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		<title>Podcast Snippets: Trust Among Students and Teachers in an AI World</title>
		<link>https://www.colleague.ai/podcast-snippets-trust-among-students-and-teachers-in-an-ai-world/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Thu, 10 Sep 2026 17:56:16 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11237</guid>

					<description><![CDATA[Dr. Min Sun Co-founder &#38; CEO, Colleague AI There is a general concern or worry in the field when AI is introduced into the classroom, into schools that there is going to be more human relationship development with the technology, with the computer, with the machine, and our human relationships are going to suffer. How [&#8230;]]]></description>
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									<p><strong>Dr. Min Sun</strong><br /><em>Co-founder &amp; CEO, Colleague AI</em></p><p>There is a general concern or worry in the field when AI is introduced into the classroom, into schools that there is going to be more human relationship development with the technology, with the computer, with the machine, and our human relationships are going to suffer.</p><p>How do we maintain or rebuild the relational trust between teachers and students, among students, between school and family? What role do admin and parent play? All three of you are leading scholars, educators, and leaders in this field: I will invite any one of you one or two comments, chime in, please.</p><p><strong>Jonathan Briggs</strong>:<br /><em>Director of Technology, Eastside Preparatory Academy</em></p><p>I think in some ways this is the question. A lot of the dynamics between students and teachers is trust, and I think you know these things swing back and forth over time.</p><p>But I think because we&#8217;re in that moment right now, whereas a student, if you&#8217;re a struggling writer and you know that AI can write a better paper than you, and you&#8217;re focused on the best product that you can submit, it puts you in a really difficult position. And in a lot of ways, the student and the teacher are both aligned: they want to understand how that student thinks and help them think better. That is what everybody wants, but we&#8217;re a little bit stuck in a number of systematic ways about this, and the only the only real antidote to that, I think, is is going to come down to trust, and it&#8217;s both teacher to student, and it&#8217;s also student within student, like in an internal sort of you know metacognition level.</p><p>If you look at like a say a student who is struggling in math and they go to a tutor for help. That tutor is going to know not to tell them the answer. They&#8217;re going to know to keep asking the questions until the student arrives at [the answer] as almost a obvious insight. And you can use AI to do that. And there are some you know agents out there that are tuned specifically to work in this way, but that is the student having to be aware that it&#8217;s worth going through the harder way for themselves, right? And that&#8217;s, and I think that we can support that by making sure that the assignments feel relevant and like they will benefit the student.</p><p>Busy work is especially susceptible to cheating, always has been, and now it&#8217;s just easier to do, but a lot of that relies on the student trusting that the teacher knows what will help them learn better.</p><p><strong>Lori Nichols:<br /></strong><em>Educator and Leadership Team, Renton Prep</em><strong><br /></strong></p><p>We&#8217;ve offered a few different ways to get student feedback on their use of generative AI through this school year, and so I&#8217;ve asked teachers through our AI studios where AI is integrated into fine arts, but also in the daily classroom and other subjects.</p><p>We asked students and teachers to have conversations with their students about how are you using AI, what are your opinions about AI, and so we had some teachers do some video recordings, and then we also did an online survey.</p><p>And what I thought was interesting was when I took the results of the survey and then put them into Claire AI (the AI Assistant in the Colleague AI platform) and asked for answers to be organized by the questions. And Claire AI even broke it down further. But what was really interesting in the summary, it said <strong>students are essentially asking teachers to be thoughtful gatekeepers, introduce AI where it genuinely enhances learning, teach critical critical evaluation skills, and model appropriate use, and maintain spaces for non AI work</strong>.</p><p>So our students, from their responses, it shows that they&#8217;re thinking about this. They&#8217;re thinking about where is AI an effective tool? Where you know, do I still need to learn you know these foundational things, and how is my teacher and my relationship with them pivotal to that?</p>								</div>
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		<title>Podcast Snippets: Rapidly Changing Technology VS Constant Learning Principles</title>
		<link>https://www.colleague.ai/podcast-snippets-rapidly-changing-technology-vs-constant-learning-principles/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Thu, 10 Sep 2026 17:37:02 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11243</guid>

					<description><![CDATA[Dr. Min Sun Co-founder &#38; CEO, Colleague AI How should we reimagine schools&#8217; design, their structure, and particularly, concerning how AI can transform employment, future workforce needs, opportunities? What does it mean to prepare students not just for jobs, but for a fundamentally transformed workforce? Jonathan Briggs: Director of Technology, Eastside Preparatory Academy I&#8217;ll talk [&#8230;]]]></description>
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									<p><strong>Dr. Min Sun</strong><br /><em>Co-founder &amp; CEO, Colleague AI</em></p><p>How should we reimagine schools&#8217; design, their structure, and particularly, concerning how AI can transform employment, future workforce needs, opportunities? What does it mean to prepare students not just for jobs, but for a fundamentally transformed workforce?</p><p><strong>Jonathan Briggs</strong>:<br /><em>Director of Technology, Eastside Preparatory Academy</em></p><p>I&#8217;ll talk about some problems. I don&#8217;t have solutions to all of them, but one of the the real challenges for the first time in my career is there&#8217;s so many other pedagogical things or even technologies like bringing in a smartboard or whatever, where you could say this new thing exists, and we&#8217;re going to spend a few weeks training up faculty on how to use it, and then they can decide how to use it or not, and maybe explore different ways to do it.</p><p>This recent wave of AI transformation, the the context that you&#8217;re operating in changes every three months. It&#8217;s too fast for anyone who doesn&#8217;t get energy out of following these types of things, which I feel in this moment I&#8217;m lucky to be one of those people, but I there are a lot of people that find that exhausting, and even this space is exhausting for me, and I have a pretty high tolerance for that.</p><p>So one of the things that we&#8217;re thinking a lot about is how do we anchor our focus onto things that don&#8217;t change in time quite so fast. I mentioned before, <strong>we&#8217;re in the business of creating an environment where children grow into adults</strong>. <strong>That&#8217;s what a K 12 school is</strong>, and they need a collection of experiences, and they&#8217;re going to go through a collection of realizations and phases. They&#8217;re going to build their own identity as separate from their parents. They&#8217;re going to do all these things. I think that is still what we can be doing.</p><p>Then, if we look in this AI industry for opportunities to do that better, that shifts the equation from like how can I possibly keep up to what other things can I leverage to do this thing that we&#8217;ve always been doing. So that&#8217;s one angle that we go with in a real sort of structural sense.</p><p>I don&#8217;t know how the GPA survives. If I play out, and this is much less of an elementary school problem than a high school problem, but so long as the GPA is tied to college acceptances, and so long as it&#8217;s a compression of years worth of information into a single letter that then gets averaged out, we&#8217;re going to have students choosing between: Do I get an A with AI, or do I risk a B plus and learn something? And that&#8217;s not an environment that we as educators can create for them. That is not a fair environment for them to operate in.</p><p>We have to figure that one out. And it may be different reporting. It may be richer portfolio style stuff. We don&#8217;t really know yet, but that is sort of top of mind as a systems systems thing.</p><p>AI might also be the answer to that, which is that if you can document that richly and you can pull stuff out, we can actually write up really rich explanations of any student and how they think and what makes them unique in a way that was structurally impossible previously.</p>								</div>
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		<title>Podcast Snippets: Using AI to Develop Intelligence</title>
		<link>https://www.colleague.ai/podcast-snippets-using-ai-to-develop-intelligence/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Thu, 10 Sep 2026 16:48:47 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11229</guid>

					<description><![CDATA[Michelle Zimmerman: Director of Innovative Teaching and Learning Sciences, Renton Prep How do we cultivate the human learning ability in the AI era? These are all really great points, and it actually matches both viewers, Jonathan and Laurie&#8217;s, on a learning science perspective. Looking at everything from the zone of proximal development to constructivistic thinking, [&#8230;]]]></description>
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									<p><strong>Michelle Zimmerman</strong>:<br /><em>Director of Innovative Teaching and Learning Sciences, Renton Prep</em></p><p>How do we cultivate the human learning ability in the AI era? These are all really great points, and it actually matches both viewers, Jonathan and Laurie&#8217;s, on a learning science perspective.</p><p>Looking at everything from the zone of proximal development to constructivistic thinking, to just even child development in general, we&#8217;ve been working with early childhood all the way through high school, and a lot of these things are matching up with what Lori and Jonathan mentioned, where things that were too time intensive or human intensive on the teacher&#8217;s end to support around some of those human development components were just right out of our reach, and Lori developed this one to line up with our core knowledge sequence.</p><p>Then to look at even just this one section of sayings and phrases when we want to develop some of the human linguistic capacity, and not just what is this phrase: &#8220;It&#8217;s raining cats and dogs,&#8221; but then how do we get emotions surrounding that? How do they transfer learning from one domain to another? How does it become something that&#8217;s culturally relevant? And then, how do you capture that human side of this?</p><p>And so, just this piece that really helped support and helped Lori on the ed tech side of supporting teachers to make sure they&#8217;re covering content, it took the cognitive load off the teacher to be able to then focus on what do I want to do and how in depth do I want to go with this.</p><p>And there are two examples of how their inquiry around this phrase, &#8220;What does it mean, raining cats and dogs?&#8221; became something much bigger, where they used generative AI to first imagine their own drawings of what raining cats and dogs looks like. Then use generative AI to try and develop these images, and then ask, does this match what I imagined? If not, do we alter the prompt? What do we do differently?</p><p>And that part in there creates a type of scaffold to somewhat structure and support some of the elements that Jonathan was mentioning that we would go through as adults because we had to do the hard way, but by prompting some of these questions to go through that kind of gritty space of how do I address this, how do I understand it, how do my classmates understand it, etc.</p><p>Then you could take it into embodied movement (part of what I did at University of Washington, crossing multiple domains with dance education and cross-age mentoring), to see that come live on stage, to bring in digital references and their own video interviews around the backdrop of the theatre.</p><p>Parents could see this interaction and the human movement on stage, all coming from organizing and coming up with these concepts of what Lori had here to try and define which things do we as teachers care about, and what is really catching their attention., how do we develop that out further?</p><p>Lori, did you want to mention anything else more about that design in that space?</p><p><strong>Lori Nichols:<br /></strong><em>Educator and Leadership Team, Renton Prep</em><strong><br /></strong></p><p>I just found it. I mean, it was great, and I know Michelle brought this in the whole concept of teacher as researcher, and so the only way I was able to compile the videos of the students and things was because the teacher was documenting the student use, actually recording them, putting in the prompt.</p><p>The key part of is that what you were picturing, and to actually hear students say &#8216;no&#8217; when they got the results of the image of raining cats and dogs, because it was just raining on top of on top of cats and dogs. When the student themself did have that image of &#8220;no, I thought the cats and dogs would be falling from the sky.&#8221;</p><p>And so that whole process is how do we redefine our prompt? And I just thought that was really powerful. I mean, these are kindergarteners, and they&#8217;re not just taking the first output, and I think that&#8217;s also what we want for our teachers in their learning design.</p><p>Most of our teachers have said, &#8220;I use generative AI as a brainstorming partner, thinking partner, but I still have these ideas.&#8221; It&#8217;s just a matter of doing some of the heavy lifting and building it out or differentiating it, but we have to take those pauses to have those critical reflection points, either out loud or internally, on &#8220;does this match?&#8221; And there&#8217;s been several cases through the school year where this doesn&#8217;t quite match what I was thinking, so I&#8217;m gonna keep going, I&#8217;m going to do another iteration, or we would even have conversations where what is being suggested doesn&#8217;t really match our learning design, where we want students to be, you know, learning in interdisciplinary, project-based ways. It was kind of going backwards, and so we had to know the difference so that we could, you know, maintain that culture and our mission and vision again.</p>								</div>
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		<title>How to Create a PLC Data Report in Minutes</title>
		<link>https://www.colleague.ai/how-to-create-a-plc-data-report-in-minutes/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Wed, 09 Sep 2026 13:38:35 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11181</guid>

