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Full-Text Articles in Business

How Gyms Should Use Commitment Devices: The Role Of Deposit Contracts In Attracting Consumers, Zehua Hei, Alan Morse Jun 2026

How Gyms Should Use Commitment Devices: The Role Of Deposit Contracts In Attracting Consumers, Zehua Hei, Alan Morse

Global Sport Business Journal

Amid growing health concerns, increased competition among fitness centers, and declining staff-to-customer ratios, gym operators are seeking effective ways to reduce customer attrition. Drawing on Prospect Theory, this study examines how commitment devices in gym promotions (e.g., deposit contracts and transformation challenges) influence consumers’ intentions to join a gym. Two experiments with 609 participants (Study 1 = 204; Study 2 = 405) investigated the mediating role of perceived attractiveness and the moderating role of contractual flexibility. Results indicate that membership options incorporating a commitment device were perceived as more attractive, leading to stronger registration intentions. However, this effect was observed …


Algorithmic Monocultures In Hiring, Rishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Saul Jurafsky, Percy Liang Jun 2026

Algorithmic Monocultures In Hiring, Rishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Saul Jurafsky, Percy Liang

Economics Faculty Articles and Research

Many employers screen job applicants with algorithms built by the same few algorithm vendors. We hypothesize that algorithmic monoculture leads to the same individuals and members of the same racial groups facing rejection. We acquire and analyze a novel dataset of 3 million applicants submitting 4 million applications where all the applications are screened by algorithms built by the same vendor. We find clear racial disparities in applicant outcomes. Of all applications submitted by Asian and Black applicants, 14.74% and 25.87% are submitted to positions that adversely impact Asian and Black applicants, respectively, according to U.S. employment discrimination standards. Individuals …


Deep Analysis In Excel Without Vba: Creating Transparent Portable User-Defined Functions With =Lambda, Tom Arnold, Timothy Falcon Crack Jun 2026

Deep Analysis In Excel Without Vba: Creating Transparent Portable User-Defined Functions With =Lambda, Tom Arnold, Timothy Falcon Crack

Finance Faculty Publications

Please note that this paper has been accepted for publication in the Journal of Wealth Management and hence only the abstract is currently available here.

You can exploit your current knowledge of Excel's formula language to build customized Excel functions. These user-defined functions are so fast and transparent that they may be useful for validating AI answers or replacing them altogether. You can now use loops that previously required VBA or JavaScript. The functions use Excel's new =LAMBDA and =MAKEARRAY functions. You can assign personalized names to functions and their input variables, and they are portable between Workbooks. We present …


Legacy Vs. Luxury: Generational Stadium Design And Fan Perceptions In Professional Sport, Joshua Greer, Tim Wilson Jun 2026

Legacy Vs. Luxury: Generational Stadium Design And Fan Perceptions In Professional Sport, Joshua Greer, Tim Wilson

Global Sport Business Journal

This study examines whether generational differences in National Football League (NFL) stadium design influence fans' evaluations of venue quality, addressing a gap in the sport management literature on the relative importance of modernization versus heritage in shaping spectator satisfaction. Drawing on the sportscape framework and environmental psychology, the study analyzes 539,660 fan-generated online reviews from across 30 NFL stadiums. Composite satisfaction scores were calculated and used to assess relationships among stadium age, capacity, and perceived quality.

