Educational Technology Commons^™

Visionarium, June 2026, Full Issue

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

No abstract provided.

Toward A Metric For Disciplinary Learning In The Age Of Ai: The Unblooms™ Metacognitive Awareness Scale And Discernment Rate In Ai-Mediated Learning, Tina R. Austin

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Telling students to “reflect on their own thinking” has become insufficient in AI-mediated learning environments. When students are rewarded for polished outputs, cognitive offloading to AI tools becomes rational, and traditional snapshot assessments (single-moment evaluations of task completion) produce false signals about whether durable learning has occurred. This problem is sharpened by the broader shift in AI learning tools toward Socratic tutors, study modes, Khan Academy's Khanmigo, and agentic systems that can shape the learner’s process over time. Lodge and Loble (2026) distinguish beneficial cognitive offloading, which frees working memory for intrinsic learning, from detrimental outsourcing, which bypasses the cognitive …

Metacognition As Disciplinary Infrastructure In Ai-Mediated Learning, Tina R. Austin, Jason Gulya, Nick Potkalitsky

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Metacognition is often presented as a response to generative AI’s disruption of teaching and learning, yet the term has become too generalized to guide practice. In AI-mediated environments, asking students merely to “reflect on your thinking” is insufficient. Because AI tools can redistribute cognitive labor, their educational value depends on how students use them and whether that use supports disciplinary forms of reasoning. This essay argues that metacognition must be understood as disciplinary infrastructure: students cannot effectively monitor their thinking without understanding the epistemological and ontological demands of the field in which they are working. Classrooms therefore become sites where …

Optimizing Human Capital In Ai-Enabled Architectures: A Systems Constraint And Capability Analysis, Jeremy A. Schlegel, Jennifer Daffinee

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Artificial intelligence (AI) comprises not only models, but full socio-technical systems involving data pipelines, instrumentation, human-machine interfaces, deployment architectures, and organizational processes for design, monitoring, and evaluation. Using a systems-oriented analytical framework, this paper argues that despite accelerating advances in AI capabilities, human capital remains the enduring and dominant system constraint. Human interfaces define throughput limits in areas such as prompt engineering, data-stream curation, adjudication of model outputs, and the orchestration of hybrid automation workflows including robotics, scraping, and digitization. Synthesizing emerging research across human-AI interaction, machine-learning lifecycle management, organizational adoption, and adult learning theory, we present a socio-technical evaluation …

Ai As A Creative Collaborator In Music: Exploring Human-Centered Innovation In Large Musical Contexts, Nicholas Caluori, Noah D. Taylor

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

AI-driven audio tools are reshaping musical creation, yet the most consequential shift is not automation of artistry but reconfiguration of collaboration, metacognition, and quality control within large ensembles. This paper examines how generative audio models, vocal synthesis platforms, and stem-splitting technologies can function as creative partners in music arranging and composition workflows, particularly in musical contexts where artistic coordination and interpretive judgment remain paramount. We position AI in music creation as analogous to the calculator in mathematics: widely available, efficiency-enhancing, and therefore unavoidable, while still requiring disciplined human oversight to preserve intent, style, and accountability. The paper surveys practical implementation …

Law Or Flaw: A Double – Blind Study Comparing Student Comprehension Of Real And Ai Generated Legal Case Briefs, Grant Shostak, Nick Wintz, Melissa A. Petkovsek

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

In recent years, the U.S. legal system has seen an increase of legal filings using fictitious court cases or legal propositions generated by artificial intelligence (AI) (Stokel-Walker, 2026). Rules of professional responsibility require that lawyers review filings in which AI was used to ensure their accuracy (Missouri Bar, Office of Legal Ethics Counsel, 2024, Opinion No. 2024‑11) Despite this mandate, filings with fictitious cases and incorrect statements of law are being filed. Besides posing a threat to the parties to an action, such filings may set an unwarranted precedent for future cases. They also tie up court resources searching for …

