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Articles 121 - 150 of 3134
Full-Text Articles in Communication
Digital Diplomacy And Activism: Sustaining Institutional Legacy Through State-Proxy Discursive Competition In The Aftermath Of The Usaid 2025 Suspension, Maryam Alaa Elprince
Digital Diplomacy And Activism: Sustaining Institutional Legacy Through State-Proxy Discursive Competition In The Aftermath Of The Usaid 2025 Suspension, Maryam Alaa Elprince
Capstone and Graduation Projects
This study examines how the 2025 suspension of the United States Agency for International Development (USAID) transformed the arena of U.S. foreign-aid diplomacy by eliminating the agency’s operational capacity and erasing its digital presence, thereby redistributing discursive authority across a fragmented communicative field. The research aims to determine how diplomacy adapts when a bilateral institution central to American soft power is dismantled through top-down decision, and whether discursive power exercised online can extend institutional relevance and legitimacy beyond structural collapse. Using an interpretivist qualitative design that combines digital-forensic reconstruction, document-based content analysis, and elite interviews with top ranking officials, the …
Community Care During Austerity: Mutual Aid And Online Connection Among Disabled Americans, Maeve J. King
Community Care During Austerity: Mutual Aid And Online Connection Among Disabled Americans, Maeve J. King
College of Graduate Studies: Theses & Dissertations
Amidst a mental health epidemic and rising inequality, online communities offer a medium for peer support networks for disabled Americans. Community care, especially in the form of mutual aid, has increased in popularity since the beginning of the COVID-19 pandemic. Considering troubling increases in eugenics-based messaging and disproportionate economic inequality, disabled Americans in particular have leaned into community care. Previous research establishes social media as a hub for resource mobilization and safe space for members of marginalized communities to connect. This research aims to explore the impacts of social, political, and economic unrest on the development of community care and …
Social Media, Masculine Body Ideals, And The Drive For Muscularity: A Serial Mediation Model Across Sexual Identities, Sean P. Mcdaniel
Social Media, Masculine Body Ideals, And The Drive For Muscularity: A Serial Mediation Model Across Sexual Identities, Sean P. Mcdaniel
Theses and Dissertations
Body image concerns among men are increasingly prevalent yet remain understudied compared to women’s experiences. Drawing on objectification theory, the present study examines the relationship between social media influence and men’s drive for muscularity through a serial mediation model. Specifically, the present study investigates whether the internalization of masculine body ideals and engagement in body surveillance behaviors mediate the link between social media influence and the drive for muscularity. Furthermore, the present study model attempts to explore how these processes differ across sexual identities, given evidence that sexual minority men face distinct sociocultural pressures regarding appearance. Adult male-identifying social media …
Viral Misunderstandings: Reddit Posts And The Covid-19 Infodemic, Julia C. Knutson
Viral Misunderstandings: Reddit Posts And The Covid-19 Infodemic, Julia C. Knutson
Scripps Senior Theses
Information epidemics or “infodemics” became the center of misinformation conversations, due to a global increase in information spread surrounding the COVID-19 pandemic. While many academic scholars and institutions, such as the World Health Organization (WHO) attribute the cause of infodemics to anti-science attitudes and the public’s lack of scientific literacy, scholars in Science, Technology, and Society argue that analyzing misinformation within these isolated bounds limits our understanding of its underlying social and historical contexts. Using the COVID-19 pandemic as a case study for misinformation analysis reveals a gap in our current understanding of how people who resonate with or spread …
Crisis Communication In The Influencer Era: A Crisis Response Analysis Of Poppi And Alani Nu, Meredith E. Staley
Crisis Communication In The Influencer Era: A Crisis Response Analysis Of Poppi And Alani Nu, Meredith E. Staley
Honors College Theses
As social media continues to reshape modern public relations practice, beverage brands like Alani Nu and Poppi offer relevant examples of influencer-driven communication and crisis response. This honors thesis compares and contrasts these brands following two major crises: Poppi’s influencer vending machine campaign and the health concerns and backlash surrounding Alani Nu’s energy drinks. Despite the well-known prevalence of these brands, there is little scholarly research examining their crisis communication strategies. Guided by Situational Crisis Communication Theory, this study uses a combination of social and news media content analysis to evaluate how each brand responded to its respective crisis. Each …
