{"id":339,"date":"2026-04-27T16:00:00","date_gmt":"2026-04-27T08:00:00","guid":{"rendered":"https:\/\/teachertalk.site\/?p=339"},"modified":"2026-04-27T16:02:45","modified_gmt":"2026-04-27T08:02:45","slug":"from-efficient-to-transformative-ai-samr-and-tpack","status":"publish","type":"post","link":"https:\/\/teachertalk.site\/?p=339","title":{"rendered":"From Efficient to Transformative: AI, SAMR and TPACK"},"content":{"rendered":"<div class=\"blog-header\">\n<div class=\"label\">Week 13 \u00b7 Pedagogy \u00b7 Teaching with Technology<\/div>\n<h2>From Efficient to Transformative: AI, SAMR and TPACK<\/h2>\n<div class=\"tagline\">&#8220;The question is not <em>how can I use AI?<\/em> \u2014 it is <em>how can AI help me create a transformative, student-centred learning experience?<\/em>&#8220;<\/div>\n<div class=\"meta\">\u23f1 5 min read \u00b7 By Matt Faulkner \u00b7 Pedagogy \/ Teaching with Technology<\/div>\n<div><\/div>\n<\/div>\n<p>Walk into any staffroom right now and AI is in the conversation. Some teachers are experimenting enthusiastically, others are cautious, and most are quietly trying to work out how to respond without losing what makes their teaching meaningful.<\/p>\n<p>In a recent Faculty Focus article \u2014 <a class=\"tt-link\" href=\"https:\/\/www.facultyfocus.com\/articles\/teaching-with-technology-articles\/humanizing-generative-ai-three-ways-to-keep-students-at-the-center-of-your-classroom\/\" target=\"_blank\" rel=\"noopener\">Humanizing Generative AI: Three Ways to Keep Students at the Center of Your Classroom<\/a> \u2014 Dr Richard Violanti names a pattern that should sit at the heart of every AI-in-education conversation we are having this year. Teachers are using generative AI to draft emails, build slides, summarise readings and generate quizzes. All useful. All versions of what we already did. As Violanti puts it, the technology &#8220;enhances the product \u2026 but leaves the process of learning for the students unchanged.&#8221;<\/p>\n<p>That diagnosis deserves our attention. If our ambition stops at <em>efficiency<\/em>, we will have adopted the most powerful learning technology in a generation and used it to make a slightly faster worksheet.<\/p>\n<div class=\"tt-pullquote\">If our ambition stops at efficiency, we will have adopted the most powerful learning technology in a generation and used it to make a slightly faster worksheet.<\/div>\n<p>This post is a follow-up to Violanti&#8217;s piece. The aim here is to take his core argument \u2014 that AI&#8217;s real promise is pedagogical, not administrative \u2014 and sit it alongside two of the most widely used frameworks in educational technology: the <strong>SAMR model<\/strong> (Puentedura, 2006) and the <strong>TPACK framework<\/strong> (Koehler &amp; Mishra, 2009). Together, they give us a sharper way to see when AI is genuinely transforming learning, and when it is quietly substituting for what was already there.<\/p>\n<hr class=\"tt-divider\" \/>\n<h3>The efficiency trap, named<\/h3>\n<p>Violanti&#8217;s observation is not new, but it is important. Decades of educational technology research \u2014 from Larry Cuban onwards \u2014 show that most classroom innovations end up <em>sustaining<\/em> existing practice rather than transforming it. Interactive whiteboards replaced chalkboards. PDFs replaced photocopies. Learning management systems replaced filing cabinets. Each was a genuine workflow improvement. None, on its own, changed what learning felt like for students.<\/p>\n<p>Generative AI is arriving with the same gravitational pull. The path of least resistance is to wire it into what we are already doing: a faster quiz generator, a tidier email reply, a cleaner slide. These uses are not bad \u2014 they give time back. But if that is where we stop, AI becomes another tool that makes the teacher&#8217;s life marginally easier without making the student&#8217;s learning meaningfully different.<\/p>\n<p>The question Violanti poses is the right one, and it links directly to the kind of intentional planning we have talked about in earlier posts on <a class=\"tt-link\" href=\"https:\/\/teachertalk.site\/?p=79\">planning with purpose<\/a>: not <em>how can I use AI?<\/em>, but <em>how can AI help me create a transformative, student-centred learning experience?<\/em><\/p>\n<hr class=\"tt-divider\" \/>\n<h3>SAMR: a mirror for how we are actually using AI<\/h3>\n<p>Ruben Puentedura&#8217;s SAMR model offers four levels of technology integration: <strong>Substitution, Augmentation, Modification and Redefinition<\/strong>. The lower two levels <em>enhance<\/em> existing tasks. The upper two <em>transform<\/em> them \u2014 they make possible learning experiences that simply could not exist without the technology.<\/p>\n<p>Mapped onto generative AI, the levels become uncomfortably clear.<\/p>\n<div class=\"tt-tip-box\">\n<div class=\"tt-tip-title\">\ud83e\ude9c SAMR applied to generative AI<\/div>\n<ul>\n<li><strong>Substitution \u2014<\/strong> AI writes the quiz you used to write yourself. Same quiz, same pedagogy, faster delivery.<\/li>\n<li><strong>Augmentation \u2014<\/strong> AI writes a <em>better<\/em> quiz: adaptive difficulty, auto-generated distractors, instant feedback. Still a quiz.