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Developing Identity After Goodbye: Social Identity Theory And How Adolescent Survivors Navigate Suicide Loss, Elizabeth Susan Lawton Jan 2026

Developing Identity After Goodbye: Social Identity Theory And How Adolescent Survivors Navigate Suicide Loss, Elizabeth Susan Lawton

Graduate Student Theses, Dissertations, & Professional Papers

Adolescents who lose a loved one to suicide, known as suicide-loss survivors, face a disruption to identity development, a life stage defined by identity formation (Adler et al., 2018) and group belonging (Pittman & Richmond, 2008). Suicide bereavement is complicated not only by grief but also by stigma, which can fracture social ties and undermine self-concept. Social identity theory (SIT) provides a framework for examining how young adults, now ages 18 to 30, reconstruct their social identities after experiencing suicide loss in adolescence. Research in other stigmatized contexts shows that adopting positive in-group identities can buffer against stigma and protect …


The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley Jan 2026

The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley

Williams Honors College, Honors Research Projects

This research project explores how the lived experience of having an immediate family member with a substance use disorder (SUD) influences a person’s perceptions, attitudes, and behaviors related to substance use. Rather than focusing on the individual diagnosed with SUD, the study examines the reciprocal impact on family members within the social subsystem. Using a quasi-experimental design, the project will compare participant responses using with and without a familial connection to SUD. Data will be collected through Qualtrics surveys distributed via SONA. These measures will record demographic information, personal substance use habits, attitudes toward addiction, perception of substance use disorders, …


Gen Z Perspectives On Mental Health Service Interaction: A Qualitative Content Analysis Of Reddit Discourse, Victor A. Aguiar Jan 2026

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, …


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 …


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, …


Mapping Multiclass-Targeted Hate Speech In Online Discourse: An Open Dataset, Sanaa Kaddoura, Sumaia Al-Kohlani Jan 2026

Mapping Multiclass-Targeted Hate Speech In Online Discourse: An Open Dataset, Sanaa Kaddoura, Sumaia Al-Kohlani

All Works

Online social networks have become central spaces for public discourse, where hostile and discriminatory language toward social groups can cause psychological and social consequences for marginalized communities. Although multiple public hate speech datasets are available, many rely on binary categorization practices that obscure linguistic, cultural, and contextual variation across targeted groups. As a result, minority and less visible forms of hate speech remain insufficiently documented and analyzed. This discussion paper examines methodological limitations in existing hate speech annotation schemes and presents a re-annotation framework applied to the HatEval2019 dataset. The proposed framework introduces target-specific multiclass labels that distinguish subcategories of …


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 Jan 2026

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, …


Exploring African Students’ Experiences With Culturally Responsive Mental Health Apps In The U.S., Emelia Essumanba-Josiah Jan 2026

Exploring African Students’ Experiences With Culturally Responsive Mental Health Apps In The U.S., Emelia Essumanba-Josiah

Graduate Research Theses & Dissertations

Digital mental health applications have proven to be effective, yet adoption remains very low among African international students in the United States. This study investigated how 17 university students perceive the usefulness of mental health apps, evaluate existing tools through their cultural lens, and recommend what a culturally responsive app would look like – all through a semi-structured interview with an app exploration exercise at a Midwestern public university. Guided by the Technology Acceptance Model and the African-Centered Wellness Model, there were six (6) key themes that emerged revealing participants carried skewed pre-migration mental health frameworks, dealt with their stressors …


Industrial And Organizational Psychology Researchers’ Positive And Negative Experiences With The Peer-Review Process, Alexa Weaver Jan 2026

Industrial And Organizational Psychology Researchers’ Positive And Negative Experiences With The Peer-Review Process, Alexa Weaver

Honors Undergraduate Theses

Peer review plays a critical role in advancing the field of psychology; however, limited empirical research has examined psychologists’ experiences with the peer review process. The present study investigated both positive and negative peer review experiences among industrial and organizational (I/O) psychologists and assessed the prevalence of specific reviewer behaviors. A two-phase survey design was administered via Qualtrics. Study 1 employed open-ended questions to identify recurring themes in researchers’ experiences with peer review. Thematic analysis revealed distinct positive and negative patterns of reviewer behavior, which informed the development of Study 2.