Results indicate no statistically significant difference in satisfaction between legacy stadiums (opened before 2000) and new-generation venues (opened in 2000 or later). Although legacy …


A Qualitative Analysis Of The Financial Issues Facing Division Ii And Division Iii Intercollegiate Athletics, Michael G. Fraina Iii, Tyler J. Ratts, Eric Forsyth, Lana Huberty, Madison Demaio Jun 2026

A Qualitative Analysis Of The Financial Issues Facing Division Ii And Division Iii Intercollegiate Athletics, Michael G. Fraina Iii, Tyler J. Ratts, Eric Forsyth, Lana Huberty, Madison Demaio

Global Sport Business Journal

With increasing costs and decreasing funding (Zvosec & Baer, 2022), the evolution of college athletics has altered the financial realities facing athletic departments (Elliott et al., 2026). To maintain operations, athletic directors are now tasked with identifying new revenue streams and becoming creative in how they manage their budgets. Research in intercollegiate sport has traditionally focused on Division I athletics. However, given the role of Division II and Division III programs, especially in driving enrollment at their institutions, further understanding of the current financial environment facing these schools is needed. The purpose of this qualitative study was to examine the …


Patterns In Emotional Labor Outcomes: Assessing Seasonal Cycles Of Burnout In Minor League Sport Employees, Mandy Barefoot, Mike Martinez Jun 2026

Patterns In Emotional Labor Outcomes: Assessing Seasonal Cycles Of Burnout In Minor League Sport Employees, Mandy Barefoot, Mike Martinez

Global Sport Business Journal

Burnout, characterized by emotional exhaustion, depersonalization, and reduced personal accomplishment (Kristensen et al., 2005), is a growing concern among sport employees, with research documenting high levels of emotional strain, role conflict, and turnover intentions in collegiate and professional sport settings (Taylor et al., 2019; Weight et al., 2021). Although burnout is often examined as a stable condition, little attention has been given to how the cyclical nature of the sport calendar may shape its development over time.

This study examines burnout among middle managers in minor league baseball and hockey through the lens of Affective Events Theory, exploring how seasonal …


Résumé Redesign: An Experiential Assignment Using Ai Applicant Tracking Systems, Rachel Dolechek, Karen Mccullough Jun 2026

Résumé Redesign: An Experiential Assignment Using Ai Applicant Tracking Systems, Rachel Dolechek, Karen Mccullough

Applied Business Faculty Publications

The Résumé Redesign exercise equips business communication students with essential job search competencies through an experimental approach to résumé design. Grounded in contemporary research on AI literacy and résumé design, this assignment incorporates an AI-powered résumé scanner alongside faculty feedback to strengthen students’ understanding of formatting, mechanics, and audience adaption. Survey results from 136 student respondents indicate the AI feedback to be clear and helpful. This exercise offers flexibility for in-person and online learning environments to enhance a résumé assignment and introduce students to AI-mediated recruitment practices, while maintaining the critical role of human review in the résumé evaluation.


Expansion, Diversification, And Delinquency In Indonesian Fintech Lending Platforms, Muhammad Miqdad Robbani, Megat Nagainaka, Mahanani Margani Jun 2026

Expansion, Diversification, And Delinquency In Indonesian Fintech Lending Platforms, Muhammad Miqdad Robbani, Megat Nagainaka, Mahanani Margani

Bulletin of Monetary Economics and Banking

This study examines the impact of loan expansion and diversification strategies on credit risk in Indonesia’s fintech lending sector using panel data from 102 registered platforms between 2022 and 2025. Employing fixed-effects regression models, we analyse how loan growth and diversification influence delinquent loans. The findings reveal a non-linear relationship between loan growth and delinquent loans, implying that while moderate expansion reduces risk, excessive growth is associated with increased credit defaults, and diversification is not significant. These findings emphasise the importance of prudent growth and targeted risk management to ensure the sustainability of the fintech lending ecosystem.


