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Articles 1 - 30 of 665
Full-Text Articles in Social Media
The Study Of How Sensory Marketing Techniques Used By Beauty Brands Influence Engagement And Consumer Perception On Social Media Platforms, Particularly By Evoking Specific Consumer Emotions, Eeshani Juthani
Digital Marketing Theses
This study describes how a consumers' attitude towards beauty products on social media is affected by sensory marketing techniques and cues. This study also examines how sensory marketing tactics and elements such as sight, sound, smell, touch, and taste affects the way a consumer engages with content on social media platforms like Tiktok and Instagram.
Deepfakes As Crisis Triggers: Experimental Evidence On Response Strategy Effectiveness, Responsibility Attributions, And Sharing Intentions, Alicia Mason, Mariah Laman, Tanner Glenn, Treyton Meyers
Deepfakes As Crisis Triggers: Experimental Evidence On Response Strategy Effectiveness, Responsibility Attributions, And Sharing Intentions, Alicia Mason, Mariah Laman, Tanner Glenn, Treyton Meyers
Faculty Submissions
The term deepfake refers to falsified media content created using artificial intelligence (AI) technologies to manipulate audio, video, or images. Deepfake news fabrications are designed to appear highly realistic, making it difficult for audiences to distinguish them from authentic content. Responding to deepfake-induced reputational threats therefore presents a unique challenge for organizations. Despite the growing prevalence of deepfake technology, little experimental research has examined how different crisis communication strategies perform in mitigating the reputational and relational harm posed by deepfake-induced crises. Accordingly, this study seeks to (1) examine how exposure to deepfake news relates to public perceptions and affect toward …
Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark
Graduate Scholarship and Creative Works
Algorithmic recommendation systems and interface designs shape attention by combining visually salient cues with uncertain reward timing and low friction interaction. These conditions can sustain anticipatory checking, extend time on task, and reduce natural disengagement points through patterns such as infinite scrolling and autoplay. This paper synthesizes research across neuroscience, human computer interaction, behavioral economics, and artificial intelligence to argue that attention capture is a predictable outcome of incentive driven design rather than an individual failure of self regulation. It advances the Attention Safeguard Models and the Cognitive Attentional Standard as system level interventions that regulate exposure conditions, pacing, and …
Online Shopping Non-Adoption In South Africa: A Distrust-Centric Framework Integrating Social Exchange, Trust Transfer, And Social Presence Theories, Cleopatra Moipone Matli, Jeevarathnam P. Govender
Online Shopping Non-Adoption In South Africa: A Distrust-Centric Framework Integrating Social Exchange, Trust Transfer, And Social Presence Theories, Cleopatra Moipone Matli, Jeevarathnam P. Govender
Journal of Marketing and Consumer Behaviour in Emerging Markets
Online shopping non-adoption remains critically underexplored, especially in emerging markets. Addressing this gap, the authors develop and test a distrust-centric framework that applies the inhibitory logic of social exchange, trust transfer, and social presence theories to explain pre-emptive avoidance. Focusing on South Africa, where only 18.16% of the population engage in e-commerce, data was collected from 414 consumers who have never shopped online. Structural equation modelling reveals that perceived lack of reciprocity directly increases the intention of non-adoption. Moreover, distrust in online payment systems transfers to broader channel scepticism, which in turn drives avoidance. Perceived lack of social presence further …
Unveiling The Power Of Credibility: How Virtual Influencers Shape Consumer Attitudes And Purchase Intentions In Fashion, Danita Van Heerden, Jade L. Verbeek
Unveiling The Power Of Credibility: How Virtual Influencers Shape Consumer Attitudes And Purchase Intentions In Fashion, Danita Van Heerden, Jade L. Verbeek
Journal of Marketing and Consumer Behaviour in Emerging Markets
Artificial intelligence (AI) is at the forefront of influencer marketing, particularly in the fashion industry. Consequently, brands are using virtual influencers (VIs) to engage consumers in this space. Yet little is known about VIs’ credibility and their influence on purchase intentions, especially in an emerging market where they are less prevalent. This study examines the influence of VIs’ credibility (i.e., trustworthiness, attractiveness, and expertise) on consumers’ attitudes towards VIs and the subsequent impact on purchase intention for fashion products in South Africa, grounded in the Source Credibility Theory. Data were collected from active social media users using non-probability convenience and …
