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.

______________

Share this post: Interfacing with the Future: Reflections on the National Day of Learning 2026 –  https://drsaraheaton.com/2026/04/01/interfacing-with-the-future-reflections-on-the-national-day-of-learning-2026/

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.


A Wraparound Approach to Academic Integrity: Centering Students in the Postplagiarism Era

May 7, 2025


I am trying out SSRN. I feel like this is something I should have known about long ago. Last year, one of the doctoral students whom I supervise, Myke Healy, posted a paper about academic integrity in secondary schools on SSRN. (It’s a really good ready, by the way.)

Then, a research team that I’m on posted our rapid review protocol pre-print on assessment, academic integrity, and artificial intelligence on SSRN. Myke is on our team and posted the paper on our behalf.

On my recent travels, I was listening to Malcolm Gladwell’s podcast, Revisionist History. In one of episodes (I forget which one exactly), Gladwell raves about SSRN. I mean, gushes.

I thought to myself, “Well, it seems the universe is asking me to pay attention to SSRN.” So, I did.

I got working on a paper that had been sort of lingering for a couple of years. (Yes, a couple of years. Good work takes time!) I unpacked the ideas, developed the argument, referenced people whose contributions influenced and shaped my thinking and got it formatted.

So, I’ve now posted my first paper on SSRN:
Eaton, S. E. (2025). A Wraparound Approach to Academic Integrity: Centering Students in the Postplagiarism Era (April 20, 2025). SSRN. https://doi.org/http://dx.doi.org/10.2139/ssrn.5223911

I’m not really sure what happens next. There doesn’t really seem to be a place for folks to comment on the paper, though you can download it and add it to your library. I guess the next step is to submit it to a journal and go from there.

If you use SSRN and have tips on how to make the most of it, feel free to share. I’m learning as I go and I’m all ears.

________________________

Share this post: A Wraparound Approach to Academic Integrity: Centering Students in the Postplagiarism Era – https://drsaraheaton.com/2025/05/07/a-wraparound-approach-to-academic-integrity-centering-students-in-the-postplagiarism-era/

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.


Time Management Tips and Goal-Setting for Graduate Students

January 6, 2025

This post is for my grad students, but may be of interest to others, too.

For as long as I can remember, I’ve started each year by setting goals for the year and sometimes even for multiple years. Call it a quest for independence, a desire for self-determination, or a way to keep myself from getting down in the dumps as the shininess of a new year wears off and the drudgery of February descends.

SMART Goals

Some years ago I learned about SMART (specific, measurable, achievable, relevant, and time-bound) goals. That has been a helpful framework for me, but I have also struggled to keep my thinking flexible when setting goals. Having a framework and being flexible with that framework, rather than adhering to it strictly, is ongoing goal.

Write Down the Goals

I write down my goals and I also keep To Do Lists. This helps me to keep track of what goals I set and their due dates. Now, due dates get shifted sometimes, but I am more likely to meet my goals and complete the tasks that help me achieve them if I give myself a deadline.

Some of my Favourite Tools

An alumnus from our school of education introduced me to Magic To Do Goblin Tools a while back. It’s an AI app that helps break down a big task into smaller tasks.

I also use Google sheets to create To Do lists. I used to use a word processor for this, but over time I have migrated to spreadsheets because I like being able to sort the columns by different categories such as due dates, tasks completed, and so on. One reason I use Google sheets is that I like being able to access it from any device, anywhere in the world.

Back during the pandemic, Phill Dawson and I were working on our respective books. He was writing Defending Assessment in a Digital World and I was writing Plagiarism in Higher Education: Tackling Tough Topics in Academic Integrity. He posted on Twitter that he was using WriteTrack ( to help him complete the book. I checked it out and immediately signed up. This has been one of the single most helpful tools to help me complete large writing projects that have a target word count. I recommend it to students who are writing a thesis or anyone tackling a big writing project.

Microgoals

For me, one of the things that I have found helpful, is to break down big goals into smaller ones. I break the smaller ones in to even smaller ones. I keep going until I have micro goals, which for me are small things I can do in half an hour or less.

My preference is to have big chunks of time (at least three or four hours of uninterrupted time) to work on projects. Most days I do not have that luxury, which is frustrating, but also outside of my control. Instead, I try to do micro tasks throughout the day that require less focus, so that when the opportunity comes to have an hour or more to work on a task, I am less preoccupied with other chores or deliverables that need to get done. Five minutes to fill out and submit a form for a graduate student’s progress. Ten minutes to load the dishwasher. Fifteen minutes to answer some e-mails.

Some days I do not have time to read an entire article or an entire chapter of a book, so my microgoal is to simply open the .pdf, scan the title and read the abstract. I might add the article to my EndNote library. That’s another micro task. Even if I cannot complete an entire task, I try to make some progress, however small it may seem.