Childcare: What Utahns Need To Know, Brie Sparks, Susan R. Madsen Jun 2026

Childcare: What Utahns Need To Know, Brie Sparks, Susan R. Madsen

Marketing and Strategy Faculty Publications

Research shows Utah families struggle to find childcare that is accessible, affordable, and high-quality. Costs are high, yet childcare workers earn far below sustainable wages, creating an imbalance that makes it difficult for providers to stay open and for families to find care. As a result, many parents reduce work hours or leave the workforce, even though most households rely on two incomes. Limited childcare and preschool access also means many children miss critical learning opportunities for kindergarten readiness. Childcare is a critical issue Utahns must address to support family stability, strengthen the workforce, and promote positive outcomes for children …


The Determinants Of Internal Audit Quality: The Mediating Effect Of Internal Auditors’ Competency, Liu Yanyan Jun 2026

The Determinants Of Internal Audit Quality: The Mediating Effect Of Internal Auditors’ Competency, Liu Yanyan

Student Works (2020-2029)

In the context of China’s evolving corporate governance landscape, internal audit (IA) functions are increasingly expected to enhance organizational accountability and risk control. However, many listed firms continue to face challenges in achieving consistently high-quality audit outcomes. This study investigates how four determinants-management support, support and acceptance by auditees, interdepartmental coordination, and external audit cooperation-influence internal audit quality (IAQ), with the internal auditors’ competency acting as a mediating mechanism, rather than conflating competence with audit effectiveness. Using a cross-sectional and quantitative research design, data were collected from 200 internal audit and audit-related professionals from Chinese A-share listed companies, including internal …


Does Green Electricity Mitigate Carbon Emission Externalities? Industry-Specific Effects On Firm Profitability, Operational Efficiency, Valuation, And Market Risk In Taiwan Listed Companies, Mutiara Eka Puspita, Wei Hwa Pan, Bon Long Hsia, Huynh Phu Tan Jun 2026

Does Green Electricity Mitigate Carbon Emission Externalities? Industry-Specific Effects On Firm Profitability, Operational Efficiency, Valuation, And Market Risk In Taiwan Listed Companies, Mutiara Eka Puspita, Wei Hwa Pan, Bon Long Hsia, Huynh Phu Tan

Bulletin of Monetary Economics and Banking

his study explores the relationship between carbon emissions and firm financial performance across industries and how green electricity adoption moderates this effect. Using 9,925 firm-year observations from the Taiwan Economic Journal, we estimate panel regressions and compare Fixed Effects robust and Driscoll-Kraay (1998) standard errors to ensure robustness. Two-way and three-way interaction models reveal a green electricity paradox: biotech firms benefit, while financial and high-tech sectors decline. These findings highlight the need for sector-specific ESG investment models and tailored policy support to ensure an equitable green transition. The study contributes by integrating environmental-financial dynamics with industry heterogeneity in emerging markets


Bank Stability Under Global Risk Uncertainty: The Interplay Of Internal Characteristics And External Regulatory Environment, Erfan Rachmadi, Bowo Setiyono, Bimo Saktiawan, Muizzuddin Muizzuddin Jun 2026

Bank Stability Under Global Risk Uncertainty: The Interplay Of Internal Characteristics And External Regulatory Environment, Erfan Rachmadi, Bowo Setiyono, Bimo Saktiawan, Muizzuddin Muizzuddin

Bulletin of Monetary Economics and Banking

This study examines the impact of global political and climate uncertainty on bank stability, utilizing panel data from 604 banks across 40 countries during the period 2011–2022. Through fixed effects and difference GMM methodologies, the analysis reveals that both geopolitical and climate risks adversely affect bank stability. Notably, tightening governance creates a ‘regulatory compliance paradox’ which leads to lower climate readiness and bank stability. We also identified that capital buffers matter in enhancing bank readiness to face geopolitical and climate uncertainty. However, efficiency plays a dual role. In times of geopolitical risk, it is necessary, but we also can’t achieve …


A Smart Contract Framework For Project Financing In Gold Mining Operations: Implications For Improved Financial Forecasting, Silvia Lydia Priskilla, Mohammed Ali Berawi, Mustika Sari Dr. Jun 2026

A Smart Contract Framework For Project Financing In Gold Mining Operations: Implications For Improved Financial Forecasting, Silvia Lydia Priskilla, Mohammed Ali Berawi, Mustika Sari Dr.

