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Full-Text Articles in Communication

Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati Jan 2026

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 Jan 2026

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 Jan 2026

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 Jan 2026

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 Jan 2026

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, …


Towards Developing A Career Technology Fit Framework And Analyzing Its Influence On Work-Related Outcomes Among It Professionals, Gunjan Tomer Jan 2026

Towards Developing A Career Technology Fit Framework And Analyzing Its Influence On Work-Related Outcomes Among It Professionals, Gunjan Tomer

Journal of International Technology and Information Management

With growing attrition rate and significant demand for skilled IT professionals, the importance of studying their behaviour has become important for both academia and industry. Despite ample amount of research, there is still a gap between theory and practice. Based on our qualitative study conducted on Indian IT professionals we propose that technology allocation might contribute in understanding the behaviour of IT professionals. We found that IT professionals evaluate the technology allocated to them based on their individual career motives. This evaluation, either positive or negative, influences their job outcomes. Further, we explored the factors that make a technology preferable …


High Technology And The Developing State: The Arrival Of Supercomputers In India, Ramesh Subramanian Jan 2026

High Technology And The Developing State: The Arrival Of Supercomputers In India, Ramesh Subramanian

Journal of International Technology and Information Management

While India has made vast strides in information technology in the last few decades, its success is mainly attributed to its software, rather than its hardware sector. In fact, India’s attempts at developing computer hardware that can match international standards have largely been unsuccessful. A notable exception is its development of a series of supercomputers that match and exceed many international standards. This paper looks at an interesting period in India’s computing history – namely the 1980s and 1990s – focusing on its development of an indigenous supercomputer. During that period, supercomputers were thought to be the sole privy of …


Beyond Words: A Systematic Multimodal Framework For Text, Images, And Extreme Helpfulness In Online Reviews, Alvaro J. Aguado Marin Dec 2025

Beyond Words: A Systematic Multimodal Framework For Text, Images, And Extreme Helpfulness In Online Reviews, Alvaro J. Aguado Marin

Dissertations

Online product reviews have become increasingly multimodal, combining text with media-rich elements such as images. However, academic research has largely examined textual features in isolation, overlooking how visual content and its interaction with text shape perceived helpfulness. This dissertation addresses that gap by developing and empirically validating a comprehensive framework capturing how textual, visual, and contextual features collectively influence review evaluation. Grounded in the Elaboration Likelihood Model (ELM) and extended through the Text-Image Elaboration Likelihood Model (TI-ELM), the framework advances understanding of how consumers process content from both user- and business-generated sources. It also lays the foundation for examining emerging …


Associations Between Social Media Usage, Physical Activity And Flourishing In Rural University Students, Anna Dysart, Minu Sara Thomas Dec 2025

Associations Between Social Media Usage, Physical Activity And Flourishing In Rural University Students, Anna Dysart, Minu Sara Thomas

Journal of Appalachian Health

Introduction: Most adolescents and young adults report significant use of social media.1-3 However, there is limited research on the effect of social media use, specifically on physical activity and flourishing.

Purpose: This pilot research study examines the correlation between social media usage and the physical activity and flourishing levels of college students at a rural university in Appalachia.

Methods: The authors conducted a survey including the validated Secure Flourishing Index and Stanford Leisure-Time Activity Categorical Item, containing questions on social media use and demographics. Spearman’s rho was used for nonparametric correlations. Pearson’s correlation was used to determine the correlation …


Unseen Bias: How Ai Shapes Religious Narratives In Digital Spaces, Hilman Nurjaman, Achmed Faiz Yudha Siregar, Jasmine Rizky El Yasinta Dec 2025

Unseen Bias: How Ai Shapes Religious Narratives In Digital Spaces, Hilman Nurjaman, Achmed Faiz Yudha Siregar, Jasmine Rizky El Yasinta

Journal Of Middle East and Islamic Studies

This study explores the role of artificial intelligence (AI) in shaping religious narratives in digital spaces, particularly on social media platforms and AI chatbots. Using sentiment analysis and qualitative content analysis, this research examines religious discourse in Indonesia, focusing on the impact of AI-driven content personalization, such as 'filter bubbles' and 'echo chambers'. The findings indicate that AI algorithms reinforce religious biases, intensifying polarization and discrimination, especially between majority and minority religious groups. The study also highlights the socio-political factors influencing these dynamics, including identity politics, historical religious tensions, and conservative social norms. This research emphasizes the need for a …