					<description><![CDATA[It’s Thursday night, and your PLC meeting is tomorrow. You are yet to combine assessment scores, student work in another, and your half-finished notes about the strategies you tried. You know your students well enough to say, “They struggled with the last part,” but your PLC needs something more useful: Which students have demonstrated the [&#8230;]]]></description>
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<p style="margin: 0 0 18px 0;">It’s Thursday night, and your PLC meeting is tomorrow.</p>
<p style="margin: 0 0 18px 0;">You are yet to combine assessment scores, student work in another, and your half-finished notes about the strategies you tried. You know your students well enough to say, “They struggled with the last part,” but your PLC needs something more useful:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which students have demonstrated the standard?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Where is the class getting stuck?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which instructional strategies appear to be helping?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What should change in the next unit?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which students need additional support, practice, or extension?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">A useful PLC data report connects student evidence to instructional decisions.</p>
<p style="margin: 0 0 18px 0;">Colleague AI helps teachers organize those connections while keeping professional judgment where it belongs, with the educators who know the students and taught the lessons.</p>
<h2>The Week 4 problem: You have data, and it hasn’t become a plan yet</h2>
<p style="margin: 0 0 18px 0;">By the fourth week of school, most teachers have collected plenty of information.</p>
<p style="margin: 0 0 18px 0;">There may be an initial diagnostic, daily exit tickets, a quiz, written responses, participation notes, and observations from small-group work. Each source offers part of the story. Finding the pattern across them takes focused analysis at a point in the school year when focused time is already scarce.</p>
<p style="margin: 0 0 18px 0;">A typical PLC template asks teachers to report:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Student performance trends</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Standards or skills requiring additional instruction</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Strategies already attempted</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Student groups needing targeted support</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Adjustments planned for the next unit</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">The challenge sits in moving from entries in a gradebook to claims you can support with evidence.</p>
<p style="margin: 0 0 18px 0;">“Students struggled with citing evidence” does not have sufficient detail or specifics to drive a conversation about what the problem might be and how to address it.</p>
<p style="margin: 0 0 18px 0;">“16 of 28 students selected relevant evidence, while 10 clearly explained how the evidence supported their reasoning” gives the team an instructional problem it can act on.</p>
<h2>What Colleague AI does with your classroom evidence</h2>
<p style="margin: 0 0 18px 0;">Colleague AI works from the data, instructional materials, and context the teacher provides. It can organize performance trends, connect findings to standards, summarize strategies already used, and draft next-step recommendations for teacher review.</p>
<p style="margin: 0 0 18px 0;">The resulting report gives a PLC a shared starting point for discussion. Teachers can correct the interpretation, add classroom context, and decide which adjustments fit their students.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">A sample PLC data report</h3>
<p style="margin: 0 0 18px 0;">Consider a sixth-grade ELA teacher preparing to discuss a standards-aligned written response assessment.</p>
<p style="margin: 0 0 18px 0;">The teacher provides:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Assessment results for 28 students</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The scoring rubric</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The standard assessed</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Three anonymized student responses</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Notes from two small-group lessons</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Exit-ticket results from the following day</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Colleague AI organizes the information into a report like this:</p>
<h4><em>Student performance trends</em></h4>
<p style="margin: 0 0 18px 0;"><strong>Standard assessed:</strong> Cite relevant textual evidence and explain how it supports an analysis.</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">21 of 28 students identified the central idea accurately.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">16 of 28 students selected evidence directly related to the central idea.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">10 of 28 students explained how their evidence supported their reasoning.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Five students included evidence without connecting it to their claim.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Three students wrote accurate verbal explanations during small-group discussion and submitted incomplete written responses.</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>Primary classwide pattern:</strong> Students show stronger understanding when identifying ideas and selecting evidence. Written reasoning remains the largest shared area for additional instruction.</p>
<h4><em>Strategies tried</em></h4>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The teacher modeled a complete claim-evidence-reasoning response.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Students color-coded the claim, evidence, and explanation in a sample paragraph.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A small group practiced oral explanations before writing.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Students used the sentence frame: “This evidence supports my claim because…”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The class reviewed one anonymous response and revised its explanation together.</p>
</li>
</ol>
<h4><em>Evidence of response to instruction</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">91 of the 12 students who used the sentence frame completed an explanation.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Four students removed the sentence frame independently and maintained a clear reasoning structure.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Students in the oral-rehearsal group produced more complete explanations during the second exit ticket.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Two students continued to select loosely related evidence and need additional modeling with shorter texts.</p>
</li>
</ul>
<h4><em>Recommended next-unit adjustments</em></h4>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Include one brief evidence-explanation task during each of the first three lessons.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Continue oral rehearsal as an option before independent writing.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Use two contrasting examples so students can compare relevant and loosely related evidence.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Create a temporary support group for the five students who cited evidence without explaining it.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Offer an extension task asking students to evaluate which of two evidence choices provides stronger support.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Collect a three-question check before the next full written response.</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">That report gives the PLC something concrete to examine. The discussion can move toward grouping, shared instructional routines, and common checks for understanding.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/plc-data-report-3.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>How to create your PLC data report in Colleague AI</h2>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">1. Gather the evidence your PLC needs</h3>
<p style="margin: 0 0 18px 0;">Start with the smallest useful set of information. You rarely need every assignment from the first month of school.</p>
<p style="margin: 0 0 18px 0;">Bring together:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The standard or learning goal</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Results from one shared assessment or task</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The rubric, answer key, or success criteria</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Relevant student work samples with identifiers removed</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Notes about strategies already attempted</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Any follow-up exit tickets or checks for understanding</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">A clear evidence set produces a clearer analysis.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">2. Generate a PLC Agenda</h3>
<p style="margin: 0 0 18px 0;">Numbers alone can’t explain what happened during instruction. Add the context that helps interpret them.</p>
<p style="margin: 0 0 18px 0;">You might write:</p>
<p style="margin: 0 0 18px 0;">Create a PLC data report for our Week 4 meeting. Analyze student performance on the attached assessment using the rubric and standard provided. Identify classwide trends, strengths, unfinished learning, and student group patterns supported by the data. Include the strategies I have already tried and recommend specific adjustments for the next unit. Separate observations from recommendations. Do not infer student needs that aren’t supported by the evidence.</p>
<p style="margin: 0 0 18px 0;">This direction keeps the report tied to the materials you supplied.</p>
<p style="margin: 0 0 18px 0;">Attach relevant documents.</p>
<p style="margin: 0 0 18px 0;">Paste any relevant details from other sources.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/plc-data-report-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">3. Review the performance claims</h3>
<p style="margin: 0 0 18px 0;">Read each finding and compare it with what you observed.</p>
<p style="margin: 0 0 18px 0;">Ask:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Does the report describe the evidence accurately?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Are the student counts and percentages correct?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Does a pattern appear across multiple sources?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Is any classroom context missing?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Does the wording avoid assumptions about why students performed as they did?</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Colleague AI provides structure and analysis but you need to confirm what the evidence means.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">4. Have You Missed Anything? A Quick Reflection</h3>
<p style="margin: 0 0 18px 0;">Context is incredibly useful not just for Colleague AI’s system, but also for the people reading your report! It’s hard to ensure you’ve brain-dumped everything you wanted into your report, so it’s worthwhile to take a minute to reflect on the output before you.</p>
<p style="margin: 0 0 18px 0;">Recording previous instruction helps the team understand which supports students have already received. With this in mind, consider if you should include details such as:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Modeling or think-alouds</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Small-group instruction</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Worked examples</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Sentence frames</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Visual supports</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Additional practice</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Peer discussions</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Oral rehearsals</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Feedback and revision opportunities</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Colleague AI can connect those strategies to later student evidence, while you determine how strongly the evidence supports the connection.</p>
<p style="margin: 0 0 18px 0;">Also, anticipate questions! Useful PLC discussion questions might include:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which routine has helped your students explain their reasoning?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Are we seeing the same pattern across classes?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which common check could we use before the next assessment?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which students may benefit from regrouping across classrooms?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Does your report ready you to answer these?</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">5. Turn the patterns into next-unit adjustments</h3>
<p style="margin: 0 0 18px 0;">Ask Colleague AI to sort recommendations by purpose:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Whole-class instruction:</strong> Skills that require additional modeling or guided practice</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Targeted support:</strong> Students who need another entry point, additional time, or a smaller instructional group</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Extension:</strong> Students ready to apply the skill with greater independence or complexity</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Progress monitoring:</strong> A brief way to check whether the adjustment worked</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Each recommendation should name an instructional action and the evidence that prompted it.</p>
<p style="margin: 0 0 18px 0;">“Reteach citing evidence” remains broad.</p>
<p style="margin: 0 0 18px 0;">“Use two short passages to compare relevant and weak evidence choices, then check understanding with a three-item exit ticket” gives the PLC a plan.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">6. One Last Review</h3>
<p style="margin: 0 0 18px 0;">Before you finalize:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Confirm every number against the original source.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Check the language to reflect your classroom observations.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Mark any interpretation you want the team to discuss.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/plc-data-report-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
</li>
</ol>

</div>
				</div>
				</div>
				</div>
				</div>
		]]></content:encoded>
					
		
		
			</item>
		<item>
		<title>How to Create a Socratic Seminar Activity Your Students Have Never Done Before</title>
		<link>https://www.colleague.ai/how-to-create-a-socratic-seminar-activity-your-students-have-never-done-before/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Tue, 08 Sep 2026 13:31:58 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11170</guid>

