Democratizing Participation in AI in Education

tl;dr - Go play around with generativetextbooks.org and let me know what you think. Earlier this year I began prototyping an open source tool for learning with AI in order to explore ways generative AI and OER could intersect. I’m specifically interested in trying to combine the technical power of generative AI with the participatory power of OER, in order to both increase access to educational opportunity and improve outcomes for those students who access it. I did some preliminary writing on this topic back in July of 2023, calling the artifacts that result from combining generative AI and OER “generative textbooks” and have continued to ruminate on the topic. ...

August 19, 2025 · David Wiley

Making AI a More Effective Teacher: Lessons from TPACK

Human Teachers and AI Teachers Would you be surprised if you pulled a random person off the street, shoved them into a classroom full of students, and then found that they weren’t a particularly effective teacher? Of course not. And why wouldn’t that be surprising? Because effective teaching requires a great deal of knowledge and skill, and the person you pulled off the street most likely had no relevant training. ...

March 24, 2025 · David Wiley

Where Open Education Meets Generative AI: OELMs

Prelude The extraordinary woman who mentored me through graduate school and co-chaired my PhD committee, Dr. Laurie Nelson, frequently talked to me about the idea of “current best thinking.” Characterizing something as your “current best thinking” gives you permission to share where you are in your work while simultaneously making it clear that your thinking will still evolve in the future. It is critically important to remember that both open education and generative AI are tools and approaches - they’re means to an end, methods for accomplishing a goal or solving a problem. I’m interested in solving problems of access and effectiveness in education. I think open education and generative AI have a lot to offer toward solutions to these problems. But I want to, from the outset, caution all of us (myself included) against becoming enamored with either open education or generative AI in and of themselves. As they say, you should fall in love with your problem_, not your_ solution_._ ...

December 13, 2024 · David Wiley

Why Open Education Will Become Generative AI Education - Video

This is the video recording of my recent talk, “Why Open Education Will Become Generative AI Education.” I previously published some of the content in written form as How Generative AI Affects Open Educational Resources and Why Generative AI Is More Effective at Increasing Access to Educational Opportunity than OER. https://youtu.be/WpcE7ihlUDo?feature=shared&t=224

September 24, 2024 · David Wiley

How Generative AI Affects Open Educational Resources

This is the middle section of my September 19, 2024 presentation, Why Open Education Will Become Generative AI Education. I’m pre-posting some of the presentation content due to the very active conversation the announcement of the presentation has created. Next week I hope to post the first section of the presentation, which outlines the reasons why people who care deeply about affordability, access, and improving outcomes should consider shifting their focus away from OER (as we have understood it for the last 25+ years) and toward generative AI. Or, using the language I introduce below, from “traditional OER” to “generative OER." ...

September 4, 2024 · David Wiley

An Accidental, Systematic Attack on OER Sustainability Models

UPDATE: In a discussion about this post on LinkedIn, the following points of clarification were made: (1) the Kansas State University fee I use as an example below is a course type fee_, not a_ course materials fee_, (2) faculty have to proactively ask the university to charge their students this extra fee for their course, (3) despite being called the “Open/Alternative Textbook Initiative course fee,” only 10% of what students pay goes to the Open/Alternative Textbook Initiative - 90% of the money goes to the faculty member’s department, and (4) there is no way for students to opt out of paying this fee. So clearly this fee wasn’t the best example to use in making a point about the sustainability of OER._ ...