Smart City

Gold mining projects are characterized by high capital intensity and significant operational variability, making financial forecasting particularly sensitive to the quality and timing of cash-flow data. In practice, conventional financing systems rely on multi-stage administrative processes that create delays between work completion and payment realization, reducing the reliability of financial records used for investment evaluation.

This study aims to develop a smart contract-based financing framework to improve the accuracy of profitability projections in gold mining projects. A case study approach is employed using operational and financial data from a mining project in Sumatra over the period 2023–2026. The analysis combines …


To What Extent Could Quantum Computing Pose A Threat To Global Modern Data Security?, Aniket Maheshwari Jun 2026

To What Extent Could Quantum Computing Pose A Threat To Global Modern Data Security?, Aniket Maheshwari

Journal of Cybersecurity Education, Research and Practice

Quantum computing has emerged as a transformative technology with the potential to fundamentally disrupt modern cryptographic systems that underpin global data security. This paper examines the extent to which quantum computing could pose a threat to modern global data security by synthesising existing technical, institutional, and policy-oriented literature. Drawing on a narrative review of scholarly research, industry reports, and government frameworks, the analysis focuses on the implications of quantum algorithms such as Shor’s and Grover’s, which challenge the mathematical foundations of widely used cryptographic schemes. The findings suggest that while quantum computing presents a credible long-term threat to asymmetric encryption …


Single Mothers: What Utahns Need To Know, Brie Sparks, Susan R. Madsen Jun 2026

Single Mothers: What Utahns Need To Know, Brie Sparks, Susan R. Madsen

Marketing and Strategy Faculty Publications

Single mothers represent a significant and growing share of families in Utah and across the United States, yet they face distinct structural, economic, and social challenges that impact both family well-being and broader community outcomes. While single mothers play a critical role as primary caregivers and contributors to the workforce, data show that they are disproportionately affected by poverty, barriers to education, employment instability, and mental health challenges. At the same time, research has found that when systems, policies, and communities effectively support parents raising children alone, outcomes improve for families as well as for the long-term strength of the …


Strategic Dimensions Of Artificial Intelligence: Development Globalization, Investment Dynamics, And Firm Performance, Alysson Silveira Jun 2026

Strategic Dimensions Of Artificial Intelligence: Development Globalization, Investment Dynamics, And Firm Performance, Alysson Silveira

USF Tampa Graduate Theses and Dissertations

Artificial Intelligence (AI) is quickly changing the competitive landscape of most industries, and understanding how to incorporate this technology into products, services, and processes is becoming crucial for firms. This dissertation presents three studies that address different strategic challenges that arose with the unfolding of AI. First, I study how multinational enterprises globalize the development of AI. I argue that concentrating AI development or globalizing it has different implications for supply chain responsiveness and operations complexity. I use a combination of a rare dataset on software presence across 45 countries and financial data to show that AI development globalization has …


Impact Of Ncaa Football Bowl Subdivision Reclassification On Universities, Kyle Shaffer Jun 2026

Impact Of Ncaa Football Bowl Subdivision Reclassification On Universities, Kyle Shaffer

Student Theses and Dissertations

Increasingly universities are leaving the lower Football Championship Series (FCS) for the potentially greener pastures of the Football Bowl Subdivision (FBS), but are they really greener? Is bigger always better? Since 2008, there have been 17 universities that have reclassified to the NCAA FBS subdivision. The purpose of this study was to study NCAA FCS to FBS reclassification from 2008 to 2023 to research the athletics and non-athletics related impacts that occurred and what factors most influenced the universities in the sample to choose to pursue reclassification. The study used a quantitative approach to more holistically research the impact of …


Influences Of Transformational Leadership Mixed With Contemporary Practices Among High School Coaches: A Qualitative Exploratory Study, Kylene M. Brewton Jun 2026

Influences Of Transformational Leadership Mixed With Contemporary Practices Among High School Coaches: A Qualitative Exploratory Study, Kylene M. Brewton