Some microtasks are things that I don’t particularly enjoy doing, but they are responsibilities and I just need to get them done. Other micro tasks are things I really wish I could spend more time on. Either way, doing something rather than nothing means we are making progress.

Monitor Your Progress and Celebrate Small Wins

The point is to find tools that work for us to declare and then monitor our progress. Making some progress is better than making no progress at all. Things sometimes (often?) take longer than we anticipate, but the goal might still be worth working towards. Monitoring progress and celebrating the small steps is an important part of the process. We do what we can, and we can feel proud of that.

Expect the Unexpected

One of the things I struggle with is being interrupted. If I am focused on a task and I am interrupted, sometimes it can feel like the whole day is ruined. One of my daily challenges is dealing with abrupt or unexpected changes that can take me away from something I am working on. My reality is that most days are full of interruptions. It’s one of the reasons I often get up early to work on important projects. I often say that by the time 09:00 a.m. rolls around, I can’t get any more work done for the day. I say it in jest, but there’s a kernel of truth in there.

I have learned to expect the unexpected and assume that my day will include interruptions that I have no control over. For me this means bracing myself for incidents, e-mails, or the cat throwing up a hair ball that will demand my attention and throw me off balance. It’s not that learning to expect the unexpected means that I am suddenly able to regain my balance, but rather that I accept that I may be in a sustained state of internal imbalance due to factors outside my control. I practice breathing and just carrying on… however off kilter I may feel.

Anticipate the Need for Extra Time

One of the reasons I like to think I’m good at time management is because I often allow extra time for tasks. I block travel time in my calendar to get to work, for example. I tend to allow more time than I might need on an average day, so that if traffic is heavy or if there’s an accident on the road, I have built some buffer into my schedule. On days when I arrive to work a little bit early, I can spend a bit of extra time getting ready for my meetings or chatting with people I run into along the way.

For me, anticipating I may need more time than a task might require, helps me cope when unexpected things happen. It also helps me to limit the number of tasks I expect of myself in a day. Because I tend to over-schedule and over-plan, limiting the number of tasks in a day can actually be helpful for me.

Release the Day

Set daily goals that you can realistically achieve. If you do not achieve them by the end of the day, then release them… At the end of the day, say to yourself, “Today is over and I have done my best. Tomorrow is a new day.” Set concrete and small goals for the next day and when you wake up, review your list. Look at it throughout the day. Do what you can. Then, at the end of that day, accept that the day is over, you have done your best, release what you did not accomplish and if possible, move those goals to the next day.

I have too many things on my lists for me to accomplish them all. When I was younger, I would get very upset with myself for not achieving everything on my To Do List. One of the most powerful techniques I learned was to ‘release the day’. At the end of every day, I review what tasks I accomplished. (Sometimes I even book in relaxation as a goal and that one is always a challenge for me.)

At the end of the day, say to yourself, “Today is over and I have done my best. Tomorrow is a new day.” in my mind, I close the day and release myself from any guilt, sadness, or anger that I have not made as much progress on my To Do List. There are a limited number of hours in each day and I do what I can. 

I forgive myself for whatever didn’t get done and give myself permission to start tomorrow as a new day. Each day is its own little time capsule. Success happens from doing many small tasks over time to achieve a big goal.

Limit the Worrying

This can be easier said than done. For me at least, worry is like an evil monster that can block me from making any progress at all. Worrying can be normal, but worrying too much can prohibit us from making progress on small things we can do today. By anticipating the unexpected, anticipating the need for extra time, and releasing the day, I tend to worry less.

Little Steps Towards Big Goals

I often tell graduate students that I work with that we complete our academic programs as a result of doing many little tasks every day that help propel us towards their overall goal. Of course, there are big program milestones: completion of individual courses, followed by completion of all the required courses, writing the thesis proposal, the candidacy exam, the final oral defence, and then graduation. These big milestones are way points along the journey. Each and every step along the path matters though. No matter how small, even one step helps get us closer to our goals.

Ask for (and Accept) Help

Asking for help can be a challenge. I am not always great at asking for help, but whether I like it or not, there are a lot of things I am either not good at or just cannot do for one reason or another. As a supervisor, there are certain things I can help my students with, but there are other things that I can’t do. For example, if a student is experiencing high levels of anxiety, demand avoidance or task initiation paralysis, I can listen and be supportive, and I may recommend that the students seek additional support from a qualified therapist or counsellor. I am aware that my role as an academic supervisor has some constraints and I am not qualified to serve as a proxy therapist for a student who needs more support than I can give. In these cases, I see my role is one of helping students recognize that they may need extra support and provide referrals to the Student Wellness centre, were further diagnostics or support can be provided.

