Interfacing with the Future: Reflections on the National Day of Learning 2026

April 1, 2026

On March 28, 2026, I had the pleasure of joining educators from across Canada for the National Day of Learning, hosted by Let’s Talk Science. This one-day, nation-wide professional learning event brought together K–12 teachers, post-secondary educators, and policy leaders to explore some of the most pressing issues shaping education today, with artificial intelligence high on the agenda.

I was invited to deliver a session titled “Interfacing with the Future: Wearable AI and Academic Integrity for K–12 and Higher Ed.” What follows are a few reflections and key ideas from that conversation, hosted by Dr. Alec Couros.

Moving into the Postplagiarism Era

One of the central ideas framing my talk is postplagiarism. In this reality, artificial intelligence is no longer an external tool that students occasionally use, but rather, it is embedded into everyday life and learning.

Students are already engaging with AI in ways that challenge traditional notions of authorship, originality, and academic work. The question is no longer if students will use AI, but how.

This shift requires a corresponding change in how we think about academic integrity. Detection and surveillance, long relied upon as primary strategies, are no longer sufficient. Instead, we must rethink how we design learning environments that foster integrity from the ground up.

From Tools to Wearables: How AI is Advancing

A key focus of my presentation was the rapid evolution from AI tools to AI wearables — particularly smart glasses and other forms of cosmetically invisible interfaces. The talk was based, in part, on our recent article in Canadian Perspectives on Academic Integrity

Wearable technologies integrate AI directly into our physical experience of the world. Rather than pulling out a device, users can access real-time information, transcription, and prompts seamlessly through their field of vision.

This shift introduces both opportunities and tensions:

  • Cognitive offloading: Learners can reduce mental load by accessing information instantly. (Phill Dawson has done some great work on cognitive offloading that I recommend reading.)
  • Enhanced presence: Wearables allow users to maintain eye contact and engagement without device distraction.
  • Efficiency gains: Tasks such as note-taking or translation can be automated in real time.

At the same time, these benefits come with real challenges including information overload, privacy concerns, and technical limitations. More importantly for educators, they fundamentally disrupt assumptions about what it means to “know” something independently.

New Technology ≠ Cheating

One of the most important messages I emphasized is this: new technology does not automatically equal academic misconduct.

If a tool is permitted, then its use is not cheating. The real issue lies in unauthorized use or misuse in ways that create unfair advantage. 

We must also remain attentive to equity and accessibility. Some wearable technologies may be used as accommodations, making it essential that our integrity policies are inclusive and nuanced rather than rigid and punitive.

Designing for Integrity (Not Surveillance)

Rather than doubling down on detection, I encourage educators to shift their focus toward designing for integrity.

This means:

  • Prioritizing assessment validity: If an AI system can complete a task without genuine understanding, then the task itself needs to be rethought.
  • Moving beyond “gotcha” approaches: Surveillance-based strategies erode trust and are increasingly ineffective.
  • Supporting diverse learners: Students bring different technological access, needs, and experiences. Our designs must reflect that.
  • Building a culture of integrity: Integrity is not enforced; it is cultivated through meaningful learning experiences.

Bridging K–12 and Post-Secondary Education

Another key theme was the gap between K–12 and post-secondary expectations.

In K–12 environments, students are often encouraged to explore technology as part of their learning. In contrast, post-secondary institutions frequently operate under the assumption that students already understand complex academic integrity rules.

As AI continues to evolve, this gap becomes more pronounced. We need stronger alignment across educational sectors to ensure that students are supported, rather than being set up for failure, as they transition between systems. (Myke Healy has a great paper on the topic of GenAI in the K-12 context that is worth reading.) 

Looking Ahead

If there is one takeaway from this experience, it is this: wearable AI is not a future scenario. It is already here.

As educators, we are being called to respond not with fear, but with thoughtful, research-informed approaches. The challenge is not simply to manage technology, but to reimagine teaching, learning, and assessment in ways that remain meaningful in an AI-integrated world.

Events like the National Day of Learning remind me of the power of community. Bringing educators together to share ideas, ask difficult questions, and explore new possibilities is essential as we navigate this rapidly changing landscape.

Thank you to Let’s Talk Science and to Dr. Alec Couros for the opportunity to be part of this important conversation, and to all the educators who continue to lead with curiosity, courage, and care.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


ChatGPT is in classrooms. What now?

February 2, 2026

“What should we be assessing exactly?” This was a question one of our research participants asked when we interviewed them as part of our project on artificial intelligence and academic integrity, sponsored by a University of Calgary Teaching Grant.

In an article published in The Conversation, we provide highlights of the results from our interviews with 28 educators across Canada, as well as our analysis of 15 years of research that looked at how AI affects education. (Spoiler alert: AI is a double-edged sword for educators and there are no easy answers.)

Alt text: Screenshot of The Conversation website showing a blurred smartphone screen with the ChatGPT app icon. Overlaid headline reads, “ChatGPT is in classrooms. How should educators now assess student learning?”
Screenshot from The Conversation.