Socio-Spatial Patterns Of Suicide Mortality In The United States, Kushagra Tiwari, M. Amin Rahimian, Marie-Laure Charpignon, Philippe J. Giabbanelli, Praveen Kumar
Socio-Spatial Patterns Of Suicide Mortality In The United States, Kushagra Tiwari, M. Amin Rahimian, Marie-Laure Charpignon, Philippe J. Giabbanelli, Praveen Kumar
VMASC Publications
Suicides cause more than 49,000 deaths per year in the United States, including 55% associated with the use of a firearm. Across states and counties in the US, suicide mortality exhibits substantial geographical and sociodemographic heterogeneity. However, the role of large-scale social networks in shaping this variation remains underexplored. To assess how both the risk of suicide mortality and the effect of firearm restriction policies propagate through inter-county social ties, we integrate data on county-level suicide mortality (2010–2022) and the Facebook Social Connectedness Index (SCI), a continuous measure of the strength of social ties between counties used to derive weighted …
An Explainable Transformer Framework For Sentiment Analysis In Aviation Workforce Data, Sovon Chakraborty, Protiva Das, Fahmid Al Farid, Fuyad Hasan Bhoyan, Farig Yousuf Sadeque, Jia Uddin, Hezerul Abdul Karim
An Explainable Transformer Framework For Sentiment Analysis In Aviation Workforce Data, Sovon Chakraborty, Protiva Das, Fahmid Al Farid, Fuyad Hasan Bhoyan, Farig Yousuf Sadeque, Jia Uddin, Hezerul Abdul Karim
Computer Science Faculty Publications
Aviation is one of the predominant sectors that contribute significantly to the global economy. With the advent of technology, this industry is witnessing a paradigm shift towards data-driven approaches. The morale of the airline employees is barely noticed, which causes fatigue and depression. Furthermore, these mental health issues can be active reasons for destructive accidents. In this research, the authors are focused on collecting insightful information on aviation employees from Glassdoor.com. Moreover, the authors focus on analyzing the sentiments of the employees of renowned aviation companies. Primarily, the authors scraped necessary data from Glassdoor.com and created a dataset named JetJobJoy …
Susceptibility To High-Fidelity Misinformation: An Eye-Tracking Analysis, Yasasi Abeysinghe, Gavindya Jayawardena, Enkelejda Kasneci, Sampath Jayarathna
Susceptibility To High-Fidelity Misinformation: An Eye-Tracking Analysis, Yasasi Abeysinghe, Gavindya Jayawardena, Enkelejda Kasneci, Sampath Jayarathna
Computer Science Faculty Publications
With the rise of online misinformation and AI-generated text, understanding human perception of news truthfulness is critical. In this study, we examine visual attention and cognitive processing using eye-tracking measures as individuals read fake and real news articles sharing nearly identical structure and imagery, differing only in subtle textual changes. Using the public FakeNewsPerception dataset, we analyze advanced gaze measures, including scanpaths, AOI transitions, and luminance-corrected pupil measures, beyond basic gaze features, in relation to news truthfulness and perceived believability. Results show that, given the high fidelity of the fake news, readers exhibited comparable visual scanning patterns, attention allocation across …
Algorhythm: Commodification Of Hobbies On Social Media Platforms, Fariha Ahmed
Algorhythm: Commodification Of Hobbies On Social Media Platforms, Fariha Ahmed
Theses and Dissertations
Forcing the world online, the COVID-19 pandemic appeared to turn social-media-based hobbies into income-generating cash cows. Digital creative spaces became sites of capitalist logic where hobbyists came to operate as both laborers and commodities. Profit-focused algorithms operate imperceptibly, shaping creative behavior and decision-making in ways that are difficult to recognize, and even harder to resist. This thesis asks how algorithmic participation on platforms such as Instagram conditions a hobbyist, and how that conditioning can be made legible to audiences who inhabit such platforms without always seeing them. Using autoethnography, I position myself as both researcher and subject to document the …
How Does Media Exposure Promote Nature Deprivation, Impacting Next Generational Social Interaction? Screen Time Vs. Green Time: A Cross-Sectional Survey Study, Mia N. Ryder
Honors Theses and Capstones
This study explores the impact social media can have on individuals' other qualities of life. This study particularly highlights its impact on in-person social engagement along with nature utilization and enjoyment, keeping in mind the corresponding benefits associated with those two variables. UNH undergraduate students were selected as participants. Participants completed surveys assessing their sense of regulation with social media consumption and reliance, their tendency to use and enjoy accessible natural resources, and their overall capacity to experience social comfort. Our survey was designed using 3 separate scales: A Green Space Enjoyment Scale, Social Comfortability Scale, and the third being …