Synergizing Digital And Print: Leveraging Spine Surgeons' Social Media To Transform Publishing And Society Interaction, Benedikt W. Burkhardt, Kai-Uwe Lewandrowski, Choll W. Kim, Morgan P Lorio, Oscar L. Alves, Rossano Kepler Alvim Fiorelli, Sergio Luis Schmidt, Hansen A. Yuan, Alex R. Vaccaro Dec 2025

Synergizing Digital And Print: Leveraging Spine Surgeons' Social Media To Transform Publishing And Society Interaction, Benedikt W. Burkhardt, Kai-Uwe Lewandrowski, Choll W. Kim, Morgan P Lorio, Oscar L. Alves, Rossano Kepler Alvim Fiorelli, Sergio Luis Schmidt, Hansen A. Yuan, Alex R. Vaccaro

Department of Orthopaedic Surgery Faculty Papers

BACKGROUND: Social media has fundamentally altered how information is created, disseminated, and consumed, with growing impact on spine surgeons and professional societies. Traditional academic publishing remains the standard for research validation, but digital platforms now shape much of the real-time dialogue in spine care.

OBJECTIVE: To explore strategies for integrating spine surgeons' social media presence with traditional publishing channels to enhance knowledge dissemination, support clinical innovation, and improve member engagement within spine societies.

METHODS: This perspective reviews current patterns of social media use among spine surgeons, focusing on platforms such as X (formerly Twitter), Instagram, and LinkedIn. It analyzes benefits …


#Diydiabetes: Type One Diabetes, Stigma, And Control In Digital Networks Of Diy Looping, Sophia M. Shelley Dec 2025

#Diydiabetes: Type One Diabetes, Stigma, And Control In Digital Networks Of Diy Looping, Sophia M. Shelley

Culture, Society, and Praxis

The general public’s awareness of type one diabetes is often lacking and filled with misinformation that can lead to stigma around the disability. Often type one diabetics have to fend for themselves through the means of “DIY diabetes.” The delay in technological innovations and the slow approval rate of Health Canada, compared to the US Food and Drug Administration, makes improving the lives of those with diabetes much more challenging. The self-management of the disability enables diabetics to take agency of their treatment plan and is the primary reason for DIY diabetes. The main reason for this research is to …


The Campus Evp: A Multi-Case Content Analysis Of Employer Branding Communication In U.S. Higher Education, Latoya A. Clarke Dec 2025

The Campus Evp: A Multi-Case Content Analysis Of Employer Branding Communication In U.S. Higher Education, Latoya A. Clarke

Student Theses and Dissertations

This thesis examines how universities across the major geographical regions in the United States communicate their employer brand through the Careers section on their websites and digital recruitment materials. Using a multiple-case qualitative content analysis, the study applies the four-dimensional brand SMRT storytelling framework of story, meaning, ritual, and transmedia to evaluate how institutions signal aspects of their employer value proposition across various content formats. Findings show that meaning and ritual were consistently applied through content formats via mission statements, departmental narratives, and employee photography. However, story and transmedia appeared inconsistently, as fewer content formats featured long-form …


Human Moderators Behind The Ai: Unseen Costs And Hidden Consequences, Jacy Stricker Dec 2025

Human Moderators Behind The Ai: Unseen Costs And Hidden Consequences, Jacy Stricker

Student Scholar Symposium

This presentation is about AI-driven content moderation and the ethical and legal concerns surrounding the human moderators who oversee it. While AI helps filter content on platforms like TikTok and Instagram, it often fails to catch nuanced violations, exposing human moderators to harmful material with serious mental health consequences.