Assessing Youtube Finance Influencers: Guidance Or Hype For Generation Z?, Alyse Alfred
Assessing Youtube Finance Influencers: Guidance Or Hype For Generation Z?, Alyse Alfred
DU Undergraduate Research Journal Archive
This study evaluates the content of YouTube finance influencers (finfluencers) to assess whether they provide overly promotional advice or can help improve the low financial literacy of Generation Z. A total of 407 videos sampled using the nine knowledge areas tested in the TIAA Institute Personal Finance Index (P-Fin Index) were analyzed using Structural Topic Modeling (STM). Eight topics were observed in the videos, ranging from general literacy to emergency planning. Comparing the observed topics to the P-Fin Index categories showed that finfluencers address six of the nine key areas of financial literacy, with gaps in the coverage of long-term …
Bridging The Justice Gap: A Comparative Study Of Legal Aid Marketing In Canada, Australia, And The United States, Farah O. Haq
Bridging The Justice Gap: A Comparative Study Of Legal Aid Marketing In Canada, Australia, And The United States, Farah O. Haq
Student Theses and Dissertations
Access to justice remains a central challenge across legal systems, particularly for immigrants and refugees, Indigenous communities, and survivors of domestic violence. While legal aid organizations play a critical role in bridging this gap, their effectiveness increasingly depends on how clearly and compassionately they communicate legal information online to their target audience. This thesis conducts a comparative content analysis of nine nonprofit legal aid organizations in the United States, Canada, and Australia, three countries united by a common law tradition but divided by the communication barriers their communities face, examining 180 social media posts and nine websites through the lens …
Corporate Sociopolitical Activism On Instagram: Brand Responses To Covid-19 And Black Lives Matter, Cynthia B. Hanson
Corporate Sociopolitical Activism On Instagram: Brand Responses To Covid-19 And Black Lives Matter, Cynthia B. Hanson
Atlantic Marketing Association Proceedings
No abstract provided.
Voices Of A New Era: A Discursive Psychology Study Of Influencer-Follower Discourse On Tiktok, Andrea Guerrero Hernandez
Voices Of A New Era: A Discursive Psychology Study Of Influencer-Follower Discourse On Tiktok, Andrea Guerrero Hernandez
Electronic Theses and Dissertations
The present study researched and investigated the discourse of five mega fashion influencers on TikTok, as well as the discourse of 15 followers engaging with fashion influencer content on the same platform. The theory used to guide this study was discursive psychology theory, which provided the groundwork for understanding how both influencers and followers position their identities, justify their actions and decisions, and construct their reality. The primary aim of this research is to deepen understanding of how influencer discourse shapes follower discourse, identifying recurring patterns, contradictions, and the ways in which tensions are negotiated. The findings reveal a range …
Platform Affordances, Produsage, And The Attention Economy: From Red (Taylor’S Version) To The Life Of A Showgirl, Angela Rose Asuncion
Platform Affordances, Produsage, And The Attention Economy: From Red (Taylor’S Version) To The Life Of A Showgirl, Angela Rose Asuncion
The Manuscript: Journal of Taylor Swift Studies
Social media platforms increasingly operate as infrastructures of visibility, shaping the conditions under which cultural content is produced, circulated, and recognised (van Dijck et al.; Nieborg and Poell). This article examines Taylor Swift’s Red (Taylor’s Version) and The Life of a Showgirl as two distinct visibility configurations emerging from the affordances and algorithmic logics of TikTok and Instagram. Drawing on platform studies (Abidin), celebrity theory (Dyer; Marshall; Marwick), and participatory culture and produsage (Jenkins; Bruns), the study employs a QCA-inspired configurational approach (Ragin) to analyse how clusters of affective cues, aesthetic strategies, parasocial signals, and circulation patterns generate contrasting visibility …
Pilattes; A Campaign With Prickly Pear Coffee Co., Grace Elizabeth Lappenga, Karis Grace Joe, Abigail Brooke Encalade
Pilattes; A Campaign With Prickly Pear Coffee Co., Grace Elizabeth Lappenga, Karis Grace Joe, Abigail Brooke Encalade
SPARK Symposium Presentations
The Prickly Pear Coffee Co. campaign sought to build awareness and community engagement around the brand’s new mobile camper location in Franklin, Tennessee. Founded by Annika Baylis, Prickly Pear Coffee Co. is a Christ-centered brand that began as a mobile espresso cart during the COVID-19 pandemic and grew into a Nashville staple with multiple storefronts.