March 4, 2024 · David Wiley

Reflections on a Conversation about a US National Open Education Strategy

I recently attended one of the community meetings discussing whether or not a national open education strategy is needed in the US. There were two other meetings I did not attend, so I can’t speak to them. But here are my quick takeaways from the meeting I did attend: There was enthusiasm about the idea of a national open education strategy. There were very few expressions of doubt about the need for a strategy (beyond those I expressed). It felt like everyone who came to the meeting was already on board with creating a strategy before we began discussing its merits. No one knows what the purpose of such a strategy would be. There was no discussion of what the goal would be of creating a national open education strategy. There were several times during the meeting when attendees were asked to contribute their thoughts on a range of topics. Each time I asked some version of “what goal would this strategy be trying to achieve?” No one seemed interested in discussing the question, neither the session moderators nor the participants. I asked the question repeatedly because it’s impossible to create effective strategy without a clear goal that you’re trying to achieve with the strategy. I predict a national “open education” strategy would actually end up being something like a national zero textbook cost strategy. The sense I got is that reducing textbook costs isn’t enough anymore, the advocacy has moved on to eliminating them. For many years now what people call OER advocacy has actually been “zero textbook cost” advocacy. This is partly because policymakers don’t understand openness, but they do understand costs. Consequently, in order to get a grant program created in your department / institution / system / state / country you have to focus on the amount of money the program will save constituents. So for the last decade or so there has been a lot of energy devoted to either “OER programs with a laser focus on cost savings” or “zero textbook cost” programs. The US Department of Education’s Open Textbooks Pilot program is a great example. It “supports projects at eligible institutions of higher education that create new open textbooks and expand the use of open textbooks in courses that are part of a degree-granting program, particularly those with high enrollments. This pilot program emphasizes the development of projects that demonstrate the greatest potential to achieve the highest level of savings for students through sustainable, expanded use of open textbooks in high-enrollment courses or in programs that prepare individuals for in-demand fields” (emphasis added). Expect to see more of this language - probably switching from “highest level of savings” to “eliminating costs” - in any future strategy. The strategy may have little to nothing to do with openness. Because there are many ways to eliminate textbook costs or “achieve the highest level of savings for students_”_ without using OER (e.g., library resources, traditionally copyrighted resources online, etc.), a national “open education strategy” may not actually end up being about open education at all. The one place openness might make an appearance is in language like, “one way to eliminate textbook costs is to adopt OER.” But it seems likely that OER and openness would play a supporting role to the real star of the strategy, eliminating textbook costs. A national zero textbook cost strategy would be the beginning of the end for the OER movement as we know it. I’ve written before about how the adoption of “zero textbook cost” policies undercuts the sustainability models used by OpenStax and other large OER publishers, who sustain their efforts through sales of related products like homework systems and printed editions of their books. If some version of the zero textbook cost policies that exist at select institutions were to be implemented nationally, it would be a death knell for major OER producers and maintainers. OER advocates may see their national strategy work backfire much sooner. Many OER advocates are vocal critics of inclusive access and equitable access models, and the US Department of Education is poised to prohibit schools from automatically billing students for their course materials. However, inclusive access and equitable access aren’t the only models that automatically charge students a fee for their course materials. Many institutions charge students a fee associated with their OER courses as a way of funding the institutions’ OER efforts. For example, Kansas State University’s Open/Alternative Textbook Initiative course fee is a $10 fee that is payed by students in courses that use OER and other free, traditionally copyrighted resources. But this fee, and others like it that have helped sustain institutional OER efforts for many years, will likely be prohibited under the new rule. These are very plainly fees for course materials that are automatically billed to students. The main difference between these fees and inclusive access models being that with inclusive access its possible to opt out. (It’s almost like every time the OER community finds a sustainable model, the OER community turns around and undercuts it!) There was not a single mention of generative AI. I wrote at length a few weeks ago about how generative AI completely changes the future of OER, and specifically spelled out what that meant for a potential national strategy on open education. I purposefully didn’t raise the topic of generative AI in the meeting because I wanted to see if anyone else would raise it. Generative AI wasn’t mentioned a single time. Creating a national open education strategy in 2024 that didn’t account for generative AI would be like creating a national transportation strategy centered around horses and buggies. If zero textbook cost policies and prohibitions on models like inclusive access don’t kill the OER movement, a determination to ignore generative AI for the same cost-related reasons definitely will.

February 21, 2024 · David Wiley

Do We Need a National Open Education Strategy?

tl;dr - In order to be relevant today and in the future, a national open education strategy must (1) know exactly what it is trying to accomplish and (2) deeply integrate generative AI. WICHE is convening a series of conversations this week and next titled, “Do We Need a National Open Education Strategy?” This essay is my (very) personal contribution to that conversation. How We Got Here In 1998, when I launched the OpenContent project and the first open license for educational materials and other creative works (that weren’t software), I encouraged anyone and everyone to openly license anything they were willing to openly license. I was inspired by the transformational potential of the internet - only available to the broader public for a few years at that point - and the open source software movement. Combining open licenses with the internet’s capacity to share instantaneously around the world seemed to have the potential to revolutionize education. I had no strategy in terms of making open content easy for educators and learners to understand, adopt, or use - I was just trying to convince people the world wouldn’t end if they shared their work under open licenses (because most were convinced it would). The materials shared during those first years were totally random - essays, photos, technical documentation, etc. Similarly, when Connexions launched at Rice University in 1999, it promoted sharing individual bits of content as well. ...

February 5, 2024 · David Wiley

Pervasive Threats to Validity in the OER Adoption Research; or, Three Questions to Ask When You Read OER Adoption Research

As I’ve been (re-)reading OER adoption research through a more critical lens I’m seeing a recurring pattern of significant threats to validity in the designs of studies purporting to measure the impact of OER adoption on student outcomes. While there are numerous methodological issues to consider, in this essay I’ll discuss three. Specifically, I’ll share: three questions you should ask when you read research about the impact of OER adoption on student outcomes, the reasons why you should care about the answers to those questions, and the questions the study is really addressing when the answer to any of the three questions is “no.” Three questions to ask when you read research on the impact of OER adoption Ask yourself these three questions when you read OER adoption research - especially research that claims to find a positive impact on student outcomes. ...

November 6, 2023 · David Wiley

An Analogy for Understanding What it Means for Generative AI to be "Open"

I’ve found this to be a useful analogy for understanding what it means for generative AI to be “open”: Operating systems can be proprietary or open source. Device drivers and other kernel modules that change the behavior of the operating system can be proprietary or open source. Software programs that run on an operating system can be proprietary or open source. Foundation models are like operating systems. Fine-tuning a foundation model is like writing a device driver or other kernel module. ...

August 30, 2023 · David Wiley