Study 2 quantitatively assessed the prevalence of behaviors associated …


Life In Laughter: Comedy’S Impact On Student Health And Success, Julia Weinstein Jan 2026

Life In Laughter: Comedy’S Impact On Student Health And Success, Julia Weinstein

Honors Undergraduate Theses

College students face rising rates of anxiety, depression, and stress, highlighting the need for accessible, stigma-free wellness interventions. While comedy is often seen as entertainment, research indicates laughter produces measurable psychological and physiological benefits, including reduced cortisol and increased endorphins. Life in Laughter, a creative-research hybrid project, investigates how live and digital comedy experiences affect college students’ mood, stress, and sense of belonging. Using mixed methods, data were collected through anonymous audience surveys, app-based reflections via JoyScroll, and interviews, supplemented by a mini-documentary. Findings suggest humor functions as both an emotional regulation tool and a means of fostering …


Impact Of Father-Daughter Communication And Conflict In Emerging Adulthood, Scarlett E. Gomez Jan 2026

Impact Of Father-Daughter Communication And Conflict In Emerging Adulthood, Scarlett E. Gomez

Honors Undergraduate Theses

This paper investigated how father-daughter communication patterns, motives, and conflict styles related to daughters’ perceived satisfaction in their relationship during emerging adulthood. Undergraduate participants were involved in an online survey assessing family communication patterns theory, interpersonal communication motives, conflict resolution styles, and father-daughter satisfaction. Bivariate correlations and mean comparisons were primarily relied on for analysis, with a sample size of one hundred thirty-eight undergraduate participants. Results showed that a more open family communication pattern such as the conversation orientation, was positively associated with daughters’ perceived satisfaction of the relationship. A more obedient-focused environment such as the conformity orientation was negatively …


The Impact Of Social Media Movements On Policy Changes Made In The United States, Michelle Levy Korine Jan 2026

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 Jan 2026

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 …


A Qualitative Analysis Of Youtube-Based Dietary Messaging On Type 2 Diabetes For South Asians, Sukhmani K. Dhaliwal Jan 2026

A Qualitative Analysis Of Youtube-Based Dietary Messaging On Type 2 Diabetes For South Asians, Sukhmani K. Dhaliwal

Honors Undergraduate Theses

While South Asians experience a disproportionately high risk of Type 2 Diabetes Mellitus (T2DM), culturally tailored dietary guidance remains limited within healthcare settings. As digital platforms increasingly serve as sources of health information, YouTube has grown as a prominent space for the publishing and consumption of dietary advice. This study examines how diet-related messaging about T2DM is communicated in YouTube videos directed at South Asian populations.

Using qualitative thematic analysis, 21 videos published between 2016 and 2025 by influencers with a wide reach were analyzed. Videos were selected based on relevance to South Asian audiences, focus on dietary management of …


Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen Jan 2026

Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen

Journal of International Technology and Information Management

Digital piracy is a form of copyright infringement, and challenges persist in addressing it effectively. Accordingly, understanding why people engage in digital piracy is crucial. Although prior studies have examined digital piracy from multiple perspectives, existing studies on the explanatory factors of digital piracy remain fragmented. To address this research gap, this study develops an integrated model that incorporates key theoretical perspectives, neutralization theory, social learning theory, and the theory of planned behavior (TPB), along with key determinants including gender, age, and the technology factor. Rather than conducting a meta-analysis of previous studies, this study adopts a survey-based approach to …


Too Warm To Win Big? Unpacking The Backer Dynamics Behind Female Crowdfunding Success Using A Warmth And Competence Perspective, Dan Liu Jan 2026

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 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 …


Design Thinking For Corporate Social Responsibility Program Proposal Creation, Michelle "Mindy" D. Danovaro Jan 2026

