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Full-Text Articles in Entire DC Network
Changing Expectations In Higher Education Post-Pandemic, Gregory R. Mackinnon, Tyler Maclean, Mohamad El Maouch, William Yuan, Zhao Kaibin, Bi Dandan, Marwa Saab
Changing Expectations In Higher Education Post-Pandemic, Gregory R. Mackinnon, Tyler Maclean, Mohamad El Maouch, William Yuan, Zhao Kaibin, Bi Dandan, Marwa Saab
Journal of Global Education and Research
A sample of higher education students in Canada and China was surveyed and interviewed to ascertain any changes in their educational expectations given their experiences with emergency remote teaching during the pandemic. In addition, the instructors of these students were interviewed to corroborate student feedback. The research suggested that students in Canada and China expressed expectations of increased flexibility and improved pedagogy. Whereas Canadian students were overtly demanding of the instructor and the educational system, Chinese students were comparatively subtle in their expectation that the post-pandemic level of support be maintained. The primary concern of the Chinese cohort was a …
Examining The Effect Of Having A Disability On The College Experience, Grace Dudley
Examining The Effect Of Having A Disability On The College Experience, Grace Dudley
James Madison Undergraduate Research Journal (JMURJ)
Among people 25 or older in the United States in 2022, just 21% of individuals with a disability had earned a bachelor’s degree or higher, while 38% of individuals without a disability had earned a bachelor’s degree or higher. Previous research has identified a variety of barriers that students with disabilities may face as they pursue postsecondary education. The purpose of this study was to examine barriers students with disabilities (SWDs) face once they arrive at college in order to investigate how higher education may be made more accessible. Barriers were assessed by surveying SWDs attending James Madison University, a …
Current Research On The Use Of Ai In Higher Education, Jim A. Mccleskey
Current Research On The Use Of Ai In Higher Education, Jim A. Mccleskey
Southwestern Business Administration Journal
The rapid adoption of artificial intelligence (AI), particularly generative artificial intelligence (GenAI) tools such as ChatGPT, has introduced profound opportunities and challenges for higher education. This paper presents a thematic scholarly review of recent empirical studies, systematic reviews, and conceptual analyses examining AI’s impact on teaching, learning, assessment, and institutional practice. The literature highlights substantial benefits associated with AI use, including increased academic productivity, personalized and adaptive learning pathways, enhanced accessibility for diverse learners, and new opportunities for pedagogical innovation. At the same time, significant risks emerge related to cognitive offloading, erosion of critical thinking, academic integrity, blurred authorship, assessment …
Leading From The Precipice: How Academic Deans Are Navigating Artificial Intelligence In Higher Education, V. Dozier, Sarina Chugani Molina
Leading From The Precipice: How Academic Deans Are Navigating Artificial Intelligence In Higher Education, V. Dozier, Sarina Chugani Molina
Copley Library: Faculty Scholarship
This qualitative case study examines how associate deans at a medium-sized Catholic university respond to the rapid integration of generative artificial intelligence (AI). Guided by decolonial and feminist frameworks, the study analyzes survey data from seven academic leaders to understand their concerns, decision-making processes, and emerging practices. Our findings reveal uneven adoption, limited institutional guidance, and ongoing concerns about academic integrity, equity, and bias. The study also highlights the often-unseen relational and emotional labor involved in supporting faculty and students. We conclude by recommending flexible, collaborative approaches to AI governance that attend to context, care, and diverse ways of knowing.