We emphasize that, “in a post-plagiarism context, we consider that humans and AI co-writing and co-creating does not automatically equate to plagiarism.” Check out the full article in The Conversation.

You can check out the scholarly paper that we published in Assessment and Evaluation in Higher Education that goes into more detail about the methods and findings of our interviews.

I’d like to give a shoutout to all the project team members who worked with us on various aspects of this research: Robert (Bob) Brennan (Schulich School of Engineering, University of Calgary), Jason Weins (Faculty of Arts, University of Calgary), Brenda McDermott (Student Accessibility Services, University of Calgary), Rahul Kumar (Faculty of Education, Brock University), Beatriz Moya (Instituto de Éticas Aplicadas, Pontificia Universidad Católica de Chile) and the student research assistants who helped along the way (who have now all successfully graduated and moved on to the next phase of their careers): Jonathan Lesage, Helen Pethrick, and Mawuli Tay.

Related posts:

What Should We Be Assessing in a World with AI? Insights from Higher Education Educators – https://drsaraheaton.com/2025/11/25/what-should-we-be-assessing-in-a-world-with-ai-insights-from-higher-education-educators/

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Decriminalizing the Language of Academic Integrity

October 2, 2025

The first time I heard about decriminalizing the language and processes we use to address cases of plagiarism and other forms of academic misconduct; I was riveted. It was at an academic integrity conference in Richmond, Virginia and the lead presenter was Dr. James Earl Orr, who presented together with students on how a developmental and supportive approach to academic misconduct case management can help lead students towards academic success while still holding them responsible for their behaviour.  James Earl Orr, writing together with Karita Orr, published an excellent article on using restorative practices to resolve academic integrity violations.

When I was writing the University of Calgary’s academic integrity Handbook for Academic Staff and Teaching Assistants, I took the opportunity to apply what I had learned from listening to Dr. Orr at conferences and reading his work by including a section on how to decriminalize the language we use to talk about academic misconduct.

Academic integrity violations are rarely criminal in nature and yet, much of the language we use when addressing plagiarism and academic cheating is legalistic, setting the stage for criminalizing student behaviour. One step towards taking a more learner-centred approach to misconduct is to decriminalize the language we use to talk about breaches of academic integrity.

Front cover: Student Academic Integrity Faculty Handbook
Front cover of the Student Academic Integrity Faculty Handbook, published by the Taylor Institute for Teaching and Learning at the University of Calgary

The following is an excerpt from the University of Calgary’s academic integrity Handbook for Academic Staff and Teaching Assistants that provides practical guidance on how to do this:

“We know that words matter and the language we use is important. A full list of terms related to academic misconduct is available in our policy. It should be noted that the terms “academic integrity” and “academic misconduct” are not interchangeable.

Academic integrity is about acting ethically in teaching, learning and research contexts. We do not report, investigate or manage cases of academic integrity. We report, investigate and manage cases of academic misconduct.

Academic misconduct is what happens when individuals do not act with integrity. This is currently the language used in our policy and procedures. When speaking and writing about academic misconduct, we can use the terms “breaches of integrity or “violations of integrity” as synonyms for academic misconduct.

At the University of Calgary we take a proactive approach to academic integrity, including in the language we use and in keeping the focus on teaching, learning and fairness to students. In our conversations with students and others, it can be helpful to use the language of integrity that focuses on education and support” (Eaton, 2022, p. 13).

See the table below, which is also an expert from our handbook (with a few minor updates):

The language of academic integrity

Preferred
language
Language
to avoid 
Explanation
Hold responsible Guilt
Guilty

The words “guilt” and “guilty” do not appear anywhere in our
polices or procedures. We do not find students guilty of academic misconduct, but instead we hold them responsible for their
behaviours.
Sanctions
Consequence
Outcome
Punish
Punishment

When disciplinary actions are taken in response to academic
misconduct, we do not use the terms “punish” or “punishment”
in our institutional documents. We opt instead for “sanctions”,
“discipline,” “consequences” or “outcome” which can include educational responses depending on the misconduct.
Hearing Trial 
The University of Calgary does not conduct trials related to
academic misconduct.
In other countries, various forms of academic misconduct can be
considered an offense under the criminal code and students may
be required to attend a criminal trial. That is not the case at the
University of Calgary or anywhere in Canada.
In the case of an appeal, a hearing might occur. In rare cases, an appeal case might escalate to an externally reviewed case in court, but these proceedings are not administered by the university itself.

When I talk about taking a postplagiarism approach to academic integrity I am talking about disrupting historically adversarial and antagonistic approaches to misconduct that pit students against their teachers. It is time to move past crime-and-punishment approaches to student misconduct where students are the villains and teachers are the heroes. When we talk about postplagiarism we talk about social justice and student success as being intertwined, and we focus on students as stewards of the future, who will be best equipped for an increasingly complex world when they understand the importance of ethical decision-making, both in theory and in practice.