The ‘For Youth’ Page: Analyzing Tiktok Content Feeds For College-Aged Users, Hadiyah Mohamed Dec 2025

The ‘For Youth’ Page: Analyzing Tiktok Content Feeds For College-Aged Users, Hadiyah Mohamed

Honors College Theses

This study analyzes the content college-aged users encounter on TikTok’s “For You” page to understand the ways platform design and user-generated content shape prolonged engagement. Existing research frames doomscrolling largely as a compulsive behavior driven by algorithmic design, often overlooking the role of content itself and why it resonates with young adults. Through qualitative content analysis, 150 videos were collected across three TikTok accounts: scrolling from a personal account, a neutral new account, and a new account under the #CollegeTok tag. Videos were rigorously coded in a spreadsheet for narrative descriptions, topics, captions, hashtags, and tone to capture the themes …


The Trust Equation: Users, Companies, And Safety In The Online Dating World, Hayley Solomon Dec 2025

The Trust Equation: Users, Companies, And Safety In The Online Dating World, Hayley Solomon

Student Theses and Dissertations

Digital dating platforms have become essential to modern-day relationship formation, yet concerns about user safety, harassment, deception, and accountability have intensified distrust, particularly among women. This study explores (1) how women’s personal experiences of danger shape their perceptions of dating apps’ trustworthiness, (2) how women explain the nature of trust and distrust in these digital environments, and (3) how communication professionals can design messages that promote safety and strengthen trust on dating platforms. Using a qualitative study design, four focus groups with three participants each were conducted with heterosexual cis-gender women aged 18–50 who had used Hinge, Tinder, or Bumble …


Examining Diversity Messaging Practices Of Division I Athletic College Sports Communicators, David Cassilo Dec 2025

Examining Diversity Messaging Practices Of Division I Athletic College Sports Communicators, David Cassilo

Journal of Issues in Intercollegiate Athletics

In recent years, college athletic communication departments have been tasked with more messaging related to race and diversity. This research used semi-structured interviews to understand the message creation practices of Division I athletic communication departments when generating diversity and social justice messaging. The research was examined within the context of the theory of racialized organizations. Interviews were conducted with 11 athletic communication staff members at Division I universities. Five themes were constructed related to diversity and social justice messaging of athletic communication departments at Division I universities. These are (a) a White world, (b) need to represent collegiate athletes, (c) …


The Impact Of Social Media On Social Inclusion: A Case Study On Gun Violence, Ruolin Xu Dec 2025

The Impact Of Social Media On Social Inclusion: A Case Study On Gun Violence, Ruolin Xu

Honors Scholar Theses

As TikTok increasingly becomes a primary platform for everyday communication and even an important venue for political communication, concerns have emerged about the potential negative effects of its algorithmic design. Prior research suggests the effect of echo chamber that social media may reinforce users' pre-existing attitudes by repeatedly exposing them to belief-consistent contents and limiting opportunities to encounter diverse viewpoints. Such selective exposure can undermine social inclusion by reducing individuals' openness toward people who hold different backgrounds or political beliefs. Meanwhile, gun control, as one of the most polarizing sociopolitical issues in the US, provides a particularly relevant context for …


Fake News Y Redes Sociales: Cómo El Algoritmo En Torno A La Migración Afecta La Salud Mental, Maria F. Alarcon Dec 2025

Fake News Y Redes Sociales: Cómo El Algoritmo En Torno A La Migración Afecta La Salud Mental, Maria F. Alarcon

Capstones

Las redes sociales son la principal fuente de información para migrantes latinos en Estados Unidos, pero también son un terreno fértil para fake-news que afectan la salud mental y desinforman.


Trust, Influence, And The Two-Step Flow Of Communication: How Msu Jmc Freshmen Navigate Information Networks In The Digital Age, Caroline Blakeman Dec 2025

Trust, Influence, And The Two-Step Flow Of Communication: How Msu Jmc Freshmen Navigate Information Networks In The Digital Age, Caroline Blakeman

Honors College Theses

This study examines how Murray State University students in the Journalism and Mass Communications department engage with information and interpersonal trust through the lens of the Two-Step Flow of Communication. Using a quantitative survey, participants reported how they receive and evaluate information across six domains: politics, healthcare, education, international conflict, religion, and campus news. The survey also explored participants’ own perceptions as “opinion leaders” within their social networks. Findings reveal that coworkers, family members, and religious associates were consistently rated as high-trust sources of information. In particular, trust in religious associates showed a notable pattern: participants who expressed higher levels …


Disclosures, Disclaimers, And Disinformation Advertising, Areeb Asif Dec 2025

Disclosures, Disclaimers, And Disinformation Advertising, Areeb Asif

Northwestern Journal of Law & Social Policy

Every regular internet user in the United States has been exposed to fake news at some point. Most of them, if not all, would agree that this problem needs a solution. Nevertheless, even as fake news has taken on unforeseen prominence in recent years, very little concrete action has been taken to curb its impact on American society. Some scholars have chalked this up to the Supreme Court’s expansive conception of the First Amendment, which makes it incredibly challenging to regulate political speech. Others posit that the problem is Section 230, which allows platforms to profit from fake news without …