With the new Franklin location facing limited awareness and a reduced marketing budget following complications from the January 2026 ice storm, three students in Belmont University’s PR Campaigns class conducted a situation analysis that included audience research, social media audits, and influencer identification. These insights …
The Evolution And Impact Of Fashion Marketing In The Age Of Social Media, Lillie L. Warrington
The Evolution And Impact Of Fashion Marketing In The Age Of Social Media, Lillie L. Warrington
Honors Theses
This research paper aims to analyze the effect of social media on consumer behavior in fashion marketing by investigating how fashion brands have adapted their strategies to leverage social media platforms effectively and exploring the role of social media influencers in shaping brand perception and consumer loyalty. By addressing these objectives, this research seeks to contribute to the growing body of knowledge on digital marketing in the fashion industry, offering valuable insights.
The study will be conducted through a comprehensive review of existing research and primary research, including a survey of 143 participants, to better understand how social media affects …
Influencer Effect? An Examination Of Dunkin’ And Tarte’S Use Of Influencers, Amanda D. Damiano Ph.D., Wenjing Xie Ph.D.
Influencer Effect? An Examination Of Dunkin’ And Tarte’S Use Of Influencers, Amanda D. Damiano Ph.D., Wenjing Xie Ph.D.
AMTP Proceedings 2026
The purpose of this project was to understand public perceptions of brands using influencers. The brands Dunkin’ and Tarte Cosmetics served as case studies for this study. A mixed-methods approach was undertaken. Specifically, social media listening in the form of a content analysis was conducted. That was then followed by an online survey of students from a medium-sized university in the northeast. A number of factors were measured related to participants’ stated brand and influencer effectiveness on social media in general, as well as specific to Dunkin’ and Tarte. Additionally, participant demographic factors were measured in accordance with their stated …
The Role Of Short-Form Video Content Strategy In Campaign Performance In Service Operations, Arianna Yates, Aileen Olivares
The Role Of Short-Form Video Content Strategy In Campaign Performance In Service Operations, Arianna Yates, Aileen Olivares
Posters - 2026
Short-form video content, particularly Instagram Reels, has become central to digital marketing strategies aimed at increasing engagement and campaign effectiveness. As consumer attention spans decline, marketers increasingly rely on visually engaging, concise, and interactive content formats. Prior research highlights the importance of content characteristics in shaping engagement outcomes. However, limited empirical evidence exists on which specific attributes most strongly influence performance in short-form video contexts. This study examines how call-to-action (CTA), audio type, and authenticity influence engagement rates in Instagram Reels.