I might share that when I was a graduate student, I myself got help from counsellors along my journey who helped me manage my anxiety, sleep better, and helped me achieve my goals. Sometimes that disclosure helps and sometimes it doesn’t. If a student is resistant to seeking help, I recognize that ultimately, they own that resistance, not me. Everyone’s journey is personal.

Concluding remarks

A new year brings an opportunity for a re-set. We can acknowledge and celebrate what we achieved in the previous year as we look ahead to new challenges, new experiences, highs, lows, and everything in between. It’s not that the journey is always fun, because it’s not. The journey itself is difficult, with many twists and turns, with unexpected obstacles along the way. The point is to keep working towards our goals, little by little, while still taking time to rest and rejuvenate, so we have the energy to keep going.

Related posts (ones that might of special interest to students)

________________________

Share this post: Time Management Tips and Goal-Setting for Graduate Students – https://drsaraheaton.com/2025/01/06/time-management-tips-and-goal-setting-for-graduate-students/

This blog has had over 3.7 million views thanks to readers like you. If you enjoyed this post, please ‘Like’ it using the button below or share it on social media. Thanks!

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. 


Three tips for future-proofing academic and research integrity this year

January 2, 2025

In my 2024 annual editorial for the International Journal for Educational Integrity, was entitled, ’Future-proofing integrity in the age of artificial intelligence and neurotechnology: prioritizing human rights, dignity, and equity

Here are three things you can do to prioritize human rights and dignity when it comes to policies and procedures to address allegations of academic or research misconduct:

Use a human-rights-by-design approach to developing, revising, and implementing policies by conducting a comprehensive review of existing academic integrity policies. Update policies to explicitly incorporate human rights principles, ensuring they address fair process, privacy, equitable treatment, and respect for human dignity. It is essential to involve individuals from representative groups in this process.

Provide ongoing training, education, and support to faculty, staff, and students about human rights principles and how they apply to misconduct investigations and case management. Create orientation programs that explain expectations for ethical conduct while respecting diverse cultural perspectives. Offer workshops and resources, peer mentoring programs, and support services.

Focus on continuous improvement and quality assurance of ethics and integrity practices by gathering feedback from students, faculty, staff and relevant stakeholders. Regularly review misconduct case management processes and data to ensure equitable treatment across different demographics.

Implementing human rights principles into misconduct investigations and case management helps to create more effective and sustainable learning environments. This approach prioritizes people over punishment, dignity over draconianism, and compassion over callousness.

Read the full article here: https://edintegrity.biomedcentral.com/articles/10.1007/s40979-024-00175-2 

Related post:

Future-proofing integrity in the age of artificial intelligence and neurotechnology: Prioritizing human rights, dignity, and equity

________________________

Share this post: Three tips for future-proofing academic and research integrity this year – https://drsaraheaton.com/2025/01/02/three-tips-for-future-proofing-academic-and-research-integrity-this-year/

This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks!

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. 


New project: Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing Technologies

April 19, 2022

Today the University of Calgary announced the recipients of the 2022 Teaching and Learning Grants. I’m pleased to share that our project was among those awarded funding. Here are the details of our project:

Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing Technologies

Research Team (all from the University of Calgary)

  • Sarah Elaine Eaton, PhD, Werklund School of Education, Principal Investigator
  • Robert Brennan, PhD, Schulich School of Engineering, Co-Investigator
  • Jason Wiens, PhD, Department of English, Faculty of Arts, Co-Investigator
  • Brenda McDermott, PhD, Student Accessibility Services, Co-Investigator
  • Helen Pethrick, MA, Project Manager
  • Beatriz Moya, PhD student, Werklund School of Education, Research Assistant
  • Jonathan Lesage, MSc student, Schulich School of Engineering, Research Assistant

Focus area (as aligned with University of Calgary research priority areas): Innovation and entrepreneurial thinking 

Grant type: Scholarship of Teaching and Learning (SoTL) Grants

Project scope: This project will be conducted at the University of Calgary. Data will be collected from faculty and students, upon successful ethics approval of the project.

Funding amount: $40,000 CAD

Project duration: 2022-2025

Project status

This project just received funding and have submitted documentation to have the project set up in the university systems. We are waiting for that step to be approved. In the meantime, we are preparing our application to the Conjoint Faculties Research Ethics Board (CFREB) at the University of Calgary.

Please note: This is an internal University of Calgary grant. We are not able to include any external collaborators in this particular project.

_________________________________

Share or Tweet this: New project: Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing Technologieshttps://drsaraheaton.wordpress.com/2022/04/19/new-project-artificial-intelligence-and-academic-integrity-the-ethics-of-teaching-and-learning-with-algorithmic-writing-technologies/

This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks!

Sarah Elaine Eaton, PhD, is a faculty member in the Werklund School of Education, and the Educational Leader in Residence, Academic Integrity, University of Calgary, Canada. Opinions are my own and do not represent those of the University of Calgary.