Reflexivity As A Metacognitive Skill: A Conceptual Triadic Learning Alliance Framework For Ethical Human-Ai Collaboration In Education, Jennifer Young

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

As artificial intelligence (AI) is integrated into education and workforce development, the ability to engage reflexively with technology may represent an emerging metacognitive skill. This paper conceptualizes reflexivity as an intentional, cyclical process of recognizing assumptions, reflecting on human-AI interactions, and responding with ethical discernment. Drawing from counselor education and supervision models that emphasize self-awareness and metacognitive reflection, the paper proposes a conceptual framework for cultivating ethical reflexivity in AI-augmented learning and decision-making environments. Through conceptual analysis and integration of the Triadic Learning Alliance (TLA) model, the framework identifies potential strategies for professionals and students to monitor cognitive biases, critically …

Assessing The Effectiveness Of Ai-Based Adaptive Learning Systems In Higher Education, Ibrahim Olasunkanmi Yusuf, Suleiman Yusuf

Journal of Educational Leadership in Action

The integration of artificial intelligence (AI) in education is transforming teaching and learning by enhancing outcomes and personalizing learning experiences. This study investigates the effectiveness of AI-based adaptive learning systems in higher education using a quantitative research design involving 500 students from five institutions. The primary goal is to assess the impact of these systems on academic performance, student engagement, and retention rates. Data were collected through surveys and academic records, comparing students using adaptive learning systems to those in traditional classroom environments. Academic performance of students utilizing AI systems demonstrated significant improvement in grades compared to peers in conventional …

Integrating Artificial Intelligence Into Academic Writing: Development Of A Student-Centered Ethical Toolkit, Matteo Landais

Theses

The rapid growth of generative artificial intelligence in higher education has introduced new challenges surrounding authorship, academic integrity, and the role of writing in student learning. While institutional responses have often focused on restriction, surveillance, and AI detection, students continue to incorporate AI tools into their writing practices in increasingly normalized ways. This project argues that the issue is not simply whether students use AI, but how they use it and whether that use supports meaningful engagement with the writing process.

This applied project proposes a process-oriented and student-centered framework for the ethical integration of AI into academic writing. Learning …

Level Up Your Teaching: A Qualitative Analysis Of Teachers’ Perceptions On Gamification As A Tool For Learning, Bryant Wesley Lazenby

Dissertations

This qualitative study investigated K-12 teachers’ views about gamification as an instructional tool to increase student motivation, self-efficacy, and learning mastery. Kelly’s Curriculum Theory and Bandura’s Self-Efficacy Theory were used to investigate how gamified learning environments affect teacher practice and self-efficacy. Seventeen teachers participated in a researcher-designed Qualtrics survey that included both Likert-style and open-ended items. The researcher used descriptive statistics and thematic coding of responses, based on participants’ self-identified levels of gamification experience. The research produced three main findings, which showed that (1) Gamification motivates students through collaborative work, challenging tasks, and progress tracking systems, (2) Students build self-efficacy …

Ethical Adoption Of Ai-Based Tools In Higher Education Institutions (Heis), Tatjana Titareva, Paul Mabrey Iii

Journal of Educational Leadership in Action

This study emphasizes the importance of ethical and human-centered leadership in the adoption of AI-based Early Alert Systems (EAS) in higher education. It argues for leadership that is mindful of system-level risks and ethical considerations in utilizing AI tools for student retention and administrative efficiency. The research fills a gap by identifying key leadership skills, qualities, and responsibilities necessary for the ethical adoption of AI tools. Through qualitative analysis with the help of focus groups, the study highlights the need for supportive and authentic leadership that engages stakeholders ethically, addresses equity, inclusion, data privacy, and mitigates the psychological impacts of …

Designing For Complementarity: Skills, Work, And Education In The Age Of Ai — A Review, James Hutson