Conservation Communication In Web 2.0: A Mixed Methods Analysis Of Alveus Sanctuary's Strategies On Twitch.Tv, Hope Denison
Conservation Communication In Web 2.0: A Mixed Methods Analysis Of Alveus Sanctuary's Strategies On Twitch.Tv, Hope Denison
Senior Theses
This thesis examines how environmental creators can effectively transmit conservation messages in the evolving Web 2.0 media environment. The case of Alveus Sanctuary, a virtual sanctuary and education center on Twitch.TV, is used to explore the strategies currently used to engage audiences and raise ecological awareness online. Thematic analysis of interviews with the sanctuary’s founder revealed that Alveus combines traditional environmental education with an influencer business model to engage online audiences, leveraging parasocial behavior, interactivity, and collaboration to garner support. A quantitative content analysis of social media posts revealed that these strategies effectively induce parasocial engagement in online spaces. These …
Deinfluencers As Institutional Actors: Dramaturgical Work And The Embedded Contestation Of Consumerism, Gokcen Coskuner-Balli, Charlene Chu, Niklas Myhr, Cristina Nistor
Deinfluencers As Institutional Actors: Dramaturgical Work And The Embedded Contestation Of Consumerism, Gokcen Coskuner-Balli, Charlene Chu, Niklas Myhr, Cristina Nistor
Business Faculty Articles and Research
"In the sections that follow, we develop theoretical scaffolding for our analysis. We begin by reviewing the literature on institutional work, focusing on how embedded actors engage in purposive actions to disrupt taken-for-granted norms. Next, we examine theoretically how influencers operate, setting the stage for understanding how deinfluencers leverage and subvert these roles. We then review scholarship on anti- consumption and consumer resistance, highlighting how deinfluencers depart from conventional activist modes by adopting culturally embedded, everyday practices. Collectively, these literatures inform our conceptualization of deinfluencing as a dramaturgically enacted form of institutional work. Subsequently, we present our methodology, followed by …
Leveraging Csr To Buffer Brand Challenges During Crises: A Saudi Arabian Perspective, Nouf Alrayes, Abdullah Alhidari
Leveraging Csr To Buffer Brand Challenges During Crises: A Saudi Arabian Perspective, Nouf Alrayes, Abdullah Alhidari
Journal of Marketing and Consumer Behaviour in Emerging Markets
Crises, such as economic downturns or global health pandemics, pose significant business challenges. Engaging in CSR initiatives that contribute to societal well-being can help mitigate the negative consequences of crises, reinforce customer gratitude, and minimize corporate hypocrisy. CSR is critical in shaping a company’s accountability and ethical responsibilities. Consequently, there is an opportunity for the firm to see the role of CSR and how it affects customers’ responses and attitudes during any difficult situation. Drawing upon attribution theory and the customer gratitude reciprocity cycle, a conceptual framework was developed to test the impact of CSR on the variables: corporate hypocrisy, …
The Moderating Effects Of Executive Functions: A Multi-Level Analysis Of Daily Stress And Problematic Social Media Use, Wee Qin Ng, Hwajin Yang
The Moderating Effects Of Executive Functions: A Multi-Level Analysis Of Daily Stress And Problematic Social Media Use, Wee Qin Ng, Hwajin Yang
Research Collection School of Social Sciences
Mixed findings on the relationship between daily stress and social media use suggest the presence of moderators that buffer this link. Previous longitudinal studies, with assessment intervals from 1 month to 1 year, may not accurately capture daily fluctuations in stress and social media use. To address this gap, we conducted a fine-grained, temporally sensitive 7-day daily-diary longitudinal study investigating the dynamic within-person and between-person associations between daily stress, problematic social media use, and objective screen time. Using a theory-driven approach, we examined whether executive functions (EF)—a set of cognitive processes crucial for goal-directed behaviors—moderate the link between daily stress …
Why We Must Commune: Rethinking The Role Of Marketing Communications In Turbulent Times, Javier Garcia
Why We Must Commune: Rethinking The Role Of Marketing Communications In Turbulent Times, Javier Garcia
Publications and Research
“Communications” is often thought of as a noun, representing the messages we receive on a daily basis from people, brands, and institutions alike.
"Communications" is also often associated with an industry that exists to produce such messaging in service of capitalism, with a commercial or otherwise actionable outcome desired from its receiving audience.
This presentation, hosted by two-time CCNY graduate and senior marketing communications professional and Assistant Professor Javier Garcia, will examine the urgency and opportunity in rethinking the value and study of marketing and communications.