Adolescent Girls’ Experiences Of Digital Dating Abuse Through Social Media: A Scoping Review, Kiara E. Rodriguez
Adolescent Girls’ Experiences Of Digital Dating Abuse Through Social Media: A Scoping Review, Kiara E. Rodriguez
Social Work Theses
Teen dating violence (TDV) is a prevalent adverse childhood experience with lasting psychological and behavioral consequences. As adolescents increasingly engage with social media, with 95% of teens aged 13-17 reporting using it, digital spaces have become a significant context in which dating abuse can occur. Digital dating abuse (DDA) refers to patterns of abusive behaviors that are directed toward a dating partner through digital technologies, including social media and mobile phones. Despite the growing role of social media in adolescent relationships, research on how adolescent girls experience DDA in these contexts remains limited. The central question for this scoping review …
Technology-Facilitated Violence And Abuse: Portrayals And Perceptions, Christina S. Walker
Technology-Facilitated Violence And Abuse: Portrayals And Perceptions, Christina S. Walker
University of Kentucky Doctoral Dissertations
In the past, intimate partner violence (IPV) was primarily perpetrated in person. However, due to new mediated communication technologies and capabilities like social media and artificial intelligence (AI), perpetrators can use this technology for various purposes including subjecting others to violence, harassment, and abuse. Such violence can be a form of IPV and is referred to as technology-facilitated violence and abuse (TFVA). TFVA is becoming increasingly prevalent and is encountered by a staggering percent of women. Furthermore, unlike traditional forms of IPV, even men are subjected to TFVA at increasing and disproportionate rates, particularly male teens.
In the current state …
Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim
Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim
School of Cybersecurity Faculty Publications
The spread of fake news on online social networks is driven by imitation-based user behavior and network topology, often leading to persistent misinformation clusters and echo chambers. In this study, we develop a spatial evolutionary game-theoretic framework in which agents update their latent opinions through payoff-biased imitation, while external fact-checkers act as non-imitative intervention nodes. Building on this formulation, we propose an adaptive, boundary-aware intervention mechanism that dynamically regulates both the density and spatial allocation of fact-checkers according to real-time system conditions. Competing information clusters are identified through local neighborhood composition, enabling boundary nodes, i.e., interfaces between fake-news and non-fake-news …
The Phone Eats First: Reconfiguring Cultural Capital And Performing Taste On Tiktok’S #Torontoeats, Annie M. Willick
The Phone Eats First: Reconfiguring Cultural Capital And Performing Taste On Tiktok’S #Torontoeats, Annie M. Willick
Theses and Dissertations (Comprehensive)
This study investigates how TikTok reconfigures cultural capital through the visual commodification and performative display of Toronto’s food culture using the hashtag “#TorontoEats”. Through a digital ethnographic multimodal critical discourse analysis, my research considers Bourdieu’s (1984) definition of cultural capital as the guiding definition of distinction, status, and personal taste. This analysis considers how cultural capital manifests through algorithmic engagement, adherence to platform norms, and TikTok’s multimodal format that blends video, sound, text, and gesture to entice audiences. Findings suggest that mundane food practices and activities are transformed into conspicuous commodities on TikTok, where creators position themselves as tastemakers and …
The Impact Of Social Media Movements On Policy Changes Made In The United States, Michelle Levy Korine
The Impact Of Social Media Movements On Policy Changes Made In The United States, Michelle Levy Korine
Honors Undergraduate Theses
This study focuses on researching the relationship between social media movements and policy changes in the United States. Over the last decade, digital platforms such as TikTok, Instagram and X have become important tools to encourage political involvement. These platforms have led to an increase in public participation, movements to become more popular and to organize protests. Many current studies focus on the social and cultural aspects of online activism, but fewer examine wither these movements lead to the legislative change asked for.