Faculty Scholarship

This review synthesizes 2023–2025 evidence on how generative AI and automation are reconfiguring role structures, skill demands, and entry pathways, and proposes design principles that shift attention from task substitution to role redesign and talent architecture. Theoretical framework: Drawing on task-based labor economics, socio-technical systems design, and humancapital complementarity, the review distinguishes domains where substitution pressures concentrate from those where augmentation dominates. Method: A narrative review of peerreviewed studies, official statistics, and policy/industry reports prioritized empirically grounded findings on employment effects, skills, governance, and program outcomes; inclusion emphasized methodological transparency and recency. Results and discussion: Convergent evidence shows contraction in …

From Displacement To Design: Reframing Work, Skills, And Education For The Ai-Transformed Economy A Review, James Hutson

Faculty Scholarship

Between 2023 and 2025, the U.S. labor market entered a period of accelerated restructuring driven by generative artificial intelligence (AI) and automation. Routine, entry-level cognitive roles—particularly in clerical, customer service, and junior technical positions—contracted sharply as intelligent systems assumed high-volume, rules-based tasks. While these displacements echo past automation cycles, the present transformation is distinct in its scope, affecting both knowledge work and creative functions, and in its speed, amplified by enterprise-scale adoption. Simultaneously, demand has surged for specialized AI-related positions, interdisciplinary roles blending domain expertise with AI fluency, and ―durable skills‖ that remain resistant to automation. Drawing on labor market …

Cultivating Identity, Workforce Readiness, And Heutagogical Lifelong Learning: The Case For Student-Trained Ai Agents In Postsecondary Education, James Hutson

Faculty Scholarship

The accelerated integration of human-centered artificial intelligence and human-computer intelligent interaction (HCII) into postsecondary education has inaugurated a paradigm shift in how learners develop cognitive, socio emotional, and professional competencies. This article argues that requiring students to iteratively build and refine custom AI agents—digital “clones” or GPTs trained on their evolving beliefs, knowledge, values, and interests addresses three pressing challenges facing contemporary higher education. First, the process of self-modeling via agent training compels deep self-reflection, fostering socio-economic development and identity formation during the critical neurodevelopmental period that extends into the mid-twenties. Second, as industry trends increasingly prioritize the creation of …

Visionarium, July 2025, Full Issue

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

No abstract provided.

Trustworthy Integration Of Ai In Online Learning: Supporting Student Agency And Inquiry Through Open Pedagogy, Paula Macdowell, Katrina Korchinski, Kristin Moskalyk, Khadijeh Ravan

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Open pedagogy is a transformative educational approach that fosters innovative, inclusive, and sustainable instructional practices while addressing persistent challenges such as accessibility, equity, and the affordability of educational resources. This qualitative study explores how open pedagogy can develop AI literacy skills while supporting student agency and inquiry in online graduate education. The collaborative initiative involved two cohorts of graduate students (n = 39) who co-authored openly licensed textbooks: AI-Enhanced Instructional Design (ETAD 873, 2023) and Streamlined Instructional Design with AI (ETAD 873, 2024). A multi-phase data collection approach included analysis of student-authored chapters, structured peer review processes, and open-ended focus …

Enhancing Art History Education With Ai: Accessibility, Engagement, And Skill Development, Analisa Soverns-Reed

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

The integration of Artificial Intelligence (AI) in the art history classroom offers transformative opportunities for students through accessibility, engagement, and skill development. This paper explores how AI can democratize access to art history education by providing cost-effective tools that eliminate traditional barriers, such as expensive textbooks, inaccessible archives, or costly field trips. AI-powered platforms like visual recognition software and adaptive learning tools enable students to engage with material more deeply, allowing for personalized learning pathways and interactive explorations of art and its contexts. Beyond content delivery, incorporating AI fosters critical digital literacy, equipping students with the skills to navigate and …

Painting With Ai: Enhancing Creativity And Understanding In The Arts Classroom, Erica Blum

