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Day Eight: Authenticating the Learning

9/22/2025

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AI can draft polished essays, diagrams, or summaries in seconds — but authentic learning is about more than the final product. It’s about capturing the thinking, choices, and reflections behind student work. When we make the learning process visible, we ensure students — not AI — remain the true authors of their journey.
In the AI in the Classroom Starter Kit, we take a deeper dive into how to authenticate the learning process and explore multiple ways to both engage students and confirm authorship. 


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In an AI-powered world, teachers can no longer rely solely on polished final products to assess learning. Instead, they must look for visible thinking, authentic engagement, and multiple forms of evidence. Strategies like draft reviews, oral explanations, tone and voice analysis, and reference verification empower teachers to confirm authorship and build trust in the process.
Personalized learning structures, especially 
Learning Studios, are central to this work. Studios intentionally embed opportunities for students to engage through diverse modalities—visual, auditory, kinesthetic, tactile, and more—so that learning becomes both deeper and harder to outsource. By designing checkpoints across brainstorming, collaboration, revision, and creation, teachers keep the process front and center.

Why It Matters

Authenticating the learning process:
  • Builds student agency by valuing process over product.
  • Creates transparency — making student thinking visible through drafts, annotations, reflections, or revisions.
  • Reduces overreliance on AI-generated outputs, ensuring student ownership of ideas and growth.

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AI can support authenticity by:
  • Generating reflection prompts that guide students to explain their reasoning.
  • Suggesting real-world formats (letters, blog posts, podcasts, infographics) that connect work to authentic audiences.
  • Helping scaffold the process with rubrics, checklists, or revision feedback that values growth.

Daily Challenge

✅ Take one assignment or project you already use.
✅ Use AI (ChatGPT, Gemini, Eduaide, or MagicSchool.ai) to reframe it into a more authentic learning task. Ideas:
  • Add a real-world audience (e.g., a blog post for the school site instead of just a worksheet).
  • Build in visible thinking checkpoints (drafts, reflections, or peer feedback).
  • Create a process rubric where part of the grade reflects brainstorming, collaboration, and revision.
    ✅ Share your authentic task idea in the community with #Kish30DayAIChallenge.
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Download

Authenticating the Learning with AI: Prompt Bank + Process Rubric
Includes reflection prompts, authentic task examples, and a sample 85/15 process rubric.
Your browser does not support viewing this document. Click here to download the document.

Authenticating Learning with AI

Quick Wins for Making Student Thinking Visible
Directions:
Use the prompts below to reframe an assignment or project into an authentic learning experience. Focus on process, not just product. Add checkpoints that capture brainstorming, collaboration, revision, and reflection.
Sample AI Prompts for Authentic Learning1. Reflection Prompt
“Create three reflection questions that ask students to explain how they solved a problem, what choices they made, and what they might do differently next time.”
2. Real-World Audience Prompt
“Reframe this worksheet on [topic] into a task where students explain their learning to a real-world audience (such as a school board, a parent newsletter, or a younger grade).”
3. Visible Thinking Prompt
“Design a simple graphic organizer that helps students capture their brainstorming, drafts, and revisions before turning in their final project.”
4. Oral Explanation Prompt
“Generate 5 short oral response questions I can use in conferences to check that students truly understand their project and can explain it in their own words.”
5. Authorship Check Prompt
“Suggest strategies to verify student authorship of an essay on [topic], such as comparing tone, checking citations, or requiring annotated drafts.”

Want to Learn More? 

Want more strategies for making student learning authentic in an AI-powered world? Dive deeper into this topic with the AI in the Classroom Starter Kit, packed with prompts, rubrics, and studio structures to help you design classroom-ready, authentic learning experiences.
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👉 Grab your copy here and keep building student agency one step at a time.
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    Marcia Kish is a Blended Learning Specialist, Instructional Coach, and author of The 12 Elements of Student Engagement and Ownership Field Guide, dedicated to helping educators create dynamic, student-centered classrooms.

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