This thesis relies on the question, "To what extent does social media activism contribute to policy change …
Creation And Representation: Rhetorical Effectiveness Of Audience Construction Within The Deaf Vlogging Community, Imani Rodriguez
Creation And Representation: Rhetorical Effectiveness Of Audience Construction Within The Deaf Vlogging Community, Imani Rodriguez
Honors Undergraduate Theses
Diverse minority groups use YouTube as a platform to share stories, grow brands, and develop communities online. While previous research has investigated Deaf-focused videos on YouTube, past focus has been on video genres, creator purpose, and how content engages with existing representation and stigma (Hibbard & Fels, 2011; Li et al., 2022; Souza et al., 2023; Martzos et al., 2021; Oliveira et al., 2021; Parton, 2016). There has also been research on how online communities can initiate open conversation for many minority groups that may not be possible due to location, disability, or censorship (Case, 2012).
This research focuses on …
Gen Z Perspectives On Mental Health Service Interaction: A Qualitative Content Analysis Of Reddit Discourse, Victor A. Aguiar
Gen Z Perspectives On Mental Health Service Interaction: A Qualitative Content Analysis Of Reddit Discourse, Victor A. Aguiar
Honors Undergraduate Theses
Compared to prior generations, Generation Z engages with mental health and mental health service interaction in distinct ways, frequently using social media platforms to share experiences, concerns, and opinions. Previous research has examined mental health discourse on Reddit; however, much of this work relies on inductive thematic approaches and offers limited focus on mental health service interaction and the factors influencing utilization. Guided by the Theory of Planned Behavior (TPB), this study examines how Generation Z discusses mental health service use through online discourse. Public Reddit posts authored by users identifiable as Generation Z, based on self-reported age, school enrollment, …
From Screens To Stress: Public Health Implications Of Cancer Worry In A Digitally Connected World, Shreya Mathur, Ethan Burns, Michael Pokojovy, Tzu-Liang Bill Tseng, Sunil Mathur
From Screens To Stress: Public Health Implications Of Cancer Worry In A Digitally Connected World, Shreya Mathur, Ethan Burns, Michael Pokojovy, Tzu-Liang Bill Tseng, Sunil Mathur
Mathematics & Statistics Faculty Publications
Aims:
This study examines how digital information environments, genetic testing experiences, health behaviors, and psychological distress influence cancer-related worry among adults in the United States. It further considers the public health implications of elevated or reduced cancer worry for prevention and risk communication.
Methods:
Data were drawn from a nationally representative survey of 6,252 U.S. adults. Measures included reliance on social media for health decision-making, smoking status, history of genetic testing, and psychological distress. Multivariable analyses assessed associations between these factors and levels of cancer worry.
Results/Findings:
Reliance on social media for health decisions was associated with greater cancer worry, …
The Impact Of True Crime Podcasts On Cold Case Investigations And Victims' Advocacy, Kyle Gamache, Karlie Rice, Ashley Allen, Willem Pontbriand
The Impact Of True Crime Podcasts On Cold Case Investigations And Victims' Advocacy, Kyle Gamache, Karlie Rice, Ashley Allen, Willem Pontbriand
Arts & Sciences Faculty Publications
True crime has long captivated public interest, evolving from sensationalized accounts in the Middle Ages to the widespread popularity of modern podcasts. This qualitative study explores the ethical complexities of true crime media by examining how it intersects with criminal investigations, public perception, and victim advocacy. Through in-depth interviews with law enforcement officers, victim advocates, and true crime content creators, the study investigates differing attitudes toward the role of podcasts in active and cold cases. Using Colaizzi’s (1978) phenomenological method, data were analyzed to uncover shared and divergent themes across professional roles. Law enforcement participants voiced concerns over web- sleuthing …
Impact Of Instagram Flyers In Higher Education: Within Resident Assistant Program Attendance Marketing, Mary J. Mcdonald
Impact Of Instagram Flyers In Higher Education: Within Resident Assistant Program Attendance Marketing, Mary J. Mcdonald
Liberal Studies (MA) Final Essays
This exploratory pilot study examines whether posting Instagram digital flyers affects Resident Assistant (RA) program attendance in the higher-education Housing and Residence Life (HRL) context. Instagram has emerged as a dominant channel of communication among Generation Z (1997-2012). As a result, higher education institutions have increasingly used social media to prompt student engagement and foster belonging, in hopes of strengthening retention. Using a quasi-experimental matched comparison design, attendance data from the 2024 academic year without Instagram flyers were compared to the 2025 academic year with Instagram flyers. The independent variable was the implementation of Instagram digital flyers, and the dependent …
You Are Your Ancestors’ Wildest Dreams: A Journey Beyond The Lens Blueprinting The Influence And Impact Of Media And Podcast Pedagogy On Black And Brown Creatives In Higher Education And Beyond, Diamond N. Morgan Dr.