International Students And Spiritual Capital: Meditation As A Tool To Support Student Well-Being, Anna Grigoreva, Anna Lytkina
International Students And Spiritual Capital: Meditation As A Tool To Support Student Well-Being, Anna Grigoreva, Anna Lytkina
Journal of Contemplative and Holistic Education
In a new academic environment, international students often face more than just academic challenges, as they also navigate cultural adjustment, identity shifts, digital overload and emotional stress. These multidimensional challenges are further intensified by performance pressures and rapidly evolving educational technologies. This article explores the role of meditation as a contemplative practice that may support international students’ adaptation within the American higher education system. The article focuses on how international students draw upon inner strength, purpose, and resilience to navigate and sustain themselves through periods of transition and difficulty. Using autoethnography as a primary methodological approach, the authors analyze their …
Faculty Members' Lived Experiences Using Generative Ai During Course Development At A Midwest Faith-Based Institution Of Higher Education In The United States: A Phenomenological Study, Cassandra J. Huckstep-Spangler
Faculty Members' Lived Experiences Using Generative Ai During Course Development At A Midwest Faith-Based Institution Of Higher Education In The United States: A Phenomenological Study, Cassandra J. Huckstep-Spangler
Doctoral Dissertations and Projects
The purpose of this transcendental phenomenological study was to explore the lived experiences of course developers using generative AI during course development at a Midwest faith-based institution of higher education in the United States. The theory guiding this study was the Technology Acceptance Model and subsequent extensions to the model including TAM2 and TAM3 as it explores the perceived usefulness and perceived ease of use, contextual factors that align with social influence processes, and experiences with implementation interventions. The central research guiding this study was: What are the experiences of faculty members using generative AI during course development at a …
Exploring Instructional Strategies To Foster Responsible Translation Application Use In Developmental English Hybrid Courses At A Community College: A Case Study, Leah Carmona
Doctoral Dissertations and Projects
The purpose of this qualitative instrumental single case study was to explore how instructors in Developmental English (DE) hybrid courses reinforce the understanding of ethical implications and responsible decision-making when using translation applications for first-year college students who are English language learners (ELL) at a community college. Guided by Ajzen's theory of planned behavior, this study explored how instructors can shape ELLs' attitudes, social influences, and perceived ability regarding responsible decision-making in hybrid learning environments. The central research question guiding this case study was: How do instructors in Developmental English hybrid courses at a community college reinforce first-year college ELLs' …
Old Wine New Bottles: Racial Microaggressions Experiences Of Black African International Students In England, Solomon A. Zewolde
Old Wine New Bottles: Racial Microaggressions Experiences Of Black African International Students In England, Solomon A. Zewolde
Journal of Comparative & International Higher Education
Despite increasing attention to inequality in higher education, the everyday experiences of Black students and how they navigate racialized environments remain underexplored. This study examined Black African international undergraduates’ experiences of racial microaggression and their coping strategies in the context of higher education in England. Drawing on Critical Race Theory, a qualitative approach was used to analyze the accounts of 16 undergraduates studying in 11 English universities. Findings indicate that students experienced racialized challenges along two interrelated dimensions: identity-based marginalization (including assumptions of poor/inferior previous education in Africa and pathologizing discourse) and social exclusion (including devaluation of classroom contributions, invisibility, …
The Prevalence And Landscape Of Accent Reduction Programs At Us Institutions Of Higher Education, Sandra Greene, Katie Hopkins, Melissa Whatley, Christina W Yao
The Prevalence And Landscape Of Accent Reduction Programs At Us Institutions Of Higher Education, Sandra Greene, Katie Hopkins, Melissa Whatley, Christina W Yao
Journal of Comparative & International Higher Education
Many institutions offering accent reduction programs claim they help international staff and students modify their accent, thereby helping them be more successful within the context of higher education. Despite accent reduction programs being labeled as predatorial, deficit-laden, and pathologizing of accents, programs continue to proliferate on college campuses while perpetuating English language dominance, linguistic racism, and the hierarchization of Englishes. Yet, there is limited research on the scope of these programs within higher education. This descriptive study, informed by QuantCrit, adds to the existing literature by highlighting the landscape and characteristics of the approximately 9% of institutions of higher education …
Decolonizing Raciolinguistic Ideologies In Institutions Of Higher Learning, Chantelle M. August-Mowers, Samantha M. Hoffman
Decolonizing Raciolinguistic Ideologies In Institutions Of Higher Learning, Chantelle M. August-Mowers, Samantha M. Hoffman
Journal of Comparative & International Higher Education
This article examines how raciolinguistic ideologies shape global higher education (HE), highlighting the intersection of language, race, and systemic inequalities. English often functions as a gatekeeper, privileging certain knowledge systems while marginalizing students and faculty from the Global South (Flores & Rosa, 2015; Pennycook, 2007). Structural inequities persist in faculty recruitment, international student selection, and academic publishing, reflecting colonial legacies and epistemic injustice (Canagarajah, 2013; Quijano, 2000). Racialized and linguistically marginalized students experience exclusion, microaggressions, and limited mobility, revealing contradictions between diversity rhetoric and institutional practices (Sekaja, 2022; Enslin, 2024). The study advocates decolonial and multilingual interventions, including translanguaging, inclusive …