Postplagiarism does not mean anything goes, and nor does it mean that we turn a blind eye to misconduct. Postplagiarism is about finding socially just ways to address misconduct include relationally, restoration, and the preservation of dignity and human rights. When we decriminalize language related to student misconduct, we are taking a step towards dignity and   student success.

Our University of Calgary’s academic integrity Handbook for Academic Staff and Teaching Assistants is an open access handbook with a Creative Commons license. This means you can share and adapt the material, providing the original work is properly attributed.

If this is helpful to you, please share this with others.

References and Further Reading

Eaton, S. E. (2022). Student Academic Integrity: A Handbook for Academic Staff and Teaching Assistants. University of Calgary, Taylor Institute for Teaching and Learning Guide Series. https://taylorinstitute.ucalgary.ca/resources/student-academic-integrity-handbook

Eaton, S. E. (2023). Postplagiarism: Transdisciplinary ethics and integrity in the age of artificial intelligence and neurotechnology. International Journal for Educational Integrity, 19(1), 1–10. https://doi.org/10.1007/s40979-023-00144-1

Eaton, S. E. (2025). Global Trends in Education: Artificial Intelligence, Postplagiarism, and Future-focused Learning for 2025 and Beyond – 2024–2025 Werklund Distinguished Research Lecture. International Journal for Educational Integrity, 21(1), 12. https://doi.org/10.1007/s40979-025-00187-6

Orr, J. E., & Hall, J. (2018). Student-led case adjudication: Promoting student learning through peer-to-peer engagement. 25th Annual International Center for Academic Integrity (ICAI) Conference, Richmond, VA.

Orr, J. E., & Orr, K. (2023). Restoring honor and integrity through integrating restorative practices in academic integrity with student leaders. Journal of Academic Ethics, 21, 55–70. https://doi.org/10.1007/s10805-021-09437-x

Orr, J. E., & Orren, S. (2018, March 4). The Development & Implementation of a Campus Academic Integrity Education Program. 25th Annual International Center for Academic Integrity (ICAI) Conference, Richmond, VA.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Bibliography of Equity, Diversity, Inclusion, and Accessibility Resources for Academic Integrity

September 12, 2025

This week I did an invited presentation for the European Network for Academic Integrity (ENAI) Integrity for All Working Group.

As part of my presentation, I shared this bibliography of resources that I’ve worked on over the past several years on academic integrity as it relates to equity, diversity, inclusion, accessibility, and decolonization. These topics have become increasingly important to me over the past half decade and it is more important now than it ever has been to elevate the importance of these topics, along with human rights and social justice, when addressing matters of student conduct.

This bibliography contains a list of academic integrity articles, presentations, and resources that focus on these topics. 

I’ve done my best to prepare this list according to APA 7 conventions, but please forgive any errors.

I aim to make as much of my content open access. If there is anything on this list that you cannot access, please contact me directly and I’ll see what I can do.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity

August 25, 2025

As a new academic year begins here in the northern hemisphere, I’m worried. I am worried that equity-deserving students, including racialized and linguistic-minority students, disabled and neurodivergent students, and others from equity-deserving groups will fall through the cracks again this year.

Conversations about academic integrity often centre around detection and discipline. 

How many students will be accused of — and investigated for — academic cheating this year when what they actually needed was learning support? Or language support? Or just a clearer understanding of what academic integrity is and how to uphold it?

It doesn’t have to be this way.

Academic integrity is also about creating a learning environment grounded in fairness and opportunity for every student. Social justice, equity, inclusion, diversity, and accessibility shape how students experience integrity in real ways:

  • Equity reminds us that students enter the classroom with different levels of preparation and support.
  • Inclusion ensures every student can participate in learning and assessment.
  • Accessibility removes barriers that make it harder for some students to meet expectations.
Infographic entitled 'Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity.' It features four bullet points: Equity acknowledges varied student preparation and support; Inclusion promotes participation in learning and assessment; Accessibility removes barriers to meeting expectations; and a Social Justice lens reveals patterns in integrity breaches. An illustration of a balanced scale appears below the text. The poster is credited to Sarah Elaine Eaton, PhD, August 2025.

A social justice lens helps us see patterns in who is reported or penalized for breaches of integrity and why.

  • Here are some actions educators can take in the first month of classes to support student success:
  • Review course materials to ensure instructions and policies about integrity are written in plain, accessible language.
  • Dedicate class time to talking with students about what integrity looks like in your course and why it matters.
  • Share examples of proper citation and collaboration that are relevant to your discipline.
  • Make time for questions about assessments so students understand what is expected and where to find help.
  • Connect students early to campus supports such as writing centres, student services, and accessibility services.

This is just a start.

My point is this: Do not assume that students should just know what academic integrity means. Take the time to explain your expectations and policies. In order for students to follow the rules, they need to know what the rules are.

Academic integrity is not only about avoiding plagiarism or cheating. It is also about fostering trust and fairness so that all students have a fair chance to learn and succeed. The choices we make in the first few weeks of the term set the tone for the entire year.

What steps are you taking at the start of this new school year to build a more inclusive and equitable approach to academic integrity?

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.