					<description><![CDATA[It’s Week 4. Your students have read the text, annotated a few passages, and written responses to discussion questions. Tomorrow’s lesson is a Socratic seminar….but there’s one problem: most of your students have never participated in one. A few will hear “discussion” and prepare to dominate it. Others will wait quietly for you to call [&#8230;]]]></description>
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<p style="margin: 0 0 18px 0;">It’s Week 4. Your students have read the text, annotated a few passages, and written responses to discussion questions.</p>
<p style="margin: 0 0 18px 0;">Tomorrow’s lesson is a <strong>Socratic seminar</strong>….but there’s one problem: most of your students have never participated in one.</p>
<p style="margin: 0 0 18px 0;">A few will hear “discussion” and prepare to dominate it. Others will wait quietly for you to call on them. Several students may have thoughts and no idea how to enter the conversation. Someone will ask whether this is graded before you’ve finished explaining the directions.</p>
<p style="margin: 0 0 18px 0;">This is clearly a great learning opportunity for your students, each bringing different capabilities and experiences to the table. However, helping students prepare, and preparing on your own to make that happen, takes time, effort, and resources. The seminar can still work, but students need more than a circle of desks and a list of questions: they need to see what successful participation looks and sounds like before the discussion begins.</p>
<p style="margin: 0 0 18px 0;">Here we share how Colleague AI can help you create a student preparation packet: discussion norms, sentence starters, a facilitation guide, and a student self-assessment rubric tied to the goals of the lesson.</p>
<h2>Start With the Situation You Actually Have</h2>
<p style="margin: 0 0 18px 0;">A useful prompt gives Colleague AI the context a fellow colleague would need.</p>
<p style="margin: 0 0 18px 0;">Include:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The grade level and subject</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The text, unit, or topic</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The discussion goal</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Students’ prior experience</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Any participation needs or classroom considerations</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The length of the class period</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The materials you want created</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">A seventh-grade ELA teacher might write:</p>
<p style="margin: 0 0 18px 0;">My seventh-grade students are preparing to discuss the choices characters make under pressure in our current novel. Most students have never participated in a Socratic seminar. Create a 45-minute introductory seminar protocol that teaches students how to participate. Include student-friendly discussion norms, sentence starters, a teacher facilitation guide, and a short self-assessment rubric. Build in ways for hesitant speakers, multilingual learners, and students who need processing time to contribute.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/socratic-seminar-activity-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<p style="margin: 0 0 18px 0;">Because the prompt includes the students’ experience level, the response can teach the routine alongside the content. The teacher receives materials built for an introductory seminar rather than a protocol designed for students who already know the process.</p>
<h2>How to Build a Socratic Seminar Assignment Using AI</h2>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">1. Generate Student-Friendly Discussion Norms</h3>
<p style="margin: 0 0 18px 0;">Students often receive directions such as “respond respectfully” or “build on each other’s ideas.” Those directions name the goal, but students also need examples of the actions that produce it.</p>
<p style="margin: 0 0 18px 0;">Use Colleague AI to generate broad expectations and specific observable behaviors or actions:.</p>
<h4><em>Sample discussion norms</em></h4>
<p style="margin: 0 0 18px 0;"><strong>Our seminar agreements</strong></p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Bring the conversation back to the text.</strong><br/>
   Point to a passage, event, or detail that supports your thinking.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Listen for an idea you can build on.</strong><br/>
   Connect your comment to something another person has already said.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Make room and take room.</strong><br/>
   Contribute your thinking and notice when others are waiting to enter.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Disagree with an idea carefully.</strong><br/>
   Explain your reasoning without judging the person who shared it.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Ask questions that help the group think.</strong><br/>
   A strong question can move the discussion forward even when you don’t have a complete answer.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Allow thinking time.</strong><br/>
   A pause gives everyone time to process. Silence doesn’t mean the conversation has failed.</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">These norms give the teacher language to model, reinforce, and revisit. They also give students clear criteria for monitoring themselves during the discussion.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/socratic-seminar-activity-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;"></h3>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">2. Create Sentence Starters Students Can Actually Use</h3>
<p style="margin: 0 0 18px 0;">Sentence starters can widen access to discussion when they support authentic thinking rather than turn every response into the same formula.</p>
<p style="margin: 0 0 18px 0;">Ask Colleague AI to organize them by conversational purpose.</p>
<h4><em>Sample sentence starters</em></h4>
<p style="margin: 0 0 18px 0;"><strong>To enter the conversation</strong></p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I’d like to return to the idea that…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">One detail I noticed was…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I have a question about…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I’m still working through this, and I think…</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>To build on someone’s thinking</strong></p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I agree with ___ because the text also shows…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What ___ said makes me think about…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I want to add another example to that idea…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I see a connection between that point and…</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>To disagree or offer another interpretation</strong></p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I interpreted that part differently because…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I see the evidence you’re using. Another possibility is…</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Could the character’s decision also suggest…?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I’m wondering whether that conclusion changes when we consider…</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>To invite another person into the discussion</strong></p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">___, what did you notice in this section?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">We haven’t heard this side of the circle yet.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Does anyone have a different reading of this passage?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Who can connect this idea to an earlier part of the text?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>To ask for time or clarification</strong></p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Could you say more about what you mean?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can we return to that question after a moment?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">I need a little processing time before I respond.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which part of the text led you to that conclusion?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Students can keep these starters beside their annotations. The teacher can also select a smaller set for students who benefit from fewer choices.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/socratic-seminar-activity-3.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">3. Create a Facilitation Guide for Yourself (Or co-teacher, assistant)</h3>
<p style="margin: 0 0 18px 0;">An introductory Socratic seminar requires active preparation from the teacher and disciplined restraint during the discussion.</p>
<p style="margin: 0 0 18px 0;">Colleague AI can create a facilitation guide with suggested timing, teacher moves, and decision points.</p>
<h4><em>Sample 45-minute facilitation guide</em></h4>
<p style="margin: 0 0 18px 0;"><strong>Minutes 0–5: Introduce the purpose</strong></p>
<p style="margin: 0 0 18px 0;">Explain that the goal is to develop ideas together through evidence, questions, and careful listening. Review the discussion norms and clarify that strong participation can include asking a question, inviting a peer in, citing evidence, or connecting two ideas.</p>
<p style="margin: 0 0 18px 0;"><strong>Minutes 5–10: Model a discussion move</strong></p>
<p style="margin: 0 0 18px 0;">Show students one weak response and one stronger response.</p>
<p style="margin: 0 0 18px 0;">Weak response:</p>
<p style="margin: 0 0 18px 0;">I agree.</p>
<p style="margin: 0 0 18px 0;">Stronger response:</p>
<p style="margin: 0 0 18px 0;">I agree with Maya’s point that the character felt trapped. The description in paragraph 12 shows that he believed every available choice would hurt someone.</p>
<p style="margin: 0 0 18px 0;">Ask students what the second response contributes to the group.</p>
<p style="margin: 0 0 18px 0;"><strong>Minutes 10–13: Prepare individually</strong></p>
<p style="margin: 0 0 18px 0;">Give students three quiet minutes to:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Star one passage they may cite</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Choose one sentence starter</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Write one question they could ask</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Identify one idea they’re still considering</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;"><strong>Minutes 13–35: Conduct the seminar</strong></p>
<p style="margin: 0 0 18px 0;">Open with the central question. Track participation without interrupting the flow of the discussion.</p>
<p style="margin: 0 0 18px 0;">Use a teacher prompt only when the group needs support:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What evidence could help us examine that idea?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Who can connect these two interpretations?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which assumption are we making?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What question has the group avoided?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Whose perspective could help us see this differently?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><strong>Minutes 35–40: Close the discussion</strong></p>
<p style="margin: 0 0 18px 0;">Ask each student to write one idea that changed, grew, or became more complicated during the seminar.</p>
<p style="margin: 0 0 18px 0;">Invite two or three students to share.</p>
<p style="margin: 0 0 18px 0;"><strong>Minutes 40–45: Complete the self-assessment</strong></p>
<p style="margin: 0 0 18px 0;">Students rate their participation and identify one goal for the next seminar.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/socratic-seminar-activity-4.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<p style="margin: 0 0 18px 0;">This guide gives the teacher enough structure to protect the conditions for discussion while leaving the intellectual work with students.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">4. Generate a Self-Assessment Rubric</h3>
<p style="margin: 0 0 18px 0;">A first seminar works best when students are assessed on learnable discussion behaviors. A student who speaks six times hasn’t automatically contributed more than a student who asks one question that changes the direction of the conversation.</p>
<p style="margin: 0 0 18px 0;">Create a brief rubric students complete immediately after the seminar.</p>
<h4><em>Sample student self-assessment</em></h4>
<p style="margin: 0 0 18px 0;">Rate yourself from <strong>1 to 4</strong> for each statement.</p>
<table>
<thead>
<tr>
<th style="text-align: left;">Seminar behavior</th>
<th style="text-align: right;">1</th>
<th style="text-align: right;">2</th>
<th style="text-align: right;">3</th>
<th style="text-align: right;">4</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: left;">I came prepared with notes, evidence, or questions.</td>
<td style="text-align: right;">Rarely</td>
<td style="text-align: right;">Sometimes</td>
<td style="text-align: right;">Usually</td>
<td style="text-align: right;">Consistently</td>
</tr>
<tr>
<td style="text-align: left;">I listened and responded to other students’ ideas.</td>
<td style="text-align: right;">Rarely</td>
<td style="text-align: right;">Sometimes</td>
<td style="text-align: right;">Usually</td>
<td style="text-align: right;">Consistently</td>
</tr>
<tr>
<td style="text-align: left;">I used evidence or specific examples to explain my thinking.</td>
<td style="text-align: right;">Rarely</td>
<td style="text-align: right;">Sometimes</td>
<td style="text-align: right;">Usually</td>
<td style="text-align: right;">Consistently</td>
</tr>
<tr>
<td style="text-align: left;">I helped make space for other people to contribute.</td>
<td style="text-align: right;">Rarely</td>
<td style="text-align: right;">Sometimes</td>
<td style="text-align: right;">Usually</td>
<td style="text-align: right;">Consistently</td>
</tr>
<tr>
<td style="text-align: left;">I asked questions or added ideas that helped the group think more deeply.</td>
<td style="text-align: right;">Rarely</td>
<td style="text-align: right;">Sometimes</td>
<td style="text-align: right;">Usually</td>
<td style="text-align: right;">Consistently</td>
</tr>
</tbody>
</table>
<p style="margin: 0 0 18px 0;"><strong>Reflection questions</strong></p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What did you contribute to the group’s thinking?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Which idea from another student affected your thinking?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What will you try during the next seminar?<img decoding="async" alt="" src="https://www.colleague.ai/wp-content/uploads/2026/08/socratic-seminar-activity-5.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">The completed reflection can serve as a formative data point. Before the next seminar, the teacher can review patterns, reteach one discussion skill, and adjust supports for individual students or the full class.</p>
<h2>Adjust the Materials Before You Teach</h2>
<p style="margin: 0 0 18px 0;">Colleague AI provides a strong first draft. The teacher still knows the students, the text, and the purpose of the lesson.</p>
<p style="margin: 0 0 18px 0;">Review the materials and make a few deliberate choices:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Reduce the number of sentence starters</strong> when the full list may feel overwhelming.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Add text-specific vocabulary</strong> students will need during the discussion.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Choose the central question yourself</strong> or revise the generated question to match the intellectual work of the unit.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Decide how students will participate</strong>, including a single circle, fishbowl, partner rehearsal, written backchannel, or smaller seminar groups.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Adjust the rubric language</strong> to reflect the discussion skills you’ve already taught.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><strong>Plan access supports</strong>, including translated directions, visual cues, additional processing time, or the option to submit a written contribution.</p>
</li>
</ol>
<h2>Give Students a Rehearsal Before the Circle</h2>
<p style="margin: 0 0 18px 0;">Students’ first experience with a Socratic seminar shouldn’t begin the moment they move their desks.</p>
<p style="margin: 0 0 18px 0;">Use five minutes during the previous lesson to rehearse one discussion move. Students can practice building on a partner’s idea, disagreeing with evidence, or inviting another person into the conversation.</p>
<p style="margin: 0 0 18px 0;">That small rehearsal creates shared expectations. It also gives students a chance to use the sentence starters before they’re managing a full-group discussion.</p>
<p style="margin: 0 0 18px 0;">By the time the seminar begins, students know:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What they’re discussing</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What successful participation looks like</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What language they can use</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">How the teacher will support the process</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">How they’ll reflect afterward</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">The circle of desks is the least complicated part.</p>
<p style="margin: 0 0 18px 0;">Colleague AI helps teachers build the conditions around the discussion so students can focus on listening, reasoning, and developing ideas together. The first seminar may still include long pauses, overlapping voices, and a student who forgets the question halfway through an answer, but students are learning a discussion practice, and the teacher now has a protocol they can refine and use again.</p>

</div>
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		<item>
		<title>What Should Human Learning Look Like When Artificial Intelligence Is Everywhere?</title>
		<link>https://www.colleague.ai/what-should-human-learning-look-like-when-artificial-intelligence-is-everywhere/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Mon, 07 Sep 2026 18:29:35 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11258</guid>

					<description><![CDATA[By Dr. Min Sun, Co-founder &#38; CEO, Colleague AI  ·  Monday, September 7, 2026 As I think about the defining question in the AI era—what should human learning look like when artificial intelligence (AI) is everywhere— I&#8217;m wearing several hats: a researcher, an educator, a parent, and a technologist. From each vantage point, I see [&#8230;]]]></description>
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<div class="wp-content" style="max-width: 720px; margin: 0 auto; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Arial, sans-serif; font-size: 16px; line-height: 1.7; color: #323542;">

  <p style="margin: 0 0 28px 0; font-size: 14px; color: #676A79; font-style: italic;">By Dr. Min Sun, Co-founder &amp; CEO, Colleague AI &nbsp;&middot;&nbsp; Monday, September 7, 2026</p>

  <p style="margin: 0 0 18px 0;">As I think about the defining question in the AI era&mdash;what should human learning look like when artificial intelligence (AI) is everywhere&mdash; I'm wearing several hats: a researcher, an educator, a parent, and a technologist. From each vantage point, I see the same tension: AI can extend educators's instructional capacity, and make personalized learning we long desired become eventually available to all students at scale, but if used inappropriately, we can accidentally outsource our professional judgment and remove the intellectual effort through which students learn. <strong>So, the central challenge is not simply whether to allow a new technology in school; instead, the question should be about how to use AI without outsourcing human intelligence, and even more fundamentally, how to define meaningful human learning when AI is becoming part of nearly every aspect of life.</strong></p>

  <p style="margin: 0 0 18px 0;">Recent headlines show how schools are wrestling with that tension. New York City Public Schools has <a href="https://www.nytimes.com/2026/09/01/nyregion/ai-ban-schools-nyc.html" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">announced a one-year moratorium on student-facing generative AI</a> from prekindergarten through eighth grade. Districts such as <a href="https://www.k12dive.com/news/lausd-restricts-all-students-from-using-ai-tools/829612/" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Los Angeles Unified School District</a> are limiting screen use among younger students. These policies reflect real concerns about child development, academic integrity, privacy, and the place of technology in learning. <strong>They are not, however, universal bans.</strong> New York City teachers may still use approved AI tools for planning and administrative work, and high schools will offer limited, supervised use with AI literacy instruction.</p>

  <p style="margin: 0 0 18px 0;">At the same time, other school systems are moving carefully toward AI adoption. We are working with hundreds of schools nationwide, including school districts with complex systems, as they develop systemwide approaches to responsible AI use. Their questions are practical:</p>

  <ul style="margin: 18px 0; padding-left: 24px;">
    <li style="margin-bottom: 8px; line-height: 1.7;">How should educators model good AI use for students?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">Which AI applications deepen learning rather than simply speed up task completion?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">How can schools prepare young people for college, careers, and a workforce in which AI will be common?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">What system conditions&mdash;such as teacher learning opportunities, policy guidelines/FAQs, and regular data monitoring to refine practices&mdash; should be in place to support system-level implementation?</li>
  </ul>

  <p style="margin: 0 0 18px 0;"><strong>The national landscape is not divided neatly between adoption and rejection. Schools are making different judgments about when, where, and how AI belongs.</strong></p>