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

In the context of contemporary art and design education, the rapid advancement of generative artificial intelligence has introduced profound shifts in both creative practice and pedagogical responsibility. Art and design professors now encounter students who approach AIdriven tools with a mixture of skepticism and curiosity, often perceiving such technologies as antithetical to authentic artistic development or as expedient alternatives to disciplined practice. This article articulates an instructional approach that leverages Adobe Photoshop’s generative capabilities—specifically neural filters, generative fill, and the manipulation of alpha channels— to position artificial intelligence as a collaborative, rather than substitutive, element within digital art-making. The 2025 …

Bridging Tradition And Technology: Ai As A Catalyst For Heritage Preservation And Humanities Research, Kholoud Ghaith

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

It is an empirical study examining how AI can be the driving force for cultural heritage and humanities conservation. As the AI tools that digitize, analyze, and conserve cultural resources have become in recent years, they have led to digital transformations in machine learning, digital twinning, and natural language processing. These technologies answer the industry's most challenging problems, such as the loss of historical material, access restrictions to heritage sites, and the labor-intensive nature of traditional conservation techniques. In implementing AI in heritage, institutions can document more accurately, keep records predictively, and offer more interesting public experiences via rich digital …

Writing As Curation: Empowering Authorial Agency In Ai-Assisted Composition Through Style Prompting And Quotation Glosses, Daniel Plate

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

As artificial intelligence writing tools become increasingly prevalent in educational settings, students often report feeling alienated from AI-generated content, describing it as lacking their "authentic voice." This article presents a pedagogical approach that addresses this challenge by repositioning students as curators of their authorial identities rather than passive consumers of AI-generated text. Through a dual curation methodology combining quotation glosses with style prompting, students develop multiple authorial voices for different rhetorical situations while maintaining agency over their writing process. The approach builds on classical rhetorical traditions while leveraging contemporary AI capabilities, creating a framework where students collaborate with AI tools …

Ai-Powered Storytelling And Interactive Timelines For Arts And Humanities Education, Bhavya Raoulji

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

The integration of artificial intelligence (AI) in education has opened avenues for transformative teaching and learning experiences, particularly in the arts and humanities. This submission explores the development of two AI-driven classroom tools: Chabot and interactive timelines. These tools immerse students in storytelling and historical exploration, fostering critical thinking, creativity, and interdisciplinary collaboration. The Chabot simulates conversations with historical figures or cultural narrators, providing AI-generated responses enriched with contextual details and multimedia content. The interactive timeline offers dynamic visualizations of historical events, enhanced by AI-generated summaries, audio clips, and visual aids. These tools integrate project-based learning methodologies, promoting critical thinking, …

Forward: Special Issue - Future Of Ai In Arts And Humanities Education, James Hutson

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

A link to a video of Dr. Hutson's Symposium introduction can be found below in the Additional Files section.

Educational Technologist Perceived Self-Efficacy During Emergency Remote Teaching Due To A Nonpharmaceutical Intervention, Katherine R. Rapp

Dissertations

This paper discusses the challenges and opportunities of educational technologists (ETs) during emergency remote teaching (ERT) in a non-pharmaceutical intervention (NPI), due to the COVID-19 pandemic. The study was guided by Albert Bandura’s social cognitive theory and self-efficacy framework. The study highlights the positive and negative reflections of self-efficacy for ETs during the transitions to different strategies in classroom teaching. It acknowledges the positive and negative effects on ETs from self-regulation, observational learning, and reciprocal determinism. The study design used was qualitative, aiming to identify the perceived self-efficacy of ETs during ERT in an NPI. Eight ETs from rural school …

Scaffolded Integration: Aligning Ai Literacy With Authentic Assessment Through A Revised Taxonomy In Education, James Hutson

Faculty Scholarship

The accelerating prevalence of generative artificial intelligence in educational and professional spheres necessitates a reevaluation of when and how such technologies are introduced within pedagogical practice. The principal challenge for educators is not merely the imperative to prepare students for an AI-driven world, but rather to ensure that assessment practices remain authentic—providing an accurate measure of what students can independently achieve before leveraging the augmentation potential of intelligent systems. This article contends that the incremental introduction of AI, mapped onto a scaffolded framework aligned with a revised Bloom’s Taxonomy, constitutes a methodologically sound approach for maintaining academic integrity, fostering transferable …