In his presentation, Professor Garcia will offer suggestions on how to guide students towards …
Strategi Personal Branding Youtuber Asian Survivor Dalam Membangun Motivasi Donasi: Studi Analisis Konten Video Youtube, Muhammad Sulthon Asykur, Hasyim Asyari
Strategi Personal Branding Youtuber Asian Survivor Dalam Membangun Motivasi Donasi: Studi Analisis Konten Video Youtube, Muhammad Sulthon Asykur, Hasyim Asyari
Jurnal Administrasi Bisnis Terapan
ABSTRACT
Content creators face significant challenges in maintaining audience engagement and social relevance amidst dynamic platform algorithms. This study analyzes YouTuber Asian Survivor's personal branding strategy in building authenticity, engagement, and audience donation motivation using a mixed-methods approach. Quantitative analysis employed t-tests and binary logistic regression on 101 videos, while qualitative analysis was conducted through in-depth interviews and observation. Results indicate that neither vulnerable nor inspiring narrative types significantly differentiate engagement levels; however, videos that successfully raised donations exhibited significantly higher engagement rates. Regression analysis proved that an increase in engagement rate raises donation probability by 2.5 times. Qualitative findings …
Pabrik Gula Di Tangan Netizen: Pemanfaatan User Generated Content (Ugc) Sebagai Mesin Promosi Film, Muthiah Khansa Basyirah, Khairunnisa Devani Aqtus Permana Putri Putri, Peny Meliaty Hutabarat, Yunita Miftahul Jannah
Pabrik Gula Di Tangan Netizen: Pemanfaatan User Generated Content (Ugc) Sebagai Mesin Promosi Film, Muthiah Khansa Basyirah, Khairunnisa Devani Aqtus Permana Putri Putri, Peny Meliaty Hutabarat, Yunita Miftahul Jannah
Jurnal Sosial Humaniora Terapan
Social media continues to drive growing digital trends in Indonesia, including marketing strategies. TikTok has become one of the social media platforms capable of gaining wider exposure due to its ability to create viral content. In line with the increasing use of TikTok, the phenomenon of User Generated Content (UGC) has emerged. This study aims to examine UGC in the marketing strategy of the film Pabrik Gula (Sugar Factory) to improve effective communication, close relationships with audiences, and creative content production strategies. This study uses User Generated Content (UGC) as the research subject and Pabrik Gula as the object, using …
Digital Influencer Sebagai Faktor Pembentuk Brand Awareness Produk Time Phoria Di Kalangan Generasi Z, Maura Najwa Maitsa, Hudi Santoso, Enden Darjatul Ulya, Rici Tri Harpin Pranata
Digital Influencer Sebagai Faktor Pembentuk Brand Awareness Produk Time Phoria Di Kalangan Generasi Z, Maura Najwa Maitsa, Hudi Santoso, Enden Darjatul Ulya, Rici Tri Harpin Pranata
Jurnal Sosial Humaniora Terapan
Digital influencers play an important role in building brand awareness among Generation Z through digital marketing communication. This study aims to analyze the characteristics of digital influencers, including credibility, expertise, and attractiveness, as factors shaping brand awareness of the beauty product Time Phoria among Generation Z who consume content on the TikTok platform. The study adopts a descriptive quantitative approach using a survey of 100 respondents who met the research criteria. The results show that credibility, expertise, and attractiveness of digital influencers contribute positively and significantly to brand awareness, with credibility identified as the most dominant factor. These findings highlight …
Causal Effect Estimates Of Online E-Cigarette Marketing Exposure On Future E-Cigarette Harm Perception And Use, Paul T. Harrell, Nicholas T. Williams, Kara E. Rudolph, Rachel Ayala Guzman, Ateeqa Ijaz, Nicole Rychagov, Aaron Null, Silvia S. Martins
Causal Effect Estimates Of Online E-Cigarette Marketing Exposure On Future E-Cigarette Harm Perception And Use, Paul T. Harrell, Nicholas T. Williams, Kara E. Rudolph, Rachel Ayala Guzman, Ateeqa Ijaz, Nicole Rychagov, Aaron Null, Silvia S. Martins
Department of Pediatrics Faculty Publications
Background
Globally, over 10 million youth use e-cigarettes; United States use, in particular, dramatically rose in the late 2010's, exceeding year-over-year increases from any other substance in over four decades. This rise has been partially attributed to youth online e-cigarette marketing exposure, but has not been appropriately studied.
Methods
We examined youth data from the Population Assessment of Tobacco and Health (PATH) spanning the dramatic increase period (Waves 4, 4.5, and 5; 2016-2019). We estimated average risk differences (RD) for Wave 5 e-cigarette harmfulness perception and use comparing all youth versus no youth reporting past-month online e-cigarette marketing exposure in …
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 …
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 …
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 …
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, …