  <p style="margin: 0 0 18px 0;">Traveling to schools and communities across the country has made these questions more concrete for me. I have spent time in communities in Pennsylvania, Texas, Florida, Kentucky, Minnesota, Indiana, California, New Jersey, Washington, Oregon, and Idaho, where I personally led professional-learning sessions (each lasted 60-90 minutes) to ~1,200 educators, school leaders, and community members in K-12.</p>

  <p style="margin: 0 0 18px 0;">It was clear from these visits, sessions, and discussions that, <strong>in communities facing poverty and in districts whose learners have diverse needs in academic mastery, languages, and disabilities, AI may help educators provide personalized support that would otherwise be hard to offer at scale.</strong> A rural teacher without a subject-area colleague may gain a useful thought partner in AI for planning and problem-solving. An inner city student with limited access to specialized courses or individual academic support may benefit from a thoughtfully designed AI 1:1 teaching aide, created by their teachers. <strong>These possibilities matter because access to expertise, strong instructional materials, and enrichment remains deeply unequal across schools nationwide</strong>.</p>

  <p style="margin: 0 0 18px 0;">These first-hand experiences have sharpened the questions I believe matter most:</p>

  <ul style="margin: 18px 0; padding-left: 24px;">
    <li style="margin-bottom: 8px; line-height: 1.7;">Under what conditions, for which purposes, and for which aspects of human learning can AI contribute?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">How do we upskill educators' competency in order to evaluate and use AI tools well, and be able to model responsible AI use practice?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">How do we transform our classroom instructional practices so that students can experience learning opportunities that truly allow them to develop these AI-ready skills?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">And more fundamentally, how do we define human intelligence and K-12 student success in the AI era?</li>
  </ul>

  <p style="margin: 0 0 18px 0;">During the Labor Day weekend, I took the opportunity to write a commentary that I hope is useful to direct the field's discussions on AI in K-12 to be grounded in both research and practice. <em>Answering the question of what human learning should look like in the AI era is just too important to be motivated by political advocates and skeptics alike.</em> <strong>It requires us to learn openly from teachers, students, technologies, and researchers who are actively experimenting and exploring to help us build a stronger scientific foundation so that schools can make decisions based upon rigorous evidence.</strong></p>

  <p style="margin: 0 0 18px 0;">I will first summarize survey data from a nationally representative sample of mathematics and science teachers about their AI use, describe an early research on Educator Preparation Program (EPP) faculty's experiments on integrating AI in their teacher training programs, and highlight the still-limited evidence on AI effects on student outcomes. Toward the end, I leave you with three thoughtful practitioners' experiments in their own classroom and schools, and their learning about screen time, academic integrity, and student learning. If their practices inspire you, I invite you to join me in five actions introduced at the end.</p>

  <h2>Teachers Are Adopting AI Fast</h2>

  <p style="margin: 0 0 18px 0;">Generative AI has moved rapidly from an emerging technology to a substantive presence in K&ndash;12 educators' work. The AmplifyLearn Center at the University of Washington (UW AmplifyLearn Center), in partnership with RAND's American Teacher Panel, collected two years of surveys among nationally representative math and science teachers (<a href="https://www.amplifylearn.ai/wp-content/uploads/2026/08/rand_yr2.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">full report here</a>). In 2026, 58%of teachers reported using generative AI for instructional tasks, up from about 50%in 2025. The change was more pronounced among frequent users: 31% reported using AI daily or weekly for instructional tasks, compared with 21% the previous year&mdash;a 10-percentage-point increase. Among the teachers already using these tools, 65% said their use had become more frequent over the school year, while only 3% reported using them less frequently.</p>
  <img decoding="async" src="/wp-content/uploads/2026/09/Snip20260910_334.png"/>
  <p>Note. Cited from the report, titled “adopted but unstructured”. See <a href="https://www.amplifylearn.ai/wp-content/uploads/2026/08/rand_yr2.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">full report here</a>.
</p>

  <p style="margin: 0 0 18px 0;">The more revealing data points are around what teachers do with AI. Among users, 76% used it for instructional planning, 58% for creating assignments or assessments, and 57% for adapting activities to different achievement levels or learning needs. Teachers said AI helped them improve materials, formulate questions, connect concepts, and create visual representations. They were far less likely to use it for grading or to teach students how to use AI. In other words, <strong>teachers are mainly using AI as a resource for preparation and content development</strong> rather than replacing their human interactions with students in instructional delivery, such as grading and providing student feedback or letting AI directly teach students.</p>

  <p style="margin: 0 0 18px 0;"><strong>The surveys also challenge a familiar promise from many tech vendors to schools: AI will save your teachers' time or make your teachers work less.</strong> For example, teachers in the survey reported working about 45 hours per week, with no statistically significant difference among non-users, occasional users, or frequent users in total hours. Frequent AI users actually reported spending 7.3 hours per week planning lessons&mdash;1.4 hours more than non-users. We cannot tell from this survey why. Perhaps teachers who plan more are more likely to adopt AI. Perhaps AI helps them do more ambitious work in the same amount of time. The safer conclusion is that <strong>AI may be changing the scope and quality of teachers' work, not merely shortening it.</strong></p>

  <h2>Teachers See Both the Promise and the Risk of AI</h2>

  <p style="margin: 0 0 18px 0;">Educators from the UW AmplifyLearn's national surveys see potential benefits. They rated AI's effect most positively for conceptual understanding and research skills. Teachers have also described potential value for multilingual learners, students with disabilities, and students working above or below grade level&mdash;especially when AI helps educators adapt explanations, examples, activities, and representations. Yet teachers' overall judgments remained divided: 29% rated AI's effect on student learning positively, 32% negatively, and 39% neither positively nor negatively.</p>

  <p style="margin: 0 0 18px 0;">Greater adoption has accompanied greater teacher concerns. More than 60% worried about AI replacing human creativity, students becoming overly reliant on it, unreliable content, and ethical use. Sixty% saw a negative effect on academic integrity. Concern increased alongside adoption across every issue we measured. I do not read that as a simple backlash. Teachers may be learning enough through experience to see both what these systems can do and where they fail. They are adopting AI and becoming more critical of it at the same time.</p>

  <p style="margin: 0 0 18px 0;"><strong>To highlight one significant observation which policymakers and system leaders can definitely take actions upon: The institutional support&mdash;including but not limited to training and guidelines&mdash;around teachers has not kept pace.</strong> The leading obstacle to AI use in instruction was the time needed to learn and experiment, reported by 61% of survey respondents. Related to this, the second top obstacle is lack of AI training and professional learning opportunities. Other barriers included difficulty integrating AI with existing curricula and unclear district policies on AI use. Teachers' requests for training were practical: learn how to use AI for lesson planning and differentiated learning materials, tool fundamentals, student supervision and guidance, technology integration, and assessment and feedback.</p>

  <h2>How Teachers' AI Use in Instruction Can Be Developed? Training Must Build Judgment, Not Just Tool Fluency</h2>

  <p style="margin: 0 0 18px 0;">UW's AmplifyLearn Center, in partnership with the Institute of Education Sciences (IES) under the U.S. Department of Education, conducted a higher education Educator Preparation Program (EPP) Faculty Collaboratory over the 2025-26 school year (<a href="https://www.amplifylearn.ai/wp-content/uploads/2026/09/AI-Integration-as-Instructional-Design_WhitePaper-cover_0904.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">full report here</a>). This EPP Collaboratory offers a useful lens for how to develop teachers' AI competency. The six-month effort involved 15 faculty members from 13 higher-education institutions, with 12 faculty completing the full design-and-implementation cycle. Participants represented mathematics education, assessment, multilingual education, educational technology, elementary education, and clinical practice across R1 research universities, regional colleges and state universities, and an HBCU.</p>

  <p style="margin: 0 0 18px 0;">One conclusion came through clearly: <strong>integrating AI is an instructional-design problem, not merely a tool-adoption problem.</strong> The faculty members collectively learned that <strong>AI was most productive in training &lsquo;student teachers&rsquo;</strong> &mdash;who learn to become teachers&mdash; <strong>when it supported professional judgment rather than bypassing it</strong>. Student teachers used AI as a thinking partner, critique generator, rehearsal tool, or planning scaffold while remaining responsible for evaluating, adapting, rejecting, and defending its recommendations. As faculty members agreed: a polished AI-assisted lesson plan was not evidence of professional competence unless the student teacher could explain why it fits their students' needs, their state learning standards, and their own instructional goals.</p>

  <p style="margin: 0 0 18px 0;"><strong>Sequencing of learning activities with and without AI mattered.</strong> In several courses, student teachers first completed essential disciplinary analysis independently and only then used AI to generate alternatives or refine their work. This protected the noticing, analysis, planning, and reflection the course was designed to develop. When AI entered too early, it could produce a credible artifact while bypassing the reasoning behind it.</p>

  <p style="margin: 0 0 18px 0;"><strong>Critical evaluation did not arise automatically.</strong> Stronger activities required student teachers to preserve prompt histories, compare outputs, identify hallucinations or bias, annotate revisions, explain what they accepted or rejected, and sometimes defend their decisions orally. The most useful professional-learning cycle can therefore be summarized as generate, inspect, critique, revise, and justify. The goal is not simply an educator who can prompt effectively. It is an educator who knows when AI is useful, when it is unreliable, and when it should not be used.</p>

  <p style="margin: 0 0 18px 0;"><strong>Instructional tasks also shaped responsible use of AI</strong>. Appropriate AI use boundaries differed across pedagogical methods, multilingual education, assessment, clinical practice, and AI-literacy courses. A single rule for every course or task was inadequate. Programs need shared principles concerning privacy, authorship, disclosure, equity, and human agency, with flexibility for educators to apply those principles to particular learning goals and students.</p>

  <p style="margin: 0 0 18px 0;"><strong>Effective practice of training teachers' AI competency needs iteration and experimentation itself</strong>. Nearly every faculty member revised their course and activity design throughout this process. Student teachers needed more scaffolding than expected; platform navigation sometimes competed with pedagogical learning; and familiarity with consumer AI did not automatically translate into professional competence.</p>

  <p style="margin: 0 0 18px 0;">Overall, one of the conclusions of the EPP Faculty Collaboratory was that one-time workshops centered on prompting are vastly inadequate to be considered &ldquo;AI training for educators&rdquo;. <em>Responsible training implementation requires structured time, scaffolded and sequenced activities connected to authentic curriculum and best practice of teaching, and repeated practice.</em> A sensible starting point is one scoped instructional task, one clear purpose, and one learning cycle of evidence and reflection before scaling.</p>

  <h2>Clear Guidelines Provide Bounded Experimentation on Responsible AI Use</h2>

  <p style="margin: 0 0 18px 0;">We do not yet know whether having a district AI policy causes teachers to use AI more frequently. The UW national survey shows an association: 54% of non-users reported having no district guidelines, compared with 32% of frequent users. Established formal policies were reported by 18% of frequent users but only 6% of non-users. However, teachers were not randomly assigned to policy environments, thus, we cannot conclude that district guidelines cause more frequent use. There is a possibility that districts with more frequent AI-use teachers may be more likely to develop guidelines, and policy and AI adoption may reinforce one another.</p>

  <p style="margin: 0 0 18px 0;">As researchers, what we can conclude is that clear guidance gives teachers a safer and more predictable environment in which to experiment. Guidance can identify approved tools, protect student information, distinguish appropriate uses by age and purpose, and spell out where professional judgment remains essential. Without guidance, teachers may avoid useful applications&mdash;or experiment on their own without consistent safeguards, both of which may not be the most desirable outcome for schools or for students.</p>

  <p style="margin: 0 0 18px 0;">Among teachers who reported having district guidance in the Survey, 87% described policies that permitted AI under some form of restriction. Only 1% reported complete prohibition. <strong>The dominant direction is therefore neither unrestricted adoption nor universal prohibition of AI usage in K-12, but conditional and differentiated use.</strong></p>

  <p style="margin: 0 0 18px 0;">For this reason, AmplifyLearnhas developed adaptable guidelines that schools and districts can download and revise for their instructional goals, student populations, infrastructure, and community expectations.</p>

  <ul style="margin: 18px 0; padding-left: 24px;">
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://drive.google.com/file/d/1J5sX-KvrydqRqNyo0RU_rsuoKokvb97E/view?usp=drive_link" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">District AI Use Guideline Template</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://drive.google.com/file/d/1OwX7cwfOOMIJTCtD5ppwX3RLiFBAmcWD/view?usp=drive_link" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Parent AI Guideline</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://drive.google.com/file/d/1YKKxgkcXVSmNri5Od5-mGaIFyXs3DP7V/view?usp=drive_link" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Student AI Use Toolkit</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://drive.google.com/file/d/1JvmYbQNHyohCSgxCH1DznnfIfI8X0-59/view?usp=drive_link" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Conversation with Teacher Union Toolkit</a></li>
  </ul>