From Curriculum To Career: A Grounded Theory Of Ai-Driven Employability In Higher Education, Sandra Baroudi, Christina Davison, Maryam Juma
From Curriculum To Career: A Grounded Theory Of Ai-Driven Employability In Higher Education, Sandra Baroudi, Christina Davison, Maryam Juma
All Works
This study examines how undergraduate students navigate employability within an AI-driven labor market, highlighting the role of digital social capital, personal branding, and multicultural identity management in a rapidly modernizing, culturally diverse setting. Employing a constructivist grounded theory approach, semi-structured interviews were conducted with 12 undergraduates across STEM and humanities disciplines. Data were coded iteratively using constant comparative methods until theoretical saturation. Five major categories emerged: experiential learning, professional networking, digital self-promotion, cultural identity tensions, and technological adaptability. The study proposes an ‘AI-Driven Employability Framework’ that integrates Human, Social, and Cultural Capital theories and develops two context-specific extensions: digital social …
Aligned But Disengaged: Self-Estrangement Weakens Citizenship Behavior In Higher Education, Andrew Krouse, Rob E. Carpenter
Aligned But Disengaged: Self-Estrangement Weakens Citizenship Behavior In Higher Education, Andrew Krouse, Rob E. Carpenter
Human Resource Development Faculty Publications and Presentations
Higher education depends on discretionary employee contributions that sustain coordination, service continuity, and institutional functioning. Yet contemporary governance and accountability pressures can reconfigure higher education work in ways that erode autonomy, line-of-sight, and intrinsic reward, elevating the risk of work alienation, weakening the discretionary behaviors institutions rely on. This study tests whether person–organization fit (POF) predicts organizational citizenship behavior (OCB) and whether multidimensional work alienation mediates this relationship through powerlessness, meaninglessness, and self-estrangement. Using survey data from 325 employees across four U.S. higher education institutions, we applied confirmatory factor analysis and structural equation modeling with bias-corrected bootstrapping. Model comparisons were …
Investigating Factors That Affect Students' Help-Seeking Strategies In A University-Level Foundational Mathematics Course, Randall I. Haws
Investigating Factors That Affect Students' Help-Seeking Strategies In A University-Level Foundational Mathematics Course, Randall I. Haws
All Graduate Theses and Dissertations, Fall 2023 to Present
Quantitative literacy, or the ability to understand and use mathematical information, is an important skill developed in college. However, required math courses can be a major obstacle for many students, and those who struggle to complete them are more likely to leave school without earning a degree. Understanding why some students seek help while others do not is key to improving student success.
This study explores how students in a university-level foundational mathematics course (college algebra) seek help and what factors influence their use of available support services. A total of 118 students completed a survey about their help-seeking behaviors, …
Differential Effects Of Generative Artificial Intelligence On Formative And Summative Assessment Performance: A Quasi-Experimental Longitudinal Study, Md Istiak Morsalin
Differential Effects Of Generative Artificial Intelligence On Formative And Summative Assessment Performance: A Quasi-Experimental Longitudinal Study, Md Istiak Morsalin
Master's Theses
Generative artificial intelligence has unsettled a core assumption of course assessment: that scores on unsupervised work reflect what students can do unassisted. This study tests whether the widespread availability of ChatGPT altered student performance differently on formative versus summative assessments in Business Analytics and Foundations, a required undergraduate quantitative-methods course taught by one instructor across nine cohorts. In a quasi-experimental longitudinal design, the Fall~2022 cohort ($n = 90$), the last to finish before ChatGPT's public release, serves as a control against eight post-ChatGPT cohorts spanning Spring~2023 through Summer~2025 ($N = 646$). Outcomes were drawn from McGraw-Hill Connect records using matched …
Making Sense Of Generative Ai: A Qualitative Single Case Study Examining How College Students Describe Its Use In Academic Coursework, Hollie L. Reese
Making Sense Of Generative Ai: A Qualitative Single Case Study Examining How College Students Describe Its Use In Academic Coursework, Hollie L. Reese
Electronic Theses and Dissertations
Generative artificial intelligence has become increasingly present in higher education, creating opportunities and challenges related to teaching, learning, academic integrity, and student preparation for future professional settings. The problem addressed in this study was the growing misalignment between students’ use of generative artificial intelligence tools and the guidance, expectations, and policies provided within college courses. The purpose of this qualitative case study was to explore how college students described their use of these tools in academic courses and to identify the benefits and challenges associated with integrating them into learning experiences. Data were collected through semistructured interviews with undergraduate students …
Acquisitions Unit Annual Report 2025-2026, Andrée J. Rathemacher
Acquisitions Unit Annual Report 2025-2026, Andrée J. Rathemacher
Technical Services Reports and Statistics
Annual Report of the Acquisitions Unit, University Libraries, University of Rhode Island for FY2026. Covers personnel, work flow, special projects, and serial, monograph, and e-resource acquisitions. Supplemental files include data on library materials expenditures by a number of variables as well as important working documents from the year.