How Gen Z Makes Sense Of Csr Communication: The Role Of Perceived Altruism And Cultural Ideology In Responses To Internal And External Csr, Yezi Hu, Yanni Ma, Di Mu Dec 2025

How Gen Z Makes Sense Of Csr Communication: The Role Of Perceived Altruism And Cultural Ideology In Responses To Internal And External Csr, Yezi Hu, Yanni Ma, Di Mu

Communication Faculty Publications and Presentations

This study aims to examine how Generation Z consumers respond to internal and external corporate social responsibility (CSR) posts on social media. By exploring the mediating role of perceived altruism and the moderating role of cultural ideology, this research seeks to provide a nuanced understanding of how ideological orientations shape CSR communication effectiveness.

This study conducted an online experiment (N = 509) to examine how Gen Z, an emerging powerhouse of consumers, responds to corporate social responsibility (CSR) communication. Participants were randomly assigned to view a social media post highlighting either internal CSR, external CSR, or a neutral control message. …


Talinghaga At/Ng Pakikibaka: Pagsusuri Sa Mga Pahayag Ng All Up Academic Employees Union - Los Baños, 2019-2020, Cris Lanzaderas, Jennifer Cruz Delfin, Rowell Madula Dec 2025

Talinghaga At/Ng Pakikibaka: Pagsusuri Sa Mga Pahayag Ng All Up Academic Employees Union - Los Baños, 2019-2020, Cris Lanzaderas, Jennifer Cruz Delfin, Rowell Madula

Dalumat: Multikultural at Multidisiplinaryong E-Journal sa Araling Filipino

Mahalaga sa anomang organisasyong panlipunan ang mabisang pakikipag-ugnayan sa mga pinagsisilbihan nito. Sa kaso ng mga unyon, tungkulin nito ang regular na pakikipagkomunikasyon sa mga miyembro at hindi miyembro nito hinggil sa iba’t ibang usaping may kaugnayan sa sariling kagalingan at kagalingan ng mga kapwa manggagawa. Isa na sa mga paraang ito ang paglalabas ng mga pahayag o statement. Nagagamit din ang pahayag bilang isang kasangkapan sa paglalatag ng tindig at paniniwala ng mga kasapi nito sa isang partikular na isyu. Para sa papel na ito, sinuri ng mga mananaliksik ang dalawampu’t anim (26) na pahayag o statement ng All …


Social Media's Impact On Female Generation Alpha's Beauty Standards And Consumer Habits, Matisen O'Brien Dec 2025

Social Media's Impact On Female Generation Alpha's Beauty Standards And Consumer Habits, Matisen O'Brien

Theses

This study examines how social media shapes beauty standards and consumer behaviors among female Generation Alpha (ages 7–13). As the first generation fully immersed in digital culture, these young girls face early exposure to influencer marketing, algorithmic promotion, and adult beauty practices, which influence their skincare routines and product preferences. The research highlights the decline of child-centered physical spaces, intensifying their engagement with digital platforms. Using a mixed-methods approach focused on a subgroup of female gymnasts, the study combines quantitative surveys and qualitative analysis to reveal how social media affects identity formation, consumer choices, and related mental health concerns. Results …


Infectious Disease Crisis Communication After The Covid-19 Pandemic, Macy Lloyd Dec 2025

Infectious Disease Crisis Communication After The Covid-19 Pandemic, Macy Lloyd

Capstone Experience: Master of Public Health

Since the COVID-19 pandemic, the United States has experienced a proliferation of mis- and disinformation, an increasing politicization of health and science, and growing distrust in government, science, and institutions. While these trends present challenges for normal public health communications, during a public health emergency, such as an infectious disease outbreak, these challenges are even more acute. To address challenges at the local level, health departments need plans, products, and tools that adapt health crisis communications to the current media environment and meet community members where they are across the trust continuum. To develop an infectious disease incident communication plan, …


Does Social Media Undermine Trust? Institutional Trust In Civil Society And Governance Institutions, Christianna Sirindah Parr Dec 2025