You Are Your Ancestors’ Wildest Dreams: A Journey Beyond The Lens Blueprinting The Influence And Impact Of Media And Podcast Pedagogy On Black And Brown Creatives In Higher Education And Beyond, Diamond N. Morgan Dr.
West Chester University Graduate Theses, Dissertations, and Final Projects
Explores the influence and impact of media and podcast pedagogy on Black and Brown creatives (BBC) in higher education. Grounded in Critical Race Theory (CRT), the Black Creative Educational Experience (BCEEs) framework, and the conceptual lenses of sociological and public podcasting, this study examines how podcasting functions as a transformative pedagogical and sociocultural tool for storytelling, identity development, creative expression, and community building within collegiate environments. Utilizing a convergent parallel mixed methods design, the study integrates quantitative survey data from 65 participants with qualitative focus group discussions to provide a holistic understanding of participant experiences across personal, professional, academic, social, …
Assessing Sustainable E-Cigarette Prevention Messaging In Public Health Communication, Addo Anim Adinkrah
Assessing Sustainable E-Cigarette Prevention Messaging In Public Health Communication, Addo Anim Adinkrah
Graduate Research Theses & Dissertations
This study examines the sustainability of e-cigarette or vaping prevention messaging on X (formerly Twitter) and the message-design strategies used by public health institutions to maintain message visibility over time. Using the McGuire Communication/Persuasion Model and Media Framing theoretical frameworks, the research employs a qualitative thematic analysis based on Braun and Clarke’s six-phase approach to analyze 506 tweets from official accounts affiliated with the Centers for Disease Control and Prevention (CDC) and the U.S. Food and Drug Administration (FDA). The findings reveal that prevention messages are sustained through repeated core warnings and reinforcement of institutional authority rooted in scientific and …
Too Warm To Win Big? Unpacking The Backer Dynamics Behind Female Crowdfunding Success Using A Warmth And Competence Perspective, Dan Liu
Journal of International Technology and Information Management
While crowdfunding is often heralded as a democratized funding avenue that empowers women with higher success rates, this study reveals a more nuanced picture of gender dynamics. The Stereotype Content Model suggests that women are often perceived as warmer but less competent. Using a large dataset from Kickstarter, we find that female-led projects can attract more backers, likely due to warmth-driven appeal, but receive smaller average contributions, potentially due to concerns about risk linked to lower perceived competence. However, the total funding raised by female-led campaigns is comparable to that of male-led ones, showing no clear advantage or disadvantage. This …
Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati
Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati
Journal of International Technology and Information Management
With the power of social media transforming the way people connect and interact with each other, the dynamics of community formation on platforms such as X during major events are of crucial importance. While social media is an increasingly key driver in determining interactions, little is known about the online influence forming and developing fan communities in high-stakes events. This study looks into the development of user communities for datasets drawn from Kaggle on two of the world’s largest sporting events: the FIFA World Cup 2022, or football, and the T20 World Cup 2022, or cricket, with the aim of …
Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu
Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu
Journal of International Technology and Information Management
This study examines how early impressions of science, technology, engineering, and mathematics (STEM) shape business students’ learning behaviors and, ultimately, their readiness for organizational digitalization. Focusing on gender differences, subgroup identities, and perceived obstacles, the analysis uses survey data processed through correlation matrices, regression models, and subgroup heatmaps to trace the relationship between initial attitudes toward STEM and subsequent engagement patterns. The findings reveal consistent links between positive early impressions and active participation in structured STEM activities, along with gender-based distinctions in action preferences. Subgroup analyses further uncover nuanced patterns where stereotypes or perceived barriers correspond with reduced engagement. Collectively, …
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Journal of International Technology and Information Management