Student Theses and Dissertations

This qualitative study examined factors influencing transformational leadership (TL) among high school coaches. Although previous research shows that TL improves athlete performance, emotional development, and team cohesion, little attention has been paid to how TL skills develop in secondary school sports, specifically to be used by coaching staff. Using Bass and Avolio’s four “I’s” framework—idealized influence, inspirational motivation, intellectual stimulation, and individualized consideration—the study explored the impact of gender, coaching experience, sport coached, and mentorship on TL practices. Ten high school coaches from the mid-southern United States participated in three rounds of interviews using the Differentiated Transformational Leadership Inventory (DTLI). …


Sexual Harassment: What Utahns Need To Know, Brie Sparks, Susan R. Madsen Jun 2026

Sexual Harassment: What Utahns Need To Know, Brie Sparks, Susan R. Madsen

Marketing and Strategy Faculty Publications

Sexual harassment and gender-based discrimination are ongoing challenges that affect individuals, workplaces, and communities across Utah. When individuals experience harassment, unfair treatment, or marginalization due to gender, their sense of safety, confidence, and self-worth are diminished. These experiences disproportionately impact women, particularly in settings where they are underrepresented or face unequal power dynamics. Addressing these issues requires a shared commitment to creating respectful environments that support the well-being and success of all Utahns.


Hiring Trends In The Hotel Industry Post-Covid-19: Human Resource Professionals’ Perspectives, Anthony Liu Jun 2026

Hiring Trends In The Hotel Industry Post-Covid-19: Human Resource Professionals’ Perspectives, Anthony Liu

JWU Dissertations & Theses

The U.S. hotel industry experienced severe workforce disruption following the COVID-19 pandemic, including layoffs, employee exits, persistent labor shortages, and shifting employee expectations (Baum et al., 2020; Ghani et al., 2022; Kwok, 2022; Liu-Lastres et al., 2023). Although hotels increased wages, expanded scheduling flexibility, and improved benefits, many hotels continued to experience staffing shortages that affected recruitment, retention, operational efficiency, and service delivery (AHLA, 2024b; Aksoy et al., 2022; Ghani et al., 2022). Existing research has examined employee outcomes and organizational responses; however, limited empirical attention has been given to hotel HR professionals’ experiences and perspectives on post-pandemic hiring …


A System Dynamics Perspective Of User Adaptation: The Case Of Exoskeleton Technology, Enzo Novi Migliano Jun 2026

A System Dynamics Perspective Of User Adaptation: The Case Of Exoskeleton Technology, Enzo Novi Migliano

USF Tampa Graduate Theses and Dissertations

Technology implementation is a common occurrence in organizations to which workers must adapt. Although research on workers' technology acceptance is widely spread, research on the workers' technology adaptation process is less represented in the literature. The discrepancy in the literature permeates research on new technologies currently being implemented in organizations, such as occupational exoskeletons. As in other technologies, the variance research perspective dominates the literature on exoskeleton implementations. The current thesis aims to foster process research by formalizing the coping model of user adaptation (Beaudry & Pinsonneault, 2005) and exploring research questions regarding workers' adaptation to general technology and exoskeletons. …


Corporate Eldercare Responsibility: Forging A Strategic Approach To Sustaining Work–Care Balance, Kazunori Kobayashi, Gabriel Eweje, Mayowa Babalola, Tazeeb Rajwani Jun 2026

Corporate Eldercare Responsibility: Forging A Strategic Approach To Sustaining Work–Care Balance, Kazunori Kobayashi, Gabriel Eweje, Mayowa Babalola, Tazeeb Rajwani