Maintaining Excellence Under Pressure: The Stress–Performance Paradox In A Multi-Campus State University System, Rico D. De Asis Dr.
Maintaining Excellence Under Pressure: The Stress–Performance Paradox In A Multi-Campus State University System, Rico D. De Asis Dr.
Higher Learning Research Communications
Objectives: This study examines how multiple stress dimensions (levels, sources, effects, and coping mechanisms) relate to teaching performance in resource-constrained Southeast Asian public higher education, addressing the geographic concentration of faculty stress research in Western contexts.
Methods: Using multiple regression analysis with 80 permanent faculty members across three campuses of a state university system, I assessed relationships between stress factors and teaching performance. The study employed validated stress assessment instruments examining stress levels, sources (student, teacher, environment, work-related), effects (self, family, work), and coping mechanisms.
Results: Self effects of stress demonstrated the strongest negative relationship with teaching performance (R² …
How To Incorporate Media Literacy Into General Education Curricula, Dennis O. Frohlich, David Magolis
How To Incorporate Media Literacy Into General Education Curricula, Dennis O. Frohlich, David Magolis
Journal of Media Literacy Education
Media literacy scholars have long championed the inclusion of media literacy courses in all levels of education, from K-12 to collegiate levels. Universities’ general education curricula are one possible site for inclusion of a media literacy course. However, with each discipline vying for a spot in a university’s general education system, a course in media literacy can easily be overlooked or excluded. In this paper, we detail our efforts to successfully incorporate several media literacy courses into our university’s general education curriculum. This is a process we went through twice under two different general education systems. This paper will detail …
Integrating Ai Into Media Analysis Projects: Students’ Insights On Using Chatgpt, Serpil Yalcinalp, Hacer Turkoglu
Integrating Ai Into Media Analysis Projects: Students’ Insights On Using Chatgpt, Serpil Yalcinalp, Hacer Turkoglu
Journal of Media Literacy Education
This research aims to explore students’ perspectives on their use of ChatGPT during a media analysis project in a media literacy (ML) course. Additionally, it investigates what the assigned media literacy project has contributed to them. Qualitative analysis results from 48 students indicated that they believed their media analysis positively contributed to their media awareness of messages, media genres, social justice, technical aspects, and analytical skills, such as inquiry and creativity. Many students appreciate ChatGPT, noting that it encourages learning across disciplines through deep searches and dialogues with the tool. They especially appreciate its contribution when they compare the results …
Occupational Therapy Holistic Admissions At A Public, Urban Research University: Process, Outcomes, And Transitions, Ashley Stoffel, Dalmina Arias, Toni Van Denend, Caitlin Smith, Jenica Lee, Maria Larson, Gail Fisher
Occupational Therapy Holistic Admissions At A Public, Urban Research University: Process, Outcomes, And Transitions, Ashley Stoffel, Dalmina Arias, Toni Van Denend, Caitlin Smith, Jenica Lee, Maria Larson, Gail Fisher
The Open Journal of Occupational Therapy
Implementing a holistic admissions process reflecting the mission of the university provides the means to expand enrollment of students from diverse backgrounds who have life experiences and values that are well matched to the communities they serve. This article explores the historical significance, outcomes, and transitions of a holistic admissions process in a public, urban research university.
The holistic admission process outlined in this article offers a balanced and equitable approach to student selection by considering a broad array of backgrounds, experiences, and attributes beyond traditional metrics, such as grades. With a commitment to inclusivity, access, and belonging, the department …
The Ppp Model In Action: Empowering Tertiary Vocational Students Through Digital And English Training, Hüsem Korkmaz, Ali Geris, Cenk Yoldaş
The Ppp Model In Action: Empowering Tertiary Vocational Students Through Digital And English Training, Hüsem Korkmaz, Ali Geris, Cenk Yoldaş
Higher Learning Research Communications
Objectives: This study aimed to explore the stakeholder perspectives in a public–private partnership project as a remarkable initiative to enhance quality education at the tertiary level in Turkey. In this regard, the motivations behind participating in the partnership, perceived benefits and challenges, significant outcomes, and recommendations for similar prospective partnership programs were investigated empirically.