  <h2>AI Use is Not Just about Individual Educators' Adoption and AI Adoption in Schools Has a System Perspective</h2>

  <p style="margin: 0 0 18px 0;">Most conversations on &ldquo;AI in education&rdquo; currently focus on educators' usage and adoption of AI, or adoption of AI tutoring tools for students. However, this is only one aspect of operating organizations responsible for educating our nation's youth. Zoom out to a school-level or district-level perspective, and we start asking questions and looking at conglomerate data to address systemic issues or challenges, such as curriculum alignment, instructional best practice implementation, and other management-level items.</p>

  <p style="margin: 0 0 18px 0;">One school leader shared a story with me. The school had recently adopted an AI system that systematically analyzes their data in a timely fashion and makes the relationship between a school's strategic vision and teachers' daily practice more visible. Through an aggregated school-level report of anonymized teacher activity, she could examine broad patterns in how educators used AI without reviewing individual conversations, thus revealing whether the school's planned curriculum and instructional mission were appearing in teachers' instructional materials, assessment, and classroom activities.</p>

  <p style="margin: 0 0 18px 0;">Faculty at the school found it affirming to see evidence from their collective practice that AI was helping their desired instructional approach take hold in the classroom. Rather than relying only on plans, meeting notes, or periodic observations, the school could identify traces of its strategic initiatives in teachers' everyday work. She continued on:</p>

  <blockquote style="margin: 28px 0; padding: 20px 24px; border-left: 4px solid #8D68F3; background-color: #FAF8FF; font-size: 19px; line-height: 1.5; color: #1F2340; font-style: italic;">
    it [her sharing the data to her faculty] strengthened transparency and reinforced the collective pride of our staff that their hard work paid off: the data match their daily experience.
  </blockquote>

  <p style="margin: 0 0 18px 0;">This kind of insight has never been available before. We have a new source of data for school leaders and district administrators to understand what's actually happening in classrooms with regards to curriculum and instruction that doesn't rely on observation sessions.</p>

  <p style="margin: 0 0 18px 0;">Further, AI tools, applications, and use for school administrators and district leaders does not at all stop with curriculum and instruction! I've conducted many training sessions on topics ranging from designing data instruments to collect stakeholders' voices, establishing data-informed school improvement systems (Plan-do-study-act cycles), to enrollment forecasting and budget allocations. <strong>Leveraging AI data analytic functions, school communities now have tools to examine, validate, and refine their collective practice on a regular basis without costing schools tens of thousands to hire an external research consultant.</strong></p>

  <h2>AI Usage Efficacy on Student Learning and Teachers' Instructional Quality: What the Current Evidence Can and Cannot Tell Us</h2>

  <p style="margin: 0 0 18px 0;">The efficacy of AI discussion requires a sharp distinction among three questions:</p>

  <ul style="margin: 18px 0; padding-left: 24px;">
    <li style="margin-bottom: 8px; line-height: 1.7;">Does AI help someone perform a task using the tool?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">Does AI-supported activity produce student learning that presents enduring knowledge and skills in the AI era?</li>
    <li style="margin-bottom: 8px; line-height: 1.7;">What technology features and how were they used by teachers and students to generate the measured student learning gains?</li>
  </ul>

  <p style="margin: 0 0 18px 0;">These questions are often opaque or collapsed in public debate, but academically there are different answers to them.</p>

  <p style="margin: 0 0 18px 0;">For example, <a href="https://scale.stanford.edu/research-in-action/understanding-evidence-base-ai-k12-education" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">the Stanford SCALE Initiative's 2026 review</a> examined more than 800 papers about AI in K&ndash;12 education in its repository as of October 2025. Only 20 met its standard for high-quality causal research. Most papers focused on students rather than educators, and mathematics was the most extensively studied subject. To highlight here, <em>the review found little high-quality causal studies of student AI use conducted in the U.S. K&ndash;12 classrooms. Instead, the study locations include England/United Kingdom, Germany, Turkey, Belgium and Spain, Brazil, South Korea, Netherlands, and unspecified countries, including many postsecondary students.</em> Therefore, the implications in the U.S. K-12 is limited. Moreover, research on long-term learning, equity, student well-being, and social development also remains scarce.</p>

  <p style="margin: 0 0 18px 0;">Across the limited causal literature, students frequently performed better on mathematics practice, programming, or writing tasks while AI was available. Results were mixed when students later completed assessments without AI: in some studies learning persisted; in others, performance was unchanged or declined. Improved AI-assisted performance is therefore not necessarily evidence of durable learning.</p>

  <p style="margin: 0 0 18px 0;"><strong>AI tool design appears consequential.</strong> Tutoring systems that provide hints, ask questions, scaffold reasoning, and gradually release responsibility show more promising results than general-purpose chatbots that simply supply answers. Effective tools preserve productive struggle&mdash;providing enough support to move students forward without removing the cognitive work through which understanding develops. What do we conclude from this? That <strong>the evidence cautions against treating every AI tool, or every use of the same tool, as educationally equivalent.</strong></p>

  <p style="margin: 0 0 18px 0;">The Stanford review also identifies early promise for educator-facing AI tools or systems. The small group of causal studies suggests that AI can offer teachers real-time suggestions that encourage guiding questions, and provide insight into classroom interactions or student progress. Yet the number of studies is small, technologies are changing quickly, and broad conclusions remain premature. Thus, again, more research and studies are required and we can't draw that many conclusions today.</p>

  <h2>More Preliminary Data on K-12 U.S. Systemwide Adoption: Encouraging Signal on Reading Outcomes, But Not Yet Causal</h2>

  <p style="margin: 0 0 18px 0;">It is clear from the field that we need more rigorous evidence on the impact of AI use in the U.S. K-12 settings. As part of their product development cycle, UW AmplifyLearn Center and Colleague AI in partnership conducted a midyear study of Colleague AI's implementation across 12 rural, suburban, and urban school districts from September through December 2025. Unlike many prior studies summarized in SCALE's study, which are often in small-scale, controlled experimental settings, the mid-year report examined technology adoption in a regular, systemwide adoption contexts. Within the 12 school districts in the report, the teacher adoption of the Colleague AI platform increased from 1,438 teachers in September, 2025, to 2,891 by the end of December&mdash;nearly 30% of teachers in the participating districts&mdash;and reached 4,644 by March 31, 2026. During the initial four months, teachers exchanged more than 412,000 messages. Active users averaged 12 sessions and approximately 3.7 hours on the platform. This represents a decent, but not unusually high treatment intensity, yet very much resembles the early stage adoption pattern of a technology in a regular school system.</p>

  <p style="margin: 0 0 18px 0;">Lesson planning dominated use, accounting for 60-99% of activity in every participating district. Given our previous discussion on teachers using AI for planning and content development tasks, this is expected. Teachers serving greater shares of multilingual learners or students receiving special-education services were more likely to discuss student profiles, differentiation, and accessibility. Teachers in classrooms with lower average test scores or greater achievement variation showed similar differentiation-oriented patterns. Such usage patterns indicate that AI truly does have potential to positively impact learners who need additional support or benefit from ongoing differentiation of learning materials.</p>

  <p style="margin: 0 0 18px 0;">The report also offers one preliminary connection to student outcomes. Its analysis included 12,005 students in grades 3-8 with matched beginning- and middle-of-year interim assessments from two districts. After accounting for prior scores, assessment type, district, English-learner status, disability status, and attendance, approximately 3 hours of teacher AI use was associated with a 0.025-standard-deviation increase in reading scores. The corresponding relationship in mathematics was not statistically distinguishable from zero.</p>

  <p style="margin: 0 0 18px 0;">This is an encouraging signal, but it is not proof that AI has causal impacts - meaning we're not 100% sure that AI is the reason for which an outcome such as improved reading scores occurs. We cannot surely conclude that AI has no impact on students' mathematical learning either. In this study, teacher adoption of AI tools was voluntary. Although the authors used statistical control to make the higher-usage group look similar to the lower-usage group, higher-usage teachers may still differ in motivation, planning habits, instructional expertise, or other unmeasured characteristics. So again, more research and study is needed before we can actually tie the usage and impact of AI to specific learning outcomes for students or outcomes for teachers.</p>

  <p style="margin: 0 0 18px 0;">Taken together, the studies support evidence-informed experimentation. We have credible evidence that educators are adopting AI; descriptive evidence that they use it for serious instructional purposes; early causal evidence that carefully scaffolded tools can improve some outcomes; and a preliminary positive association between teacher use and reading performance.</p>

  <p style="margin: 0 0 18px 0;"><em>More importantly, we do not yet have enough evidence to conclude AI effects on student learning outcomes, because we haven't yet defined what students' success looks like. Is traditional standardized test scores the correct benchmark? May not entirely. Once we define student success, then we can explore how to effectively develop AI technology and implement it in ways to cultivate such success. Moreover, it takes time for a complex educational system to generate return on investment (ROI), at least 6 months to one year of instructional time. But this should not stop us experimenting.</em></p>

  <h2>Now Is the Time to Increase Bounded Experimentation in AI Use in K-12 Education</h2>

  <p style="margin: 0 0 18px 0;">Fortunately, there are thousands and thousands of educators nationwide who have the will and capacity to continue experimenting, studying, and innovating, in addition to many, many education researchers who are having a field day studying AI in K-12.</p>

  <p style="margin: 0 0 18px 0;">AI is unlikely to disappear from students' lives or teachers' work. We must continue to accumulate evidence about how AI affects classroom practice, instructional transformation, and student learning. At the same time, the complexity of this work should not become a reason to stop experimenting. Student learning is itself a dynamic target. As AI transforms the economy, civic life, and everyday experience, schools will need to reconsider what student success should mean in a K&ndash;12 setting&mdash;including the knowledge, judgment, creativity, agency, and capacity to work responsibly with emerging technologies that young people will live with.</p>

  <p style="margin: 0 0 18px 0;">I want to leave you with brief perspectives from three school leaders. They share many of the doubts and unresolved questions explored in this essay, but they are also experimenting with AI in their classrooms and schools. They speak candidly about the relationship between teachers and students given AI's presence, academic integrity, and student learning. Their experiences are not a prescription. I hope they offer something more useful: an invitation to approach this work with curiosity, care, and the courage to learn in public. Simply put: <strong>The exploration of how human learning thrives in the AI era is just too important to put it on a pause.</strong></p>

  <p style="margin: 0 0 18px 0;"><strong>Dr. Michelle Zimmerman</strong> is an educator and author. She holds a PhD in Learning Sciences and Human Development from the University of Washington and serves as Executive Director of Renton Prep, a Microsoft Showcase School. Michelle is the author of <em>Teaching AI: Exploring New Frontiers for Learning</em>.</p>

  <p style="margin: 0 0 18px 0;"><strong>Lauri Nichols</strong> brings over 20 years of experience in transformative education at Renton Prep, specializing in project-based l learning. She holds a Master's degree in Educational Technology and Design and helps educators integrate innovative technologies into meaningful learning design.</p>

  <p style="margin: 0 0 18px 0;"><strong>Jonathan Briggs</strong> is Chief Technology and Innovation Officer at Eastside Prep. He started his career as a physics and math teacher before joining Eastside Prep as its founding Director of Technology. Over two decades he's guided the school through wave after wave of technological change, and is a sought-after advisor to schools and companies working through the same questions.</p>

  <p style="margin: 0 0 18px 0;"><a href="https://www.colleague.ai/podcast-snippets-using-ai-to-develop-intelligence/" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Podcast Snippet: Using AI to Develop Intelligence</a></p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.colleague.ai/podcast-snippets-trust-among-students-and-teachers-in-an-ai-world/" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Postcast Snippet: Trust Among Students and Teachers in an AI World</a></p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.colleague.ai/podcast-snippets-rapidly-changing-technology-vs-constant-learning-principles/" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Podcast Snippet: Rapidly Changing Technology VS Constant Learning Principles</a></p>

  <h2>If Their Practice Inspires You, Five Ways You Can Join the Work Too!</h2>

  <p style="margin: 0 0 18px 0;">Our nation's students cannot wait for the research base to become more complete before schools begin responding, implementing, or using AI in K-12 education. AI is advancing too quickly, its adoption is already too prevalent, and it is already influencing how people find information, produce knowledge, communicate, and work. The question is no longer whether AI belongs to schools in the abstract; rather, it is about which technology designs work, for which learners and educators, under which conditions, and for what purposes. To answer those questions, UW AmplifyLearn and Colleague AI invite you to join the following five initiatives:</p>