Research outputs 2022 to 2026

Purpose – Population ageing is intensifying pressures on employees with eldercare responsibilities, yet eldercare remains weakly addressed within corporate social responsibility (CSR) and business strategy research. This study aims to examine how firms strategically respond to these emerging pressures and develops the concept of corporate eldercare responsibility. Design/methodology/approach – The study draws on qualitative interviews with senior managers in large Japanese corporations. The analysis focuses on how firms interpret eldercare-related challenges and translate them into organisational responses within existing employment and CSR strategy frameworks. Findings – The findings identify two distinct CSR logics shaping organisational responses. Provision-focused practices extend supports …


Surviving And Thriving: The Indigenous Migrant, Danna Guzman-Rodriguez Jun 2026

Surviving And Thriving: The Indigenous Migrant, Danna Guzman-Rodriguez

Honors Theses

This literature and cultural study highlights the generation of children of indigenous immigrants and the relationship with their indigenous identity and culture. This unique experience is complex and encapsulates issues such as indigenous cultural survival, homogeneity, globalization, and lack of cultural identity. Exploring the Totonac community in La Chaca, Veracruz in Mexico, allows for a deeper explanation of this experience. Speakers of Totonac and other indigenous languages often migrate to countries such as the United States and carry such cultural ties with them. What happens to these ties after moving to a Western-dominated country where globalization favors English and Western …


Get Ready To Lead: Human-Centered Leadership In An Ai-Driven World, Ellen Ramsey Jun 2026

Get Ready To Lead: Human-Centered Leadership In An Ai-Driven World, Ellen Ramsey

Faculty and Staff Publications & Presentations

As AI becomes increasingly integrated into our daily lives, online students continue to seek instructors who consistently appear, genuinely care about them as individuals, and provide guidance, challenge, and support. AI tools can help with speed and structure, but human-centered leadership keeps connection and meaning at the forefront of the learning experience. 

This interactive workshop invites online instructors and faculty leaders to explore how human-centered leadership can support their teaching in the middle of rapid technological change.

Grounded in a six-pillar leadership model that encompasses conscious self-awareness, relational intelligence, ethical influence, adaptive growth, transparent communication, and empowered action, this session …


Wearable Technology For Depression Assessment: A Scoping Review Of Datasets, Ml Tlachac, Hayley K. Elsbree, Michael V. Heinz Jun 2026

Wearable Technology For Depression Assessment: A Scoping Review Of Datasets, Ml Tlachac, Hayley K. Elsbree, Michael V. Heinz

Information Systems and Analytics Department Faculty Journal Articles

As wearable technology continues to develop, wearable devices are becoming more common and being increasingly used to collect datasets for depression assessment. Documenting the collection procedures, recruitment strategies, and demographics of these datasets is important to allow for synthesis across the datasets and uncover common limitations. As such, in this scoping review, we identify 80 observational datasets collected by wearable devices through the start of 2025 that can be used for depression assessment. Of the 80 datasets, 50% used an actigraph and 47.5% used other wristbands. These wearable devices were used to collect activity, sleep, and heart rate for 87.5%, …


Successful Organizational Performance With The Influence Of Cultural Diversity On Leadership, Amelia Diann Smalls Jun 2026

Successful Organizational Performance With The Influence Of Cultural Diversity On Leadership, Amelia Diann Smalls

Doctoral Dissertations and Projects

Organizations increasingly rely on culturally diverse teams to support global collaboration and innovation. However, many organizations continue to struggle to translate workforce diversity into improved communication, team cohesion, and performance outcomes. This study examines how leadership behaviors influence communication dynamics and relational processes within culturally diverse teams in multinational organizational environments. Guided by transformational leadership theory, servant leadership theory, and leader–member exchange (LMX) theory, the research explores how leadership practices shape communication clarity, team cohesion, and organizational effectiveness. A qualitative research design supported by descriptive survey data was employed. Data was collected from 33 professionals working in multinational organizational contexts …


The Lived Experience Of Inconsistent Legal Recognition: A Phenomenological Study Of Job Burnout And Moral Injury In Florida Correctional Officers, Jeffrey A. Snipes Jun 2026