Method: The study employed a qualitative phenomenological research design, which relies on semi-structured interviews and focus group discussions with the key stakeholders of a public–private partnership project to empower vocational higher education. The data were collected from the representatives of Enerjisa Üretim Company (n = …
Values-Based Leadership In Public Discourse: How University Leaders Frame Character And Commitment, Heather Carroll, Jeff Fritz, Sarah Williams, Cheryl A. Maurana
Values-Based Leadership In Public Discourse: How University Leaders Frame Character And Commitment, Heather Carroll, Jeff Fritz, Sarah Williams, Cheryl A. Maurana
The Journal of Values-Based Leadership
Public leadership speech is a consequential site of ethical positioning where institutional values are named, contested, and interpreted under pressure, and where the choice of virtue language shapes where attention is directed. Analyzing published quotations from university leaders during the first 100 days of the second Trump administration, we examine how virtue language functioned as a public act of values-based leadership through a socio-ecological framework for flourishing that treats character as dynamic and relational. We find that leaders constructed ethical stances by anchoring commitment to moral virtues that named goods, intellectual virtues that narrated deliberative process, and occasionally pairing both …
Alumni Voices. Beyond Graduation: The Lifelong Global Impact Of A Uk Education, Sladana Krstic, Alexander Towne
Alumni Voices. Beyond Graduation: The Lifelong Global Impact Of A Uk Education, Sladana Krstic, Alexander Towne
Higher education research
The third round of the British Council Alumni Voices survey provides robust and timely evidence of the enduring value of a UK higher education experience. Drawing on three years of longitudinal survey data, supplemented by a number of interviews, the findings highlight how UK education continues to deliver skills, support professional progression, and foster long lasting international networks that extend well beyond graduation and national borders. Nearly three quarters of respondents report that in the last 12 months they have maintained contact with people they first met during their UK studies, and almost 84 percent have recommended a UK study …
The Effect Of Vaccine Mandates On Disease Spread: Evidence From College Covid-19 Mandates, Riley K. Acton, Wenjia Cao, Emily E. Cook, Scott A. Imberman, Michael F. Lovenheim
The Effect Of Vaccine Mandates On Disease Spread: Evidence From College Covid-19 Mandates, Riley K. Acton, Wenjia Cao, Emily E. Cook, Scott A. Imberman, Michael F. Lovenheim
Research Collection School Of Economics
Nearly 700 4-year U.S. colleges mandated students receive COVID-19 vaccinations in fall 2021. Using data on college policies and county health, we estimate how mandates affect surrounding communities. Event studies from August to November 2021 show that mandates covering all colleges in a county reduced COVID-19 deaths by 5.6 per 100,000 persons, a 4.6% reduction in the U.S. total during this period. Mandates reduced COVID cases by 504 and ICU admissions by 16.2 per 100,000, though we see no statistically significant impact on hospitalizations. Impacts are larger in counties with larger college populations and low estimated ex-ante student vaccination rates.