Learning Design And Technology: Do Students Prefer The Mobile App Or Desktop Version Of Canvas Lms?, Carly Means

2025 Student Academic Showcase

One point is clear as technology and internet use evolve: it has become a crucial piece of education. To adapt, professors and faculty must keep up with the changes in education technology. One example of education technology utilized is the Canvas Learning Management System (Canvas LMS). This study aims to understand how students at Lindenwood interact with their coursework, specifically, how they interact with the desktop platform and the mobile app, and what challenges arise when using Canvas LMS. The study involved 32 participants, and a questionnaire was used to collect the data. The quantitative data was analyzed using descriptive …

Assessing Teachers' Competence In Sustaining The Use Of Ict Tools For Instructional Delivery During The New Normal Era, Yinusa Faremi, Ramota Ajoke Rasaq Ms, Ramota Ajoke Rasaq, Charles Silvane, Yemisi Olubunmi Fashoto

Journal of Educational Leadership in Action

Amidst the post-covid era, blended teaching has become increasingly prevalent worldwide, necessitating educational system changes. This study aimed to assess teachers' competence in using Information and Communication Technology (ICT) tools for instructional delivery during the new normal era. The study utilized a quantitative survey design with a sample size of 150 secondary school teachers from private and public in Osun State, Nigeria. Data were collected using a structured questionnaire. The study revealed that most respondents lacked adequate competence in sustaining the use of computers to assess learners and in utilizing PowerPoint presentations during the teaching-learning process in the new normal …

Visionarium, June 2024, Full Issue

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

No abstract provided.

Do You Know Where Your Games Come From? Artificial Intelligence And Game Development, Andrew Begemann

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

ABSTRACT

This paper was written to explore the possible effects of artificial intelligence being implemented in the design pipeline of video game development. In it, we will explore a history of artificial intelligence, from its early imaginings in books and philosophy, to its current iterations, such as ChatGPT and other popular engines like Midjourney and Stable diffusion. We will also discuss steps in game development so as to understand where the potential implementations of artificial intelligence can, will, or does occur. Following those explanations, we will explore the three methodologies of Marxism, Psychoanalysis, and Cultural Studies as ways of examining …

Medmicromaps, A Novel Decision-Tree Guide For Infectious Diseases Differential Diagnoses, And Evaluation Of Pre- And Post-Pandemic User Engagement By Preclinical Medical Students, Jason Ceballos, Tavsimran Luthra, Lucia Garces-Torres, Valerie Lentz, Jack Nelson, Claudia Carceles-Roman, Ian Holyoak, Jane Harrington

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Background: Medical education has undergone major changes in the past 5 years to adapt to the digital-centered student population with diverse learning preferences. To address the challenges of shifting delivery modalities, multimedia resources were created to provide interactive e-learning material on infectious diseases for year 2 medical students.

Methods: Medical students at a USA-accredited Caribbean medical school were provided with supplemental e-learning materials including animations, illustrations, diagnostic algorithms aka MedMicroMaps, and Case-Based tutorials. Participants were classified by semester and lecture delivery: In-person: Cohort 1 (n=526); Virtual: Cohort 2 (n=651); and Hybrid: Cohort 3 ( …

Ai Integration In Cultural Heritage Conservation – Ethical Considerations And The Human Imperative, Kholoud Ghaith

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

The integration of artificial intelligence (AI) into the conservation of cultural heritage marks a significant transformation in preservation methodologies, heralding both innovative solutions and complex ethical dilemmas. This article undertakes a comprehensive examination of the multifaceted role AI plays in the conservation and restoration of cultural artifacts, buildings, and sites, underscoring the irreplaceable value of human skills and ethical judgment in this domain. Through an analysis of current research, case studies, and insights from professionals in the field, the paper elucidates how AI technologies—encompassing machine learning algorithms, digital twinning, and predictive maintenance—can enhance the accuracy and efficiency of conservation efforts. …