  <h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Initiative #1: Free Professional Learning Partnerships to Build Educator's Competency</h3>
  <p style="margin: 0 0 18px 0;">UW AmplifyLearn and Colleague AI are expanding access to free professional learning on AI for educators. With support from IES and NSF, we are partnering with higher-education institutions, education service agencies, local education agencies, county offices of education, and non-profit learning networks to offer free AI-focused training to schools and districts across the country. The training program includes synchronous and asynchronous options, professional learning customized to local needs, and participation in a national learning network where educators can share implementation lessons and resources.</p>
  <p style="margin: 0 0 18px 0;">Schools and districts interested in participating are invited to indicate their interest through the form below. Capacity is limited, so early responses will help us plan partnerships and allocate support.</p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.colleague.ai/ai-for-schools/our-partners-grants/#partner-form" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Professional learning interest form link.</a></p>

  <h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Initiative #2: National Research and Development (R&amp;D) Agenda</h3>
  <p style="margin: 0 0 18px 0;">Drawing on our research and our synthesis of the broader evidence base, we are developing a national R&amp;D agenda for human learning in the AI era. The agenda will identify essential questions about teaching, learning, assessment, equity, human judgment, creativity, and the design of responsible AI systems. We invite researchers, educators, and technologists to use this agenda as a shared foundation&mdash;and to challenge, refine, and extend it as new evidence emerges.</p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.amplifylearn.ai/wp-content/uploads/2026/09/AmplifyGAIN_RD_Agenda_2026.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">National R&amp;D agenda link</a></p>

  <h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Initiative #3: National Seed Grant Competition</h3>
  <p style="margin: 0 0 18px 0;">With support from IES, UW AmplifyLearn Center plans to offer small seed grants to researchers and technologists across the country in the Fall 2026. These awards will support early-stage work on questions identified in the national research and development agenda, as well as promising questions proposed by participating researchers themselves. The goal is to enable rapid exploration, strengthen cross-sector partnerships, and help promising ideas develop into rigorous programs of research and design on various topics of AI use in education, with some of them identified in the R&amp;D agenda linked above.</p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.amplifylearn.ai/" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Future Seed Grant information and application will be provided here</a></p>

  <h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Initiative #4: Collaborative AI Product and Tool Development</h3>
  <p style="margin: 0 0 18px 0;">School systems should help shape the tools they are being asked to use. Through work supported by the National Science Foundation Small Business Innovation Research (NSF SBIR) Phase II program, Colleague AI is inviting districts to co-design and test product features with our team. Participating districts will receive support for the collaborative design process while helping Colleague AI examine questions such as how AI can better support special education, cultivate student creativity and reasoning, and build graduate portraits that reflect future workforce skills/knowledge. Districts interested in becoming co-design partners are invited to indicate their interest through the form below.</p>
  <p style="margin: 0 0 18px 0;"><a href="https://www.colleague.ai/ai-for-schools/our-partners-grants/#partner-form" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Colleague AI co-design interest form link</a></p>

  <h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Initiative #5: Rigorous Independent Efficacy Studies</h3>
  <p style="margin: 0 0 18px 0;">With support from IES, NSF, and potentially other private foundation support, Colleague AI team will partner with external evaluators to study Colleague AI's effects on student learning and teachers' instructional quality. The research will examine variation across learners and settings, and report limitations as carefully as positive findings.</p>
  <p style="margin: 0 0 18px 0;">We will release study findings in a timely manner as they become available so that educators, system leaders, researchers, and technology developers can use the evidence to guide future decisions. We invite the field to follow this work, scrutinize the results, and build on what the studies reveal.</p>

  <p style="margin: 0 0 18px 0;"><strong>In sum, I urge the field to treat districts' AI guidelines not as a pause on continuous refinement of human learning processes, but rather as bounded permission for educators to experiment with new practices, validated through data, to better serve students for whom the entire education system exists.</strong></p>

  <p style="margin: 0 0 18px 0;">Now let's come to the question that I posed at the beginning of the essay: what should human learning look like when AI is everywhere? I do not yet know the precise answer to it. The technology is advancing too quickly, the evidence base remains limited, and our definitions of student success are still evolving as a result. But uncertainty is not a reason to pause experimentation; instead, it should be the reason to investigate more carefully. Educators, researchers, students, families, and technology designers must continue experimenting together. Therefore, What I can safely say today is that:</p>

  <p style="margin: 32px 0 24px 0;"><strong>We have a shared responsibility. The development of human intelligence may be one of the defining challenges of our survival. The future of learning should be designed by humans who choose to think, create, and live together—not determined by the advance of AI.</strong></p>

  <p style="margin: 0 0 4px 0; font-weight: 700; color: #1F2340;">By Min Sun, Ph.D.</p>
  <p style="margin: 0 0 2px 0; font-size: 14px; color: #676A79;">Co-Founder and CEO of Colleague AI</p>
  <p style="margin: 0 0 28px 0; font-size: 14px; color: #676A79;">Professor at the University of Washington College of Education</p>

  <h4>Sources</h4>
  <ul style="margin: 18px 0; padding-left: 24px;">
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://www.amplifylearn.ai/wp-content/uploads/2026/08/rand_yr2.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Liu et al. 2026 Adopted but Unstructured</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://www.amplifylearn.ai/wp-content/uploads/2026/09/AI-Integration-as-Instructional-Design_WhitePaper-cover_0904.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">AmplifyGAIN Center 2026 AI Integration as Instructional Design</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://www.colleague.ai/wp-content/uploads/2026/04/midyear_report.pdf" style="color: #8D68F3; text-decoration: none; font-weight: 600;">Esbenshade et al. 2026 Generative AI in K 12 Classrooms Midyear Implementation Report</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://scale.stanford.edu/research-in-action/understanding-evidence-base-ai-k12-education" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">Stanford SCALE Initiative 2026 Understanding the Evidence Base on AI in K 12 Education</a></li>
    <li style="margin-bottom: 8px; line-height: 1.7;"><a href="https://www.schools.nyc.gov/about-us/policies/guidance-on-artificial-intelligence" style="color: #8D68F3; text-decoration: none; font-weight: 600;" target="_blank" rel="noopener">New York City Public Schools 2026 Guidance on Artificial Intelligence and Screen Time</a></li>
  </ul>

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		<title>How to Use AI for MTSS Support</title>
		<link>https://www.colleague.ai/how-to-use-ai-for-mtss-support/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Fri, 04 Sep 2026 13:25:08 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11160</guid>