Does Social Media Undermine Trust? Institutional Trust In Civil Society And Governance Institutions, Christianna Sirindah Parr

Research Collection School of Social Sciences

What is the relationship between social media use and trust in civil society and governance institutions? In many parts of Asia, trust in government remains high despite limited political accountability and civil liberties. This study examines whether online political expression reshapes institutional trust in governance institutions and civil society organizations. The analysis considers the dual role of social media as a site for civic engagement and a channel for disaffection with formal authority. Using data from the Asian Barometer, the findings show that political expression on social media is associated with lower trust in governance institutions and higher trust in …


Investigating The Impacts Of Facial Gestures On Global Participants’ Perception Of The Speaker, Perception Of The Message, Emotional Responses, And Engagement During Video Conferencing, Hanan Mohammed Alghamdi Dec 2025

Investigating The Impacts Of Facial Gestures On Global Participants’ Perception Of The Speaker, Perception Of The Message, Emotional Responses, And Engagement During Video Conferencing, Hanan Mohammed Alghamdi

Theses and Dissertations

Facial expressions play a crucial role in shaping communication and emotional understanding during virtual interactions. This study investigated how facial expressions influence participants’ perceptions of the speaker, perceptions of the message, emotional responses, and engagement during video conferencing across diverse cultural contexts. A hybrid experimental design was implemented using self-administered questionnaires to collect quantitative data and examine cause-and-effect relationships. Participants were randomly assigned to one of three facial-expression conditions Positive (smiling and joyful), Negative (angry or nervous), or Neutral (expressionless) and viewed speakers representing three ethnic backgrounds: White American, Black American, and Middle Eastern. Using a seven-point semantic differential scale, …


African American Women And Blogs: The Allure Of Culture-Specific Beauty Blogs, Kalari Flotree Dec 2025

African American Women And Blogs: The Allure Of Culture-Specific Beauty Blogs, Kalari Flotree

Dissertations and Doctoral Documents, University of Nebraska-Lincoln, 2023–

The purpose of this qualitative, multi-case study was to explore the identity-related dress and appearance management implications of culture-specific beauty blog readership. The study was informed by three research questions: (a) Why and how do African American women seek out culture-specific beauty blogs? (b) What roles do African American women assume while engaging with culture-specific beauty blog communities? (c). How do African American women use culture-specific beauty blog content to inform identity-related processes of appearance management and dress?

The sample of this multiple-case study included nine participants, each representing a distinct case. Data were collected through individual, semi-structured, in-depth interviews, …


Brands & Virtual Personas: How Virtual Influencer Types Impact Brand Awareness, Carol Calderon Ambelis Dec 2025

Brands & Virtual Personas: How Virtual Influencer Types Impact Brand Awareness, Carol Calderon Ambelis

Department of Textiles, Merchandising and Fashion Design: Dissertations, Theses, and Student Research

As social media continues to shape how consumers interact with brands, virtual influencers (VIs) have emerged as a new type of digital celebrity. While previous research has explored how VIs contribute to brand image and awareness, there has been limited attention on how different types of VIs, both anime-like and human-like, affect consumer perceptions across different markets. This study examines how these two types of VIs impact relatability, aspiration, and brand awareness, with a focus on the differences between luxury and mass market. Using a within-subjects experimental design, this study recruited 574 participants with social media experience using MTurk. The …


Reading The Romance Reader: Booktok, Algorithmic Subjugation, And The Fight For Cultural Legitimacy, Emily Maranto Hill Dec 2025

Reading The Romance Reader: Booktok, Algorithmic Subjugation, And The Fight For Cultural Legitimacy, Emily Maranto Hill

Communication & Theatre Arts Theses

This thesis examines the transformation of romance reader identity through the lens of BookTok, investigating how digital platforms grant cultural legitimacy while simultaneously subjugating community practices to algorithmic control. Romance readers historically developed emotional labor practices, counter-public formation strategies, and fan-driven meaning-making to resist decades of cultural marginalization. Through analysis of TikTok's platform attributes, user behaviors, and the viral Tillie Cole controversy, this study traces how BookTok converts these resistant practices into behavioral data optimized for engagement rather than authentic discourse. The research employs theoretical frameworks including Janice Radway's ethnographic analysis, Shoshana Zuboff's surveillance capitalism, Nick Srnicek's platform capitalism, and …