The on-going Russo-Ukraine war (February 2012-present), the recent India-Pakistan war (May 7-10, 2025), and the Israel-US attacks on Iran (June 13, 2025) have become interesting for a variety of reasons, and garnered a lot of attention in international defense publications and weapons manufacturers. To many defense analysts and defense industry professionals, these wars have become real-life testing platforms to examine and evaluate various present-day war technologies. They have opened up discussion on the future of war, the increasing use of inter-connected networks in warfare, and the increasing use of remote-operated drones in conducting surveillance and in offensive actions against …
The Crowdfunding Paradox In Crisis: Rising Funder Demand Vs. Declining Entrepreneur Supply, Dan Liu, Guangzhi Shang, Cynthia Fan Yang
The Crowdfunding Paradox In Crisis: Rising Funder Demand Vs. Declining Entrepreneur Supply, Dan Liu, Guangzhi Shang, Cynthia Fan Yang
Journal of International Technology and Information Management
This study investigates how the crowdfunding marketplace responds to major crises, focusing on behavioral shifts among funders and entrepreneurs. Results show a dual impact on platform dynamics. On the demand side, funders become more engaged, with notable increases in the number of backers, average contributions, and total pledge amounts. This heightened activity suggests stronger altruistic motivations, as individuals view crowdfunding as a way to support others during difficult times. On the supply side, however, entrepreneurs act more cautiously, leading to a decline in new project launches. This drop likely reflects increased risk aversion and uncertainty as creators navigate volatile conditions. …
Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar
Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar
Journal of International Technology and Information Management
Blockchain technology has gained increasing attention as a digital infrastructure capable of improving transparency, trust, and coordination in complex, multi-organizational project environments. However, existing research on blockchain-enabled project management remains fragmented and industry-focused, providing limited guidance for organizational adoption and integration. This study addresses this gap through a systematic literature review of 29 peer-reviewed studies, following PRISMA guidelines, to examine how blockchain capabilities are incorporated into project management practices across industries and maturity stages.
Grounded in Resource-Based View and Coordination Theory, the analysis employs a feature-to-process mapping approach to link six core blockchain capabilities—decentralization, transparency, immutability, smart contracts, traceability, and …
The Value Of Personal Data Ecosystems: A Flemish Media Sector Case Study, Maarten De Mildt, Melanie Verstraete, Sofie Verbrugge, Didier Colle
The Value Of Personal Data Ecosystems: A Flemish Media Sector Case Study, Maarten De Mildt, Melanie Verstraete, Sofie Verbrugge, Didier Colle
Journal of International Technology and Information Management
Personal Data Stores (PDSs) have been proposed as a privacy-preserving approach to data sharing that increases individual control over personal data while enabling new forms of cross-organizational collaboration. This collaboration leads to the emergence of Personal Data Ecosystems (PDEs). Despite growing interest in PDEs, limited research has examined how the organizational and economic barriers identified in prior studies manifest in practice. This paper investigates these challenges through a case study of the Flemish media sector within the Solid4Media project, which explores the use of PDSs to support data sharing and personalization across media organizations. Using a qualitative research design, data …
Responsible People Analytics For Remote-Work Decisions: A Machine-Learning Benchmark For Classifying Perceived Productivity, Ruth Menjivar, Nima Molavi, Narges Mashhadi Nejad
Responsible People Analytics For Remote-Work Decisions: A Machine-Learning Benchmark For Classifying Perceived Productivity, Ruth Menjivar, Nima Molavi, Narges Mashhadi Nejad
Journal of International Technology and Information Management
This study examines whether employee-perception survey data can support responsible people-analytics decisions about remote-work productivity. Using the public New South Wales (NSW) Remote Working Survey 2021 (N=1,512), the study benchmarks statistical and machine-learning classifiers for self-reported perceived productivity classes (same, less, or more productive when working remotely relative to onsite work), not objective output, under default, class-weighted, and resampling protocols. Main evidence comes from 5×5 repeated stratified cross-validation using macro F1 and balanced accuracy with fixed model specifications. Class-balanced separability is modest. Random Forest, CatBoost, and LightGBM form a leading cluster with overlapping confidence intervals (macro F1 ≈0.51–0.52). Affective/well-being items, …