					<description><![CDATA[By Week 5, one student keeps pulling your attention. They’re in class most days, aren’t causing major disruptions, and their grades haven’t fallen far enough to trigger an automatic referral, but still, something is off. They put their head down during independent work. They ask to use the bathroom when writing begins. They complete assignments [&#8230;]]]></description>
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<p style="margin: 0 0 18px 0;">By Week 5, one student keeps pulling your attention.</p>
<p style="margin: 0 0 18px 0;">They’re in class most days, aren’t causing major disruptions, and their grades haven’t fallen far enough to trigger an automatic referral, but still, something is off.</p>
<p style="margin: 0 0 18px 0;">They put their head down during independent work. They ask to use the bathroom when writing begins. They complete assignments when an adult sits beside them, then turn in almost nothing the next day. During a private check-in, they say they’re fine.</p>
<p style="margin: 0 0 18px 0;">You’ve shortened tasks, moved their seat, repeated directions, offered breaks, and checked in more times than you can count. You’re starting to wonder whether the problem is skill, confidence, attention, stress, attendance, or several things at once.</p>
<p style="margin: 0 0 18px 0;">This is the Week 5 MTSS problem: the student needs support now, and the evidence is still scattered across your gradebook, observation notes, unfinished assignments, and memory.</p>
<p style="margin: 0 0 18px 0;">Colleague AI helps teachers turn that scattered evidence into an intervention cycle they can use, track, and share with the school’s MTSS team.</p>
<h2>The Situation Teachers Actually See</h2>
<p style="margin: 0 0 18px 0;">Imagine a sixth-grade student named Maya.</p>
<p style="margin: 0 0 18px 0;">During whole-class discussion, Maya occasionally gives strong answers. During partner work, she participates when paired with a familiar classmate. During independent work, she often:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Waits several minutes before beginning.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Asks to leave the room.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Writes one or two words, then stops.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Says, “I don’t know,” before reading the full question.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Completes more work when the teacher stays nearby.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Becomes quiet or tearful when asked about missing assignments.</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Her recent scores are inconsistent:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">8 out of 10 on a vocabulary check</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">2 out of 8 on a written response</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">0 on 2 missing assignments</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A strong verbal explanation during a teacher conference</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Maya hasn’t qualified for a formal support plan, but she still needs a clear instructional response.</p>
<h2>Step 1: Choose “Supporting Students Below Grade” and Turn Your Concern Into an MTSS Problem Statement</h2>
<p style="margin: 0 0 18px 0;">Start by telling Claire, the AI Assistant, that you need to create an MTSS problem statement.</p>
<p style="margin: 0 0 18px 0;">Claire will likely ask for more context, such as:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">What area of concern are you focusing on? (Academic—like reading, math, writing? Behavioral? Attendance? Social-emotional?)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">What data are you seeing that's raising the concern? (For example: benchmark scores, progress monitoring data, office referrals, grades, teacher observations, etc.)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Which students or grade level are affected? (A specific grade? A particular group of students? Schoolwide?)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">What have you noticed or what prompted the need for this problem statement? (Are students not responding to Tier 1 instruction? Is there a gap between expected and actual performance?)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Do you have any baseline data or percentages? (For example: "60% of 3rd graders are below benchmark in reading fluency")</li>
</ul>
<p style="margin: 0 0 18px 0;">Provide as much context and information you can such as:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The task or setting where the concern appears</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">The frequency of the behavior</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Relevant academic data</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Observable emotional or behavioral signals</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Supports already attempted</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Conditions where the student is more successful</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Student strengths</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Attendance or transition information that may matter</p>
</li>
</ul>
<h4><em>Sample Description</em></h4>
<p style="margin: 0 0 18px 0;">Maya participates during discussion and can explain ideas verbally. During independent written work, she often waits five to ten minutes before starting, asks to leave the room, or writes only a few words. She completed three of eight independent assignments during the past three weeks. She finishes more work when I sit near her or let her talk through the answer first. I have tried chunking assignments, giving sentence starters, changing her seat, offering short breaks, and checking directions privately. She sometimes becomes tearful when I ask about missing work.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/student-you-worry-about-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>Step 2: Review the Problem Statement</h2>
<p style="margin: 0 0 18px 0;">Review the language, correct any inaccuracies, and add specific dates.</p>
<p style="margin: 0 0 18px 0;">Now the concern is measurable.</p>
<h2>Step 3: Separate the Skill Need From the Access Need</h2>
<p style="margin: 0 0 18px 0;">MTSS support becomes more useful when the teacher can identify where the task begins to break down.</p>
<p style="margin: 0 0 18px 0;">Maya’s incomplete writing could come from several places:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">She may misunderstand the text.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">She may understand the text and struggle to organize a response.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">She may know what to say and struggle to begin independently.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">She may experience stress once the assignment feels large.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">She may need support across several of these areas.</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">A short diagnostic assessment helps the teacher gather targeted evidence.</p>
<h2>Step 4: Choose “Create Interactive” and Create a Brief Diagnostic Assessment</h2>
<p style="margin: 0 0 18px 0;">The goal is a focused check that a teacher can give during class, intervention time, or a short conference.</p>
<p style="margin: 0 0 18px 0;">Tell Colleague AI what you want to achieve, the context, and a narrow instructional question:</p>
<p style="margin: 0 0 18px 0;">Can Maya identify a relevant detail, explain her thinking aloud, and turn that explanation into a written response?</p>
<p style="margin: 0 0 18px 0;">This question examines comprehension, oral reasoning, written expression, and task initiation.</p>
<p style="margin: 0 0 18px 0;">Add context such as:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Grade and subject</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Current standard or learning target</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Type of text students are reading</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Length of the assessment</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Supports the student may use</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Behaviors the teacher wants to observe</p>
</li>
</ul>
<h4><em>Sample Prompt</em></h4>
<p style="margin: 0 0 18px 0;">Create a 10-minute diagnostic assessment for a sixth-grade social studies student. The learning target is using evidence from an informational text to explain an idea. Include a short passage, one comprehension question, one evidence-selection task, one oral response prompt, and one written response. Add an observation checklist for task initiation, help-seeking, persistence, oral reasoning, and written response construction.</p>
<p style="margin: 0 0 18px 0;">Generate the interactive, then review it.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/student-you-worry-about-3.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 5. Assign the Diagnostic and Observe the Process</h3>
<p style="margin: 0 0 18px 0;">When it’s time, assign the diagnostic assessment to Maya and record what she does during each part.</p>
<h4><em>Example Observation Notes</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Began multiple-choice question within 30 seconds</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Selected the correct answer</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Identified relevant evidence independently</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Explained the answer clearly aloud</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Waited four minutes before beginning the written response</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Asked, “Does this have to be a full sentence?”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Completed the response after verbal rehearsal and a sentence frame</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Appeared calmer after the task was reduced to one sentence at a time</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Maya understood the content. She located relevant evidence. She explained her thinking orally.</p>
<p style="margin: 0 0 18px 0;">The largest breakdown appeared during independent initiation and written response construction, especially when the task felt open-ended.</p>
<p style="margin: 0 0 18px 0;">Now we have a realistic Tier 2 target.</p>
<h2>Step 6: Build a Right-Sized Tier 2 Intervention</h2>
<p style="margin: 0 0 18px 0;">Colleague AI can draft an intervention plan based on the teacher’s evidence and the district’s MTSS format.</p>
<p style="margin: 0 0 18px 0;">Provide the context, links to the diagnostic assessment, your MTSS problem statement, and anything else that might be useful to the AI Assistant, such as an intervention goal:</p>
<p style="margin: 0 0 18px 0;">“During independent written-response tasks, Maya will begin within three minutes and complete an answer containing a claim and one supporting detail in 4 of 5 opportunities, using a visual task checklist and one verbal rehearsal.”</p>
<p style="margin: 0 0 18px 0;">Specify what kind of intervention you want (or you can ask the AI assistant for a recommendation based on best practices). For example, you might want a 2-week intervention, but if your school uses block periods or different scheduling systems, 1 week or 3 weeks might be more appropriate.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/student-you-worry-about-4.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<p style="margin: 0 0 18px 0;">Having a Tier 2 plan helps you to then execute - you can use the plan within Colleague AI to create differentiated materials, assignments, additional activities, assessments, and more for Maya.</p>
<h2>Step 7: Document the Intervention</h2>
<p style="margin: 0 0 18px 0;">MTSS documentation often falls apart because teachers are expected to record every intervention while teaching everyone else.</p>
<p style="margin: 0 0 18px 0;">Colleague AI turns brief notes into clear progress language.</p>
<p style="margin: 0 0 18px 0;">You can return to this document and add to it on a daily basis. For example, you may record a note:</p>
<p style="margin: 0 0 18px 0;">Started after 6 min. Needed me to talk through question. Wrote first sentence after prompt. Finished 2 of 3 parts. Looked overwhelmed at first.</p>
<p style="margin: 0 0 18px 0;">And Colleague AI will turn that into a professional-sounding observation note:</p>
<p style="margin: 0 0 18px 0;">Maya began the independent written task after six minutes. She verbally rehearsed her response with the teacher and completed the first sentence following one verbal prompt. She completed two of three required response components. Maya initially showed signs of distress, including looking away from the task and stating that she could not complete it. Engagement increased after the task was presented one step at a time.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/student-you-worry-about-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>Step 8: Track Academic and SEL Signals Together</h2>
<p style="margin: 0 0 18px 0;">The intervention targets classroom access alongside academic performance.</p>
<p style="margin: 0 0 18px 0;">A useful progress tracker might include:</p>
<table>
<thead>
<tr>
<th style="text-align: left;">Date</th>
<th style="text-align: right;">Began Within 3 Minutes</th>
<th style="text-align: right;">Response Completed</th>
<th style="text-align: left;">Support Used</th>
<th style="text-align: left;">Student Signal</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: left;">Oct. 5</td>
<td style="text-align: right;">No</td>
<td style="text-align: right;">2 of 3 parts</td>
<td style="text-align: left;">Verbal rehearsal, checklist</td>
<td style="text-align: left;">Avoided eye contact, requested break</td>
</tr>
<tr>
<td style="text-align: left;">Oct. 7</td>
<td style="text-align: right;">Yes</td>
<td style="text-align: right;">3 of 3 parts</td>
<td style="text-align: left;">Checklist</td>
<td style="text-align: left;">Said task felt “less confusing”</td>
</tr>
<tr>
<td style="text-align: left;">Oct. 10</td>
<td style="text-align: right;">Yes</td>
<td style="text-align: right;">2 of 3 parts</td>
<td style="text-align: left;">Checklist, one prompt</td>
<td style="text-align: left;">Became quiet after correction</td>
</tr>
<tr>
<td style="text-align: left;">Oct. 12</td>
<td style="text-align: right;">Yes</td>
<td style="text-align: right;">3 of 3 parts</td>
<td style="text-align: left;">Checklist</td>
<td style="text-align: left;">Began without teacher proximity</td>
</tr>
</tbody>
</table>
<p style="margin: 0 0 18px 0;">The student signal column gives the team context. It captures observable patterns and student statements. It avoids diagnosis.</p>
<p style="margin: 0 0 18px 0;">Colleague AI can summarize the data before an MTSS meeting:</p>
<p style="margin: 0 0 18px 0;">Across four intervention opportunities, Maya began within three minutes in three instances, compared with a baseline rate of two out of five. She completed all response components in two instances and two of three components in the remaining two. Verbal rehearsal was used during the first two sessions and was no longer requested during the fourth session. Avoidance behaviors decreased as the task routine became more predictable.</p>
<h2>The Student Now Has a Support Cycle</h2>
<p style="margin: 0 0 18px 0;">The Week 5 student may still need time, stronger intervention, family insight, additional screening, or a formal evaluation process.</p>
<p style="margin: 0 0 18px 0;">The teacher now has:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A measurable concern</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A focused diagnostic assessment</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Baseline evidence</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A Tier 2 intervention</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Academic and SEL progress indicators</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Colleague AI can also assist with family communication, an MTSS summary, and any documentation required for intervention reviews. The platform is designed to support each part of that cycle while the teacher and school team make the decisions.</p>
<p style="margin: 0 0 18px 0;">The student who kept pulling at the teacher’s attention now has a documented response, a shared plan, and adults watching the same evidence.</p>

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		<title>How to Create Activities That Gets Vocabulary to Stick</title>
		<link>https://www.colleague.ai/how-to-create-activities-that-gets-vocabulary-to-stick/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Thu, 03 Sep 2026 13:21:40 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11135</guid>

					<description><![CDATA[You’ve introduced the unit vocabulary three times. The words are on the wall, students copied the definitions, you’ve used them during instruction….and after all that, a few students can match the terms on a quiz. And when you ask students to explain their thinking, and the vocabulary disappears. Instead of infer, they say “guess.” Instead [&#8230;]]]></description>
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															<img loading="lazy" decoding="async" width="800" height="533" src="https://www.colleague.ai/wp-content/uploads/2026/08/blog_image_vocabulary-activities-that-stick.png" class="attachment-large size-large wp-image-11145" alt="" srcset="https://www.colleague.ai/wp-content/uploads/2026/08/blog_image_vocabulary-activities-that-stick.png 1536w, https://www.colleague.ai/wp-content/uploads/2026/08/blog_image_vocabulary-activities-that-stick-600x400.png 600w" sizes="(max-width: 800px) 100vw, 800px" />															</div>
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<p style="margin: 0 0 18px 0;">You’ve introduced the unit vocabulary three times. The words are on the wall, students copied the definitions, you’ve used them during instruction….and after all that, a few students can match the terms on a quiz.</p>
<p style="margin: 0 0 18px 0;">And when you ask students to explain their thinking, and the vocabulary disappears.</p>
<p style="margin: 0 0 18px 0;">Instead of <em>infer</em>, they say “guess.” Instead of <em>erosion</em>, they say “when the dirt moves.” Instead of <em>character motivation</em>, they say “why the person did it.”</p>
<p style="margin: 0 0 18px 0;">By Week 3, this is a common instructional problem: students have encountered the vocabulary, and they still need repeated opportunities to connect each term to ideas, examples, relationships, and real situations - application situations and being pushed further up Bloom’s taxonomy.</p>
<p style="margin: 0 0 18px 0;">Colleague AI can help teachers create those opportunities from the vocabulary they’re already teaching.</p>
<h2>The Situation: Students Know the Definitions, Sort Of</h2>
<p style="margin: 0 0 18px 0;">Imagine you’re beginning the third week of a middle school science unit on Earth’s surface.</p>
<p style="margin: 0 0 18px 0;">Your vocabulary list includes:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Weathering</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Erosion</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Deposition</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Sediment</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Landform</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Runoff</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Students completed a vocabulary chart during Week 1. You reviewed the terms with slides. They used the words in a digital matching activity.</p>
<p style="margin: 0 0 18px 0;">On Monday, you show an image of a river carrying soil downstream and ask students to explain what’s happening.</p>
<p style="margin: 0 0 18px 0;">A student says:</p>
<p style="margin: 0 0 18px 0;">“The water is moving the dirt somewhere else.”</p>
<p style="margin: 0 0 18px 0;">The student understands the basic process but the vocab hasn’t become part of how they communicate their understanding.</p>
<p style="margin: 0 0 18px 0;">Another round of copying definitions probably won’t change that.</p>
<p style="margin: 0 0 18px 0;">Students need to compare the terms, sort them, apply them, and use them to explain something that matters.</p>
<h2>How to Create Activities That Get Vocabulary to Stick</h2>
<p style="margin: 0 0 18px 0;">Give Colleague AI the unit context, grade level, standards, and vocabulary list, then ask for several activities that require students to use the words in different ways.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 1: Start a Generate Interactive and add the instructional context</h3>
<p style="margin: 0 0 18px 0;">Start by launching a generate interactive session and give information Colleague AI needs to create classroom-ready materials. Include:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Grade level</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Subject and unit</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Vocabulary terms</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">What students already know<br/>
   Where students are getting stuck</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Any reading, language, or accessibility needs</p>
</li>
</ol>
<h4><em>Example prompt</em></h4>
<p style="margin: 0 0 18px 0;">I teach seventh-grade science. We are studying how water changes Earth’s surface. Students have already learned the definitions of weathering, erosion, deposition, sediment, landform, and runoff, but they rarely use the terms when explaining diagrams or real-world examples. Create a short sequence of student-facing vocabulary activities that helps students distinguish between the terms and use them in complete scientific explanations. Include supports for multilingual learners and students who need sentence frames.</p>
<p style="margin: 0 0 18px 0;">Be sure to note any requirements you want in the requirements section:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">Grade level  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Standard  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Reading, language, or accessibility needs  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">etc.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-5.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></li>
</ul>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 2: Choose Your Activity Type</h3>
<p style="margin: 0 0 18px 0;">Colleague AI gives you the opportunity to choose from a variety of activities:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Homework</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Worksheet</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Games</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Quizzes</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Poster</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Flashcards</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Graphic organizers</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Storyboards</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Newsletters</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Class schedules</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Surveys</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Infographics</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Animations</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Research reports</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">And a few others that don’t apply here</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">In this case, a worksheet or game would give an opportunity to apply their knowledge.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></h3>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 3: Choose Your Theme</h3>
<p style="margin: 0 0 18px 0;">It’s up to you if you want to choose a theme or not - it will depend on your class, grade level, and what gets their attention. It’s unlikely that a Harry Potter theme would apply well here….but the choice is yours.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-7.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 4: Check Your Prompt Before Generating</h3>
<p style="margin: 0 0 18px 0;">It’s useful to re-read your prompt before hitting the generate button.</p>
<p style="margin: 0 0 18px 0;">Things to consider in the instructions would be:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">Specifying specific activities you may want the student to do  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Specifying things you do NOT want students to do  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Information on style or design or colors  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">Talking about levels in Bloom’s taxonomy, DOK levels, or other applicable frameworks and models</li>
</ul>
<p style="margin: 0 0 18px 0;">In this case, we may want to add specific activities we want to see:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">a sorting task that asks students to group terms by process, cause, sequence, or relationship</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">short scenarios that require students to select and use the correct terms</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Partner discussion card activity</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A total of 5 activities for this assignment</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-3.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 5:  Generate!</h3>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Step 6: Adjust the activity for your students</h3>
<p style="margin: 0 0 18px 0;">The first output is a starting point.</p>
<p style="margin: 0 0 18px 0;">Teachers can ask Colleague AI to revise the activity based on what they know about their class.</p>
<p style="margin: 0 0 18px 0;">Useful follow-up requests include:</p>
<ol style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Add picture cues for each term.”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Rewrite this at a fifth-grade reading level.”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Create sentence frames at three levels of support.”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Add Spanish cognates where appropriate.”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Create an extension that requires students to defend their word choices.”</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">“Create an exit ticket using the same vocabulary.”</p>
</li>
</ol>
<p style="margin: 0 0 18px 0;">Colleague AI provides the context and materials. Teachers decide which supports preserve the learning goal and which revisions fit the students in front of them.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>Step 7: Publish, Assign and Distribute</h2>
<p style="margin: 0 0 18px 0;">When your activity is ready, click the publish button.</p>
<p style="margin: 0 0 18px 0;"><strong><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-6.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></strong></p>
<p style="margin: 0 0 18px 0;">You can choose whether this is an assessment or just an assignment - in our case, it’s not an assessment, it’s practice.</p>
<p style="margin: 0 0 18px 0;">Now your students will see it in their dashboard. You can also send them a link.</p>
<h2>Step 8: View Your Report</h2>
<p style="margin: 0 0 18px 0;">Once students have started (or completed) your class time or the assignment, you can view how they did by clicking view report</p>
<p style="margin: 0 0 18px 0;"><strong><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-4.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></strong></p>
<p style="margin: 0 0 18px 0;">Here’s what the report looks like:</p>
<p style="margin: 0 0 18px 0;"><strong><img decoding="async" alt="" src="/wp-content/uploads/2026/08/vocabulary-activities-8.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></strong></p>
<h2></h2>
<h2>Did It Work??</h2>
<p style="margin: 0 0 18px 0;">This is the ultimate question! Looking at the data in the report and talking to your students are great ways to start answering.</p>
<p style="margin: 0 0 18px 0;">You get several ways to see what students understand with such an activity:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can students distinguish closely related terms?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can they connect vocabulary in a sequence?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can they apply the words to a new example?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can they use the language while explaining cause and effect?</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Can they communicate the idea with decreasing levels of support?</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">That information can guide the next lesson.</p>
<p style="margin: 0 0 18px 0;">Some students may need more work distinguishing weathering from erosion. Others may understand the science and need language supports to express it. A few may be ready to analyze how several processes interact over time.</p>
<p style="margin: 0 0 18px 0;">The same six words can reveal several different learning needs once students are asked to use them.</p>