The Efficacy Of Open Educational Resources On Achievement Outcomes In Higher Education Institutions, Charles Trevor Alder
The Efficacy Of Open Educational Resources On Achievement Outcomes In Higher Education Institutions, Charles Trevor Alder
Theses and Dissertations
Achievement gaps remain a concern in higher education, reflected in differences in academic performance, retention, and persistence. These gaps often affect students from lower socioeconomic backgrounds and underserved populations. Open educational resources (OER) have been suggested to reduce financial barriers and support student success. This study examined whether student-level and institutional-level factors predict academic performance in a business management course using OER. Average quiz scores were collected from students across 12 higher education institutions and analyzed using hierarchical linear modeling. Colleges were included in the analysis to determine whether outcomes differed based on the proportion of minority and Pell-eligible students. …
Barriers And Beliefs: Narratives Of Mental Health Help-Seeking Among First-Generation Latino/Hispanic College Students, Karina L. Alba Lockhart
Barriers And Beliefs: Narratives Of Mental Health Help-Seeking Among First-Generation Latino/Hispanic College Students, Karina L. Alba Lockhart
Doctoral Dissertations and Projects
Mental health challenges among college students in the United States have increased in recent years, yet first-generation Latino/Hispanic college students continue to underutilize available services while facing unique cultural and structural barriers to care. This qualitative narrative study explored how first-generation Latino/Hispanic college students made meaning of mental health help-seeking in relation to perceived barriers, perceived benefits, and cultural values such as familismo and stigma. Guided by the health belief model and cross-cultural psychology, this study recruited 15 participants from four-year institutions in the United States and collected data through an online asynchronous questionnaire. Thematic and narrative analysis revealed that …
The Role Of Chatgpt In Higher Education: A Systematic Literature Review Of Applications, Perceptions And Ethical Implications, Mahmoud Abdelrahman, Shiyu Hu, Ons Al-Shamaileh, Ramy Hammady, Nishara Nizamuddin
The Role Of Chatgpt In Higher Education: A Systematic Literature Review Of Applications, Perceptions And Ethical Implications, Mahmoud Abdelrahman, Shiyu Hu, Ons Al-Shamaileh, Ramy Hammady, Nishara Nizamuddin
All Works
Purpose – This study aims to systematically review the emerging literature on ChatGPT in higher education, focusing on its applications, impacts and ethical implications from the perspectives of students and academic staff. By synthesising evidence across disciplines and geographical contexts, the review identifies key benefits such as enhanced learning efficiency and artificial intelligence (AI) literacy, alongside challenges including academic integrity risks and unequal access. The purpose is to provide a comprehensive, student-centred understanding of ChatGPT’s role in higher education and to offer actionable insights for policy, practice and future research. Design/methodology/approach – This study adopts a systematic literature review (SLR) …
The Flight Of The Purdue Owl: An Institutional History, Harry C. Denny, Vicki R. Kennell, Garrett I. Colón
The Flight Of The Purdue Owl: An Institutional History, Harry C. Denny, Vicki R. Kennell, Garrett I. Colón
The Founders Series
The Flight of the Purdue OWL: An Institutional History chronicles both the widely known Purdue OWL website and the lesser-known but much-celebrated on-campus writing center. Purdue University is renowned for its world-class STEM curriculum as well as its intercollegiate athletics. The university also receives considerable attention, however, for the OWL website, which is one of the most used educational resources in the world. The on-campus OWL is also a highly regarded collegiate writing center. This book tells the history of how the Purdue OWL grew out of decades of faculty working with students and their desire for a laboratory where …
An Exploration Of The Experiences Of Black Women College Leaders: Reflections On Support, Amplifiers, Barriers, And Success As Leaders In Higher Education, Katherine L. Acevedo
An Exploration Of The Experiences Of Black Women College Leaders: Reflections On Support, Amplifiers, Barriers, And Success As Leaders In Higher Education, Katherine L. Acevedo
Student Theses
Black women have had to deal with the “double jeopardy” of race and gender in higher education for centuries (Khosroshahi, 2021). This qualitative study explored the lived experiences of Black women serving in senior-level leadership roles within institutions of higher education (IHEs) in New York State. Utilizing aspects of phenomenological methodology informed by Black Feminist Thought (BFT) (Collins, 1989, 2000, 2022), this study amplifies the voices of Black women senior-level leaders, centering their narratives to understand how race and gender shape their professional journeys, challenges, and strategies for success. Ten participants, all self-identified Black women with at least 3 years …
Avoiding Libel (And Possible Defamation Consequences) In The Age Of Ai Detection: Lesson From Journalism For Higher Education, Thomas A. Pear
Avoiding Libel (And Possible Defamation Consequences) In The Age Of Ai Detection: Lesson From Journalism For Higher Education, Thomas A. Pear
Teaching & Learning with AI
This presentation argues that educators should not rely solely on AI‑detection tools when accusing students of AI‑assisted plagiarism. Instead, it proposes using detector scores only as “pedagogic probable cause,” a term developed by the author that signals when a submission warrants closer review, not a basis for disciplinary action. The presentation opens by outlining the limitations of current AI detectors, including high false‑positive rates and documented bias against non‑native English writers.
The presentation then reframes the issue through two complementary lenses: investigative journalism and defamation law. Drawing on the Woodward‑and‑Bernstein “two‑source rule,” it contends that a single detector score …