<\/li>\n<li><strong>Modification \u2014<\/strong> A reading becomes a conversation. Students use an AI tutor to interrogate a text, surface their own misconceptions, and bring questions to class. The task is genuinely redesigned.<\/li>\n<li><strong>Redefinition \u2014<\/strong> A task that could not exist before. A history student conducts a simulated interview with a historical figure and has to defend, with evidence, where the AI&#8217;s responses sit in the record and where they drift into plausible-sounding fiction.<\/li>\n<\/ul>\n<\/div>\n<p>None of this requires teachers to become SAMR theorists. The value of the model is its reflective prompt, which Violanti phrases neatly: <em>is technology making learning different, or just more efficient?<\/em> If the answer is &#8220;just more efficient,&#8221; we are at the bottom of the ladder. That is a reasonable place to start. It is not a reasonable place to stay.<\/p>\n<p>It is worth being honest about SAMR&#8217;s limits too. Critics have pointed out, fairly, that the model can privilege product over process and can imply Redefinition is always pedagogically superior, which it is not. A well-designed Substitution task can teach more than a poorly-designed Redefinition one. SAMR is a mirror, not a scoreboard.<\/p>\n<hr class=\"tt-divider\" \/>\n<h3>TPACK: why the mirror alone is not enough<\/h3>\n<p>If SAMR asks <em>where on the ladder are we?<\/em>, the TPACK framework asks <em>what do we need to know to climb it well?<\/em> Koehler and Mishra&#8217;s model describes teaching as the intersection of three knowledge domains: <strong>Content Knowledge<\/strong> (what we teach), <strong>Pedagogical Knowledge<\/strong> (how we teach) and <strong>Technological Knowledge<\/strong> (the tools we use). Transformative teaching lives at the centre of the Venn diagram, where all three overlap.<\/p>\n<p>This matters enormously for AI, because AI is the first mainstream classroom technology where the Content and Pedagogy circles are genuinely under pressure from the Technology circle. A generative model can plausibly do some of what we used to teach students to do \u2014 write an essay, summarise an argument, solve a routine problem. TPACK reminds us the answer is not to retreat into one circle or another. It is to redesign the intersection.<\/p>\n<div class=\"tt-tip-box\">\n<div class=\"tt-tip-title\">\ud83c\udfaf Three questions to ask \u2014 in this order<\/div>\n<ul>\n<li><strong>Content \u2014<\/strong> What is the deep disciplinary knowledge I want students to build, and what parts of that knowledge are now <em>more<\/em>, not less, important because AI can approximate the surface of it?<\/li>\n<li><strong>Pedagogy \u2014<\/strong> What does student-centred learning of that content actually look like \u2014 inquiry, dialogue, critique, production, reflection?<\/li>\n<li><strong>Technology \u2014<\/strong> Where, specifically, does AI <em>deepen<\/em> that pedagogy rather than shortcut it?<\/li>\n<\/ul>\n<\/div>\n<p>When those three questions are asked in that order, AI stops being the starting point and becomes a design choice. That is TPACK doing its quiet, useful work.<\/p>\n<hr class=\"tt-divider\" \/>\n<h3>What transformation actually looks like<\/h3>\n<p>Violanti offers three concrete practices that, in SAMR terms, push teaching toward Modification and Redefinition, and in TPACK terms sit firmly inside the intersection of all three circles. They are worth restating \u2014 and building on.<\/p>\n<p><strong>1. Differentiate, don&#8217;t just generate.<\/strong> Instead of producing one more artefact for the whole class, use AI to produce multiple on-ramps to the same content: a levelled version of a dense reading, an audio summary, a concept map, a worked example with scaffolding, a stretch version with primary sources. Every student engages with the same learning goal, but through the modality and entry point that works for them. This is differentiation at a scale that was genuinely impossible a few years ago, and it sits squarely in Redefinition territory.<\/p>\n<p><strong>2. Turn AI into a thinking partner, not an answer machine.<\/strong> The concern that AI short-circuits thinking is legitimate, but it is a design problem, not a technology problem. Assignments that ask students to <em>produce with AI<\/em> tend to flatten thinking. Assignments that ask students to <em>interrogate AI<\/em> tend to deepen it. Have students debate an AI-generated argument, diagnose where a model oversimplified a concept, compare AI output against primary sources, or co-develop a solution and then annotate which contributions were theirs and which were the model&#8217;s. This connects directly to the kind of <a class=\"tt-link\" href=\"https:\/\/teachertalk.site\/?p=203\">higher-order questioning<\/a> we have explored in earlier posts \u2014 the critical move is requiring students to <em>evaluate<\/em> AI, not just <em>consume<\/em> it. Metacognition becomes the assessable product.<\/p>\n<p><strong>3. Use AI to design, not just to deliver.