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		<title>How to Use AI to Help Facilitate Reflections for Project-Based Learning</title>
		<link>https://www.colleague.ai/how-to-use-ai-to-help-facilitate-reflections-for-project-based-learning/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Wed, 02 Sep 2026 13:07:00 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11129</guid>

					<description><![CDATA[You&#8217;re sitting down Sunday night with a stack of proposals from your seventh graders&#8217; cafeteria food waste project. It&#8217;s due tomorrow. You open the first one expecting a finished pitch and get three bullet points and a stock photo of a compost bin. The second one still has “insert data here” in it. By the [&#8230;]]]></description>
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<p style="margin: 0 0 18px 0;">You're sitting down Sunday night with a stack of proposals from your seventh graders' cafeteria food waste project. It's due tomorrow. You open the first one expecting a finished pitch and get three bullet points and a stock photo of a compost bin. The second one still has “insert data here” in it. By the fifth one, you stop being surprised.</p>
<p style="margin: 0 0 18px 0;">Your students didn't blow the deadline - they turned everything in on time. What they turned in was a first draft wearing a final draft's due date….and better still, if you ask them about their submissions on Monday, most of them will tell you, honestly, that they thought it was done.</p>
<p style="margin: 0 0 18px 0;">Your rubric lists what the project needs to include, but it doesn't teach a twelve-year-old how to look at their own draft and see the distance between what they wrote and what “good” actually looks like. That's a different skill, and most students haven't been handed a way to practice it before the grade lands.</p>
<p style="margin: 0 0 18px 0;">What a fantastic learning opportunity! But one that needs structure to foster the skill of being able to compare your current work to the deliverable requirements.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Artifacts That Would Help Students Reflect Before Submitting a Project:</h3>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">A rubric that scores quality after submission isn't the same as a checklist that helps a student see quality before they submit.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Building a project-specific self-assessment tool from scratch takes real planning time — exactly the kind you don't have in week 5.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Whatever you hand students has to be phrased the way they actually talk, or they'll skim past it the way they skim past the rubric.</p>
</li>
</ul>
<h2>How to Generate Project-specific Checklists and Reflections using AI</h2>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Start with Brainstorm Ideas or Generate Interactive</h3>
<p style="margin: 0 0 18px 0;">We have a choice here in Colleague AI - an interactive worksheet or producing a checklist and reflection assignment that isn’t interactive and is easier to skip over.</p>
<p style="margin: 0 0 18px 0;">An interactive worksheet requires students to actually complete and submit within Colleague AI.</p>
<p style="margin: 0 0 18px 0;">Producing a Word Doc or Google Sheet of a checklist or reflection assignment is less interactive.</p>
<p style="margin: 0 0 18px 0;">You’ll know what works better for your class, so pick whichever, and if you aren’t sure, we’d recommend an interactive.</p>
<p style="margin: 0 0 18px 0;">Paste in your existing project brief or rubric — the cafeteria food waste proposal, with its four criteria: problem and evidence, proposed solution, feasibility, and presentation. Tell Colleague AI the grade level and that students are about to move from first draft to final submission.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/reflection-for-project-based-learning-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Specify In Your Prompt That You Want a Checklist and Self-reflection</h3>
<p style="margin: 0 0 18px 0;">Tell Colleague AI that you want both a checklist for your students to complete as well as a self-reflection assignment that they need to complete before submitting their work.</p>
<p style="margin: 0 0 18px 0;">Colleague AI will create a checklist based on the project information you provided as well as the rubric. It will also create a self-reflection for students to complete based not only on the assignment but also on project-based learning pedagogy and best practices.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Review Your Prompt, Then Generate</h3>
<p style="margin: 0 0 18px 0;">It’s always worthwhile to re-read your prompt before clicking “Generate”.</p>
<p style="margin: 0 0 18px 0;">Ensure that you have adequately described the project, that you’ve included any attachments, included the grade level, any applicable standards, etc.</p>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Review The Generated Checklist and Self-reflection</h3>
<p style="margin: 0 0 18px 0;">Colleague AI returns a self-assessment checklist built directly from your rubric language, rewritten so a seventh grader reads it as a real question about their own work instead of a grading category.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/reflection-for-project-based-learning-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h4><em>Problem &amp; Evidence</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I explained the problem with a specific number or example, not just “there's a lot of waste.”</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I named where my evidence came from — a survey, an observation, an article — instead of guessing.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>Someone who's never seen our cafeteria could picture the problem after reading my opening.</em></p>
</li>
</ul>
<h4><em>Proposed Solution</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>My solution directly fixes the problem I described, not food waste in general.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I explained why I chose this solution over an easier one.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I said what would have to change for this to actually work — schedule, staff, or money.</em></p>
</li>
</ul>
<h4><em>Feasibility</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I estimated a real cost or time commitment, even if it's a rough number.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I named at least one obstacle and how I'd handle it.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I didn't skip this section because it was the hardest one.</em></p>
</li>
</ul>
<h4><em>Presentation &amp; Communication</em></h4>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>Someone could understand my proposal without me explaining it out loud.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>I read it once as if I were the principal deciding whether to approve it.</em></p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;"><em>No placeholder text, no “insert data here,” no unfinished sentences.</em></p>
</li>
</ul>
<h3 style="font-size: 19px; font-weight: 700; margin: 24px 0 12px 0; color: #1F2340;">Get Smart! Assign This Activity BEFORE The Due Date of the Project</h3>
<p style="margin: 0 0 18px 0;">The checklist and self-reflection are designed to develop the skill of being able to compare your submission to the project requirements. The problem is that if students do this last minute, they have no time to remedy any gaps they may identify between their submission and the requirements.</p>
<p style="margin: 0 0 18px 0;">Get smart - assign the checklist and self-reflection as an assignment to complete at least 1 day or class or period prior to the project submission deadline.</p>
<p style="margin: 0 0 18px 0;">This gives students the ability to iterate on their work and learn how to close the gap between their submission and the project - another useful skill!</p>
<h2>Try It Before Your Next Project Deadline</h2>
<p style="margin: 0 0 18px 0;">If you've got a project due this week, pull up the rubric you're already using. That's the only input Colleague AI needs to build a self-assessment checklist your students will actually read — before you're the one finding the gaps on a Sunday night.</p>

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		<title>How to Use AI to Create Tiered Comprehension Questions</title>
		<link>https://www.colleague.ai/how-to-use-ai-to-create-tiered-comprehension-questions/</link>
		
		<dc:creator><![CDATA[jennifer]]></dc:creator>
		<pubDate>Tue, 01 Sep 2026 13:55:42 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<guid isPermaLink="false">https://www.colleague.ai/?p=11124</guid>

					<description><![CDATA[It&#8217;s 9:47 p.m. Tomorrow you&#8217;re discussing Chapter 10 of The Giver with a class whose students read at four different grade levels. Currently, you only have 1 lesson plan and set of discussion questions that you know won’t suffice for the 4 grade-levels you need to accommodate. If that&#8217;s tonight, this post is for you. [&#8230;]]]></description>
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<p style="margin: 0 0 18px 0;">It's 9:47 p.m. Tomorrow you're discussing Chapter 10 of The Giver with a class whose students read at four different grade levels.</p>
<p style="margin: 0 0 18px 0;">Currently, you only have 1 lesson plan and set of discussion questions that you know won’t suffice for the 4 grade-levels you need to accommodate.</p>
<p style="margin: 0 0 18px 0;">If that's tonight, this post is for you.</p>
<h2><strong>The Problem With “One Set of Questions”</strong></h2>
<p style="margin: 0 0 18px 0;">A single list of comprehension questions for a whole-class novel almost always fails somebody:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Too literal, and your advanced readers check out by question three.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Too abstract, and your students who need scaffolding can't get a foothold in the text at all.</p>
</li>
<li style="margin-bottom: 8px; line-height: 1.7;">
<p style="margin: 0 0 18px 0;">Written once and reused every period, and you're not actually differentiating — you're just hoping the discussion sorts itself out.</p>
</li>
</ul>
<p style="margin: 0 0 18px 0;">Tiering is much more difficult when the whole class reads the same book.</p>
<h2><strong>How to Create Tiered Comprehension Questions for a Required Novel</strong></h2>
<p style="margin: 0 0 18px 0;">Instead of writing three versions of a question set from scratch, or skipping the differentiation and hoping for the best, here’s how to create scaffolding and tiered comprehension questions using Colleague AI.</p>
<h2>Step 1: Choose “Text Scaffolding” and Provide the Required Context</h2>
<p style="margin: 0 0 18px 0;">The AI Assistant Claire will likely ask you for:</p>
<ul style="margin: 18px 0; padding-left: 24px;">
<li style="margin-bottom: 8px; line-height: 1.7;">the current reading level of your target audience, and how it compares to their grade level? (For example, are they 6th graders reading at a 4th grade level?)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">specific areas of reading or comprehension where your students need more support? (Such as vocabulary, making inferences, understanding text structure, or staying engaged with complex topics?)  </li>
<li style="margin-bottom: 8px; line-height: 1.7;">the text that needs scaffolding, or details about its themes, complexity, and intended learning outcomes? (You can paste the text directly, share a link, or describe what you're working with.)</li>
</ul>
<p style="margin: 0 0 18px 0;">In our case, it’s The Giver, Chapter 10.</p>
<p style="margin: 0 0 18px 0;">Provide information about how many students are reading at which levels, as well as the goal of the lesson or class period and what you want to achieve. If there are applicable standards, include these as well.</p>
<p style="margin: 0 0 18px 0;"><img decoding="async" alt="" src="/wp-content/uploads/2026/08/tiered-comprehension-questions-1.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/><img decoding="async" alt="" src="/wp-content/uploads/2026/08/tiered-comprehension-questions-3.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>Step 2: Specify You Want Tiered Comprehension Questions</h2>
<p style="margin: 0 0 18px 0;">In your prompt as you’re talking with Claire, provide instructions that you want tiered comprehension questions.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/tiered-comprehension-questions-2.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>
<h2>Step 3: Review the Generated Materials</h2>
<p style="margin: 0 0 18px 0;">Review and edit before it goes anywhere near students. The teacher makes the call on what stays, what gets cut, and what gets reworded for a specific kid.<img decoding="async" alt="" src="/wp-content/uploads/2026/08/tiered-comprehension-questions-4.png" style="max-width: 100%; height: auto; border-radius: 12px; display: block; margin: 20px 0;"/></p>

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