (PDBs) experienced by precarious essential workers in Canada who interacted with the public and their supervisors. Based on 13 interviews from a larger qualitative dataset, we examine how workers navigated public health recommendations and organisational demands during the pandemic. Findings reveal multiple organisational and managerial PDBs—both COVID-19-related and pre-existing—that contributed to psychological distress and compromised well-being. We argue that PDBs represent a significant occupational health hazard …

Minds, Made Up Or Malleable? Covert Commands At The Eclipse Of Vaccine Communications, David H. Lee

Publications and Research

Abstract: Although millions have died from SARS-CoV-2 illness, COVID vaccines are credited with stemming the tide. Vaccinations and boosters significantly decrease the incidence of severe illness and death (even if they don’t usually prevent COVID-19 infection). Despite the success of global vaccination efforts, frequent reports of vaccine hesitance and refusal suggest that public health communications need improvement.

The chapter begins by acknowledging adverse events associated with COVID vaccination, including rare cases of anaphylaxis, GBS, and myocarditis. An inoculation-theoretic rationale is offered for this admission of vaccine risks: just as immune defenses mount when organisms are exposed to pathogens, so too …

Utilizing The Spatial Evaluation Of Language And Flexibility For Youth (Self-Y) In Clinical Case Conceptualization, Katelyn Frahm

Graduate Theses/Dissertations

Individuals diagnosed with autism spectrum disorder (ASD) often experience challenges with restricted and repetitive behaviors, relating directly to challenges with psychological flexibility (Hyman et al., 2020; Hayes et al., 2006). Unfortunately, the history of applied behavior analysis has extended harmful implications of treatment that have focused on compliance training and punishment, often worsening psychological flexibility (Sandoval-Norton et al., 2019). Research is calling behavior analysis to combine flexible approaches, such as Acceptance and Commitment Therapy, with technologies exploring the intricacies of individual relational networks (Hayes et al., 1999; Hayes et al., 2022; Hayes & King, 2024). The present study introduced the …

Hit Me, Baby, One More Time: A Critical Discourse Analysis Of The Celebrity Gossip Magazine Shaming Of Britney Spears, Anna Drabik

Comm-entary

Britney Spears is an American pop star who rose to fame in the late 1990s at the age of 17 with her music, performances, and fashion. Spears was a prominent figure.

in celebrity gossip magazines, a genre which grew to prominence alongside and, in many ways, because of Spears. The distinct aesthetic and style of celebrity gossip magazines involved stories, blurbs, and images which wielded praise and shame—directly and indirectly—as tools to enforce norms and expectations for both female celebrities and female readers. Through a critical discourse analysis of 378 People and Us articles throughout the first ten years of …

The Third Person Effect: Misinformation And Disinformation Of News On Racism, Jody-Ann Kadine Tyson

Dissertations and Theses

The increased proliferation of misinformation and disinformation has been a cause for concern in the 21st century, as it has had significant repercussions on societal systems and the overall livelihood of individuals. Additionally, a 2016 study revealed that 84% of the American respondents are confident in their ability to detect misinformation and disinformation, while 64% believed that misinformation and disinformation made others confused about current affairs and events (Barthel et al., 2016). These results confirm that some people are not cognizant of the effects of media messages on themselves, but on others (TPE). Due to this implied ignorance, the spread …