Design Thinking For Corporate Social Responsibility Program Proposal Creation, Michelle "Mindy" D. Danovaro

University of the Pacific Theses and Dissertations

This qualitative study used action research to explore how the use of design thinking engaged employees in the creation of a corporate social responsibility (CSR) program proposal in a small- to medium-enterprises (SME) in the Sacramento region of California. The purpose of the study was to assess whether employee participation in a design thinking exercise could improve employee perception of engagement, inclusion, and reciprocity during the CSR program proposal creation. The study was grounded in social exchange theory, stakeholder theory, and design thinking methodologies. The iterative research process followed action research cycles (i.e., plan, act, observe, and reflect) integrated with …


Making Sense Of Membership: Organizational Socialization Of African Immigrant Employees In U.S. Workplaces, Ikeola J. Bodunde Jan 2026

Making Sense Of Membership: Organizational Socialization Of African Immigrant Employees In U.S. Workplaces, Ikeola J. Bodunde

Theses and Dissertations--Communication

This dissertation examines how African immigrant employees make sense of organizational socialization in U.S. workplaces. As global mobility reshapes the labor force, nearly one in five U.S. workers is foreign-born, making organizational socialization an increasingly complex communicative process. Classic socialization models assume linear, uniform adjustment, yet international employees often face ambiguity, cultural mismatch, and racialized expectations that complicate early workplace experiences. Guided by sensemaking theory, this study conceptualizes socialization as an ongoing, nonlinear process through which newcomers notice cues, construct interpretations, act on provisional understandings, and revise meanings as contexts shift. Using a qualitative, interpretive design, I conducted semi-structured interviews …


Educators' Uses Of Social Capital In K-12 Book Challenges, Danielle E. Sachdeva, Sue C. Kimmel Jan 2026

Educators' Uses Of Social Capital In K-12 Book Challenges, Danielle E. Sachdeva, Sue C. Kimmel

STEMPS Faculty Publications

In this case study, we apply understandings of social capital informed by Pierre Bourdieu and Nan Lin to analyze how seven educators used their capital to navigate book censorship incidents in K-12 public schools. Our findings indicate that participants often used social capital to meet expressive goals, such as seeking support from others, and less often to meet instrumental goals like advocating for policies and legislation in support of students’ intellectual freedom. These findings have implications for practitioners, school administrators, and university faculty, especially now as an unprecedented number of books is being challenged in public institutions throughout the U.S.


Hot Topic Of The Cold War: Analyzing The Bomb In American Media During The Late Twentieth Century, Ryan Lambert Jan 2026

Hot Topic Of The Cold War: Analyzing The Bomb In American Media During The Late Twentieth Century, Ryan Lambert

Graduate Research Theses & Dissertations

This thesis explores nuclear war–related media (i.e., media involving “the Bomb”) from the late twentieth century, beginning in the early 1950s and ending in the late 1990s, although media from the 2000s and beyond are briefly touched on. Unlike other studies of nuclear war narratives, this analysis intends to explore this media through a rhetorical framework of an “eroding” society, and the “erosion” concepts of the 50s–70s paved the way for cumulative “erosion” storylines in the 80s (the height of the Cold War), and then “restoration” storylines in the 90s (after the end of the Cold War). This framework is …


Flirting Motivations Across Communication Media: Face-To-Face Versus Online Context, Charles Afful Maccarthy Jan 2026

Flirting Motivations Across Communication Media: Face-To-Face Versus Online Context, Charles Afful Maccarthy

Graduate Research Theses & Dissertations

This study examined whether individuals' motivations for flirting differ across communication contexts, specifically face-to-face and online interactions. Drawing on Henningsen’s (2004) six flirting motivations – relational, sexual, fun, esteem, instrumental, and exploring – and Walther’s (1996) Hyperpersonal Model, this research tested whether flirting motivations influence the choice of communication medium. Using a quantitative mixed-design approach, 103 participants were randomly assigned to reflect on either a face-to-face or online (social media) flirting experience and completed a structured questionnaire measuring the six motivations. Data were analyzed using a 2 (communication medium: face-to-face versus online) x 6 (motivation type) mixed ANOVA. Results revealed …