The Lived Experience Of Inconsistent Legal Recognition: A Phenomenological Study Of Job Burnout And Moral Injury In Florida Correctional Officers, Jeffrey A. Snipes

Doctoral Dissertations and Projects

This qualitative transcendental phenomenological study investigates the lived experiences of Florida correctional officers (FCOs) regarding inconsistent legal recognition and the divergence between functional mandates and legislative definitions. Utilizing Dr. Jonathan Shay’s moral injury framework, this research explores how statutory marginalization functions as a precursor to burnout. A transcendental phenomenological research design was employed; 21 officers were screened using the Maslach Burnout Inventory (MBI-HSS) followed by semi-structured interviews with a nine-participant subsample.

Data analysis followed Creswell’s spiral procedures to identify themes describing the essence of these experiences. Findings suggest that inconsistent recognition as first responders catalyzes moral injury, exacerbating burnout and …


Bridging The Visibility Gap: Advancing Radio Frequency Identification Integration For Customer-Facing Supply Chain Transparency And Operational Efficiency, Henry Steven Groulx Jun 2026

Bridging The Visibility Gap: Advancing Radio Frequency Identification Integration For Customer-Facing Supply Chain Transparency And Operational Efficiency, Henry Steven Groulx

Doctoral Dissertations and Projects

This study examined a persistent challenge in operations management, the gap between the internal capabilities of Radio Frequency Identification (RFID) systems and their limited external application in customer-facing and supply network contexts. Grounded in a constructivist-pragmatic perspective and guided by adaptive structuration theory, the research employed an exploratory qualitative multiple-case study design across six manufacturing and logistics organizations. Data were collected through 24 semi-structured interviews, organizational documents, and operational artifacts, which were triangulated to support robust analysis. Findings indicated that RFID systems effectively supported internal operations, including inventory accuracy, process control, and exception management. However, their value diminished when extended …


Aligning Sport Management Programs With The Evolving Needs Of Hopeful Intercollegiate Athletic Administrators., Kelly P. Elliott, Don Rockey Jun 2026

Aligning Sport Management Programs With The Evolving Needs Of Hopeful Intercollegiate Athletic Administrators., Kelly P. Elliott, Don Rockey

The COSMA Journal

Pathways to becoming an Athletic Director (AD) vary considerably across intercollegiate athletics, highlighting the need for sport management programs to better align academic preparation with evolving professional expectations. While prior research has explored AD roles across NCAA divisions, limited attention has been given to how academic curricula and experiential learning opportunities support students pursuing these careers. This study examines differences in sport management curricula and experiential offerings across programs affiliated with Division I FBS, Division I FCS, Division II, Division III, and NAIA institutions. Two research questions guided the study: (1) What differences exist in required coursework across divisions? and …


Adaptive Intervention Strategies In Co-Evolving Multiplex Networks: A Reinforcement Learning Approach To Real-Time Misinformation Containment, Anjali Ashokrao Bhadre Dr., Harshvardhan Prabhakar Ghongade Dr. Jun 2026

Adaptive Intervention Strategies In Co-Evolving Multiplex Networks: A Reinforcement Learning Approach To Real-Time Misinformation Containment, Anjali Ashokrao Bhadre Dr., Harshvardhan Prabhakar Ghongade Dr.

Northeast Journal of Complex Systems (NEJCS)

The growing transmission of misinformation via social media creates serious challenges to public health, democracy and social cohesion. To date, methods used to contain misinformation rely upon static representations of networks and set rules for interventions. In contrast, this study presents the first Multiplex Adaptive Reinforcement Intervention Network (MARIN), a framework for real-time adaptive intervention in the context of dynamic misinformation transmission using co-evolving multiplex networks and deep reinforcement learning. Unlike past studies that have assumed static network structures, MARIN has the ability to allow for dynamic changes in network topology as a result of both misinformation transmission and intervention …