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To AI or not to AI? That is the question
To AI or not to AI? That is the question

So, choose two topics, individuals or issues that hold some level of controversy in your field and preferably aren’t directly related. Students will need to answer three questions. What is the topic about? Why is it important in the context of your field? And why is it controversial? However, the first topic they can use only one or two written sources that you provide them. You might provide a book chapter or a level-appropriate article that they must read. For the other topic, they can only use AI.

This works best if all the work is done within the first half of a two-hour lecture, but the tasks I’ve explained so far can be set as homework, if necessary.

Now, we come to the important part.

In the second half of the class or the next class, pair them up and ask them to explain their findings to their partner without relying on any notes. Then, as a reflection, ask which they learned the most about, which they remembered the most about, and which they were the most confident in discussing.

Conclude by exploring the following four points. First, productive struggle. It was likely harder to work with the written text because students had to interpret the text, understand how it related to the questions and then construct their own answers. That is, they did the hard work that entered them into a state of “productive struggle”, as we talk about in my textbook.

Second, understanding and recall. Because of point one, most students, if not all, will find this led to deeper understanding and better recall of the no-AI topic than the AI topic, even if the written answers for the AI topic were more comprehensive.

Three, process, not output. This demonstrates it’s not the output, “knowing the topic”, but the process, becoming a better thinker, that matters. With improved thinking skills, students can better examine information, knowledge and resources in the future, including AI answers. Without improved thinking, students may enter a state of cognitive surrender.

And four, confidence during life’s turning points. Students will rely on better thinking and not AI outputs during key turning points in their lives: during a job interview when their answer doesn’t sound the same as every other candidate because they make an unexpected observation; when the person they’re chatting to at a networking event is impressed by their ideas and wants to talk again; when they’re faced with an unexpected question after a work presentation and they can quickly think laterally; at the end of an investor pitch, when a potential funder is reassured by their confidence in responding to left-field questions.

I’m Dr Sarah Ivory. Thank you for listening and I hope I’ve convinced you to embrace your role of advocate of university education and to try the exercise To AI or not to AI, so that we demonstrate to students the value of becoming a better thinker at university.

Sarah Birrell Ivory is a critical thinking advocate and educator. She is author of Becoming a Critical Thinker: For your University Studies and Beyond (Oxford University Press, 2021), Introduction to Management: Functions and Challenges, co-authored with Emma Macdonald (OUP, 2024) and Becoming a Critical Thinker on Substack.

·timeshighereducation.com·
To AI or not to AI? That is the question
Too Good To Go - appkingo
Too Good To Go - appkingo
Too Good To Go is an innovative app designed to combat food waste while offering delicious meals at a fraction of the original price. This app connects local restaurants, cafes, and grocery stores with users, allowing them to purchase surplus food that would otherwise be thrown away. With a user-friendly interface, the app showcases a variety of participating outlets, including high-end restaurants, local bakeries, and organic grocery stores. The concept is simple yet impactful. At the end of each business day, many food establishments find themselves with surplus food. Too Good To Go provides a platform for these businesses to list their leftover items at significantly reduced prices. As a user, you can browse through the list of available 'surprise bags' in your area, each filled with a variety of unsold food items.
·appkingo.com·
Too Good To Go - appkingo
Science Literacy | University of Alberta
Science Literacy | University of Alberta
We are often told not to believe everything we read online or see on TV—but how do we tell the difference between sensationalized statistics and a real scientific study? Learn how to spot sound science with our new online course in Science Literacy.
·ualberta.ca·
Science Literacy | University of Alberta
Lost Funds — $177 Billion Gone
Lost Funds — $177 Billion Gone
Track the Trump administration’s federal funding disruptions state by state — what was cut or frozen, who it hurts, and how states are fighting back in court.
·lostfunds.org·
Lost Funds — $177 Billion Gone
The Great Reading Recession
The Great Reading Recession
The PISA decline is what happens when you prioritise skills over knowledge
·carlhendrick.substack.com·
The Great Reading Recession
PISA 2025 Results (Volume I) | OECD
PISA 2025 Results (Volume I) | OECD
The OECD Programme for International Student Assessment (PISA) 2025 evaluates what students know and can do in science, reading, mathematics and computational problem-solving, assessing how effectively they can apply their knowledge to real-world challenges. The assessment also explores a range of broader competencies, attitudes and behaviours, including curiosity, perseverance and the use of artificial intelligence. PISA results provide valuable insights into the quality and equity of learning outcomes around the world, enabling educators and policymakers to learn from each other’s policies and practices. This volume is one of three that present the results of the ninth cycle of PISA. PISA 2025 Results (Volume I): Future-Ready Students focuses on students’ performance in the core learning domains, and explores students’ drive to learn, sense of agency and adaptability and attitudes towards school. It examines differences in learning outcomes by gender, socio-economic status and immigrant background. More than 760 000 students across 91 countries and economies participated in PISA 2025, making it the largest international comparative assessment of 15‑year‑olds worldwide.
·oecd.org·
PISA 2025 Results (Volume I) | OECD
New State List Underscores Astonishing State of Book Bans Across Florida - PEN America
New State List Underscores Astonishing State of Book Bans Across Florida - PEN America
(MIAMI) — The Florida Department of Education’s annual report of books and materials removed, restricted, or discontinued by school districts for the 2025–2026 school year underscores the astonishing state of book banning across Florida, PEN America and Florida Freedom to Read said today.  The Department’s annual report details more than 600 instances of censorship across 10 Read more...
·pen.org·
New State List Underscores Astonishing State of Book Bans Across Florida - PEN America