Participation, Danielle M. Pillet-Shore Jan 2026

Participation, Danielle M. Pillet-Shore

Faculty Publications

What does it take to participate in direct, naturally occurring social interaction? Conversation analytic (CA) studies reveal that “participation”—who participates, when, and how—is dynamic and locally, multimodally achieved by the people involved. Particularly in social situations when people are concurrently accessible to one another’s naked senses (Goffman, 1964), co-participation is enabled and performed through embodied and vocal resources including talk, gaze, facial displays, body orientation/posture, proximity, and gestures (e.g., M. H. Goodwin, 1999; C. Goodwin & M. H. Goodwin, 2005; Pillet-Shore, 2010; Sidnell, 2009). Using a multimodal CA lens, this chapter illuminates how “participation” is achieved in real-time, naturally occurring …


Bilingualsim In The Workplace: How Work Attitudes Influence Burnout And Turnover Intentions, Andrea Del Aguila Jan 2026

Bilingualsim In The Workplace: How Work Attitudes Influence Burnout And Turnover Intentions, Andrea Del Aguila

Honors Undergraduate Theses

Understanding whether language status functions as a risk or protective factor for employee well-being and retention is essential for developing organizational policies that support workers from varied demographic backgrounds. This study examined how work attitudes such as job satisfaction, organizational commitment, and work engagement are seen among bilingual and monolingual workers and how these outcomes relate to employee burnout and turnover intentions. An outside researcher from Talent Metrics Consulting collected data via an online survey utilizing previously validated measures of job satisfaction, organizational commitment, burnout, work engagement, and turnover intentions. Participants were recruited through online advertising and social sampling obtaining …


Algorhythm: Commodification Of Hobbies On Social Media Platforms, Fariha Ahmed Jan 2026

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 …


Assessing Sustainable E-Cigarette Prevention Messaging In Public Health Communication, Addo Anim Adinkrah Jan 2026

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 …


Assessing Global Citizenship Pathways In A Communication, Advocacy, And Global Citizenship Classroom In The Midwest, Satveer Kaur-Gill Jan 2026

Assessing Global Citizenship Pathways In A Communication, Advocacy, And Global Citizenship Classroom In The Midwest, Satveer Kaur-Gill

UNL Faculty Course Portfolios

To assess instruction in an undergraduate communication course titled Communication, Advocacy, and Global Citizenship, this qualitative inquiry examined how undergraduate students at a Midwest university engaged with global citizenship as a communicative process by conducting a content analysis of student assignments, guided by three key research questions formulated from four course objectives. The assessment found that place-based learning on global issues enhanced students' understanding of the meaning of global citizenship in a globalized world. Based on a qualitative evaluation of their key assignments, students successfully articulated threads and connections between local community concerns and issues as globally situated communicative phenomena. …


Artificial Intelligence Adoption Among Future Journalism And Mass Communications Professionals: A Tam-Based Approach To Students’ Generative Ai Adoption Intent, Chinwendu P. Akalonu Jan 2026

Artificial Intelligence Adoption Among Future Journalism And Mass Communications Professionals: A Tam-Based Approach To Students’ Generative Ai Adoption Intent, Chinwendu P. Akalonu

Journal of Communication Pedagogy

As artificial intelligence (AI) reshapes industries, journalism and mass communications professions are slowly adapting to these technologies. This study employs the Technology Acceptance Model (TAM) and AI-TAM frameworks to examine predictors of AI adoption intent among college students preparing for careers in the field. Survey results reveal that perceived usefulness, trust in AI output quality, organizational requirement, ethical awareness, and certain sociodemographic factors such as race predict AI adoption intent. Additionally, the study highlights differences in adoption intent among students in different subfields of mass communication, including journalism, advertising, and public relations. It underscores the importance of expanding traditional TAM-based …


Early Stem Impressions, Student Engagement, And Readiness For Digitalization, Myron Sheu Jan 2026

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, …