<\/strong> This is the move most teachers have not yet made. Ask AI to help you generate learning experiences at different cognitive levels, propose authentic problem scenarios linked to your subject, suggest formative assessments aligned to specific outcomes, or role-play a sceptical student and stress-test your explanations. The teacher stays the designer. The AI becomes a collaborator in the design process itself. This is perhaps the highest-leverage shift available right now \u2014 and the one most hidden from view, because it happens before the lesson even starts. It pairs particularly well with what we have written previously about <a class=\"tt-link\" href=\"https:\/\/teachertalk.site\/?p=92\">formative assessment<\/a>: AI can help generate the next layer of probing questions <em>after<\/em> you see how students responded to the first.<\/p>\n<hr class=\"tt-divider\" \/>\n<h3>A few honest caveats<\/h3>\n<p>A responsible follow-up has to acknowledge what this kind of transformation does not solve. Designing transformative AI tasks takes <em>more<\/em> time up front, not less \u2014 the efficiency trap is seductive partly because it is genuinely easier. It also assumes equitable student access to tools, clear school guidance on academic integrity, and professional learning that treats AI as a pedagogical question rather than a software training session. None of that is evenly distributed. And the technology itself is not neutral: generative models carry bias, hallucinate confidently, and raise real questions about labour, intellectual property and environmental cost that belong in any serious classroom conversation about their use.<\/p>\n<p>Holding those caveats in mind is not a reason to retreat to Substitution. It is a reason to make the climb to Redefinition deliberately, transparently, and with students as partners in the conversation.<\/p>\n<hr class=\"tt-divider\" \/>\n<h3>The more human use of artificial intelligence<\/h3>\n<p>The irony of generative AI in education is that its most powerful contribution may be the thing it cannot do. It cannot know a student. It cannot notice the one who has gone quiet in week six. It cannot decide what in a subject is worth knowing. It cannot replace the trust that makes feedback land.<\/p>\n<p>What it <em>can<\/em> do \u2014 if we let SAMR and TPACK do their reflective work \u2014 is give that time back to us. Time to design richer tasks. Time to respond to individual students. Time to do the pedagogical work that most drew us to teaching in the first place.<\/p>\n<div class=\"tt-pullquote\">Teaching has never been about the tools. It is about the people in the room. The measure of whether we are using AI well is not how much time it saves us \u2014 it is whether the learning that happens in that room is different, deeper, and more clearly centred on the student than it was before.<\/div>\n<p>If it is, we have climbed the ladder. If it is not, we have simply bought a faster worksheet.<\/p>\n<div class=\"tt-cta\">\n<p><strong>Your turn.<\/strong>Where are you on the SAMR ladder with AI right now \u2014 still mostly Substitution, or pushing into Modification and Redefinition? Drop a comment below with one AI-supported task you have redesigned (or want to redesign) this term. I would love to hear what is actually working in real classrooms.<\/p>\n<\/div>\n<div class=\"tt-references\">\n<h4>References and further reading<\/h4>\n<p>Koehler, M. J., &amp; Mishra, P. (2009). What is technological pedagogical content knowledge (TPACK)? <em>Contemporary Issues in Technology and Teacher Education, 9<\/em>(1), 60\u201370.<\/p>\n<p>Puentedura, R. R. (2006). <em>Transformation, technology, and education<\/em>. Hippasus.<\/p>\n<p>Hamilton, E. R., Rosenberg, J. M., &amp; Akcaoglu, M. (2016). The Substitution Augmentation Modification Redefinition (SAMR) model: A critical review and suggestions for its use. <em>TechTrends, 60<\/em>(5), 433\u2013441.<\/p>\n<p>Violanti, R. J. (2026). <a href=\"https:\/\/www.facultyfocus.com\/articles\/teaching-with-technology-articles\/humanizing-generative-ai-three-ways-to-keep-students-at-the-center-of-your-classroom\/\" target=\"_blank\" rel=\"noopener\">Humanizing generative AI: Three ways to keep students at the center of your classroom<\/a>. <em>Faculty Focus<\/em>.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Week 13 \u00b7 Pedagogy \u00b7 Teaching with Technology From Efficient to Transformative: AI, SAMR and TPACK &#8220;The question is not how can I use AI? \u2014 it is how can AI help me create a transformative, student-centred learning experience?&#8220; \u23f1 5 min read \u00b7 By Matt Faulkner \u00b7 Pedagogy \/ Teaching with Technology Walk into &hellip; <a href=\"https:\/\/teachertalk.site\/?p=339\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;From Efficient to Transformative: AI, SAMR and TPACK&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[71,6],"tags":[72,74,25,73,75,76],"class_list":["post-339","post","type-post","status-publish","format-standard","hentry","category-gen-ai","category-pedagogy","tag-ai-in-the-classroom","tag-educational-technology","tag-pedagogy","tag-samr-model","tag-student-centred-learning","tag-tpack-framework"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"Most teachers are using AI for efficiency. 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