Critical AI in K-12 Classrooms | Gutman Library Book Talks

Critical AI in K-12 Classrooms | Gutman Library Book Talks

🎙 Stephanie Smith Budhai, Marie K. Heath 👥 72K 📅 November 17, 2025 ⏱ 59 min 👁 453 📄 book talk 🧭 2026-08-16
Available in: English (current) Français

Keywords

critical AIK-12justicejoypedagogy

Summary

This book talk features authors Stephanie Smith Budhai and Marie K. Heath discussing their book ‘Critical AI in K-12 Classrooms: A Practical Guide for Cultivating Justice and Joy’, moderated by Punya Mishra. The conversation explores the need for a critical approach to AI in education, emphasizing the historical context of AI, its inherent biases, and the importance of justice and joy in classrooms. The authors discuss concepts like homeplace, culturally sustaining pedagogy, and abolitionist teaching, and provide examples of AI harms, such as biased outputs and unethical data collection. They advocate for educators to cultivate criticality and joy in students, reimagining AI’s role in education. The talk includes a Q&A session with the audience.

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Critical Evaluation

Value of the Information & Strength of the Argument

The value of the information is high for educators seeking to understand and address AI’s implications in K-12 settings. The authors provide a nuanced argument that AI is not neutral but reflects historical and societal biases. They ground their argument in concrete examples, such as biased book recommendations and the Sojourner Truth example, making the case compelling. The argumentation is solid, drawing on established pedagogies and scholarly work, though it is more conceptual than empirical.

Scientific Rigor, Source Quality, Title Accuracy

The authors demonstrate rigor by referencing historical and contemporary examples, and by grounding their work in established educational theories. They cite specific incidents, such as Google’s data collection practices, and mention scholars like Bell Hooks and Bettina Love. The title accurately reflects the content, focusing on critical AI and justice/joy. The discussion is well-structured and credible, though it lacks formal citations during the talk.

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Title / Content Match

The title accurately reflects the content, which focuses on critical perspectives on AI in K-12 education, as discussed by the authors.

Quality & Reliability

8/10

The discussion is led by two authors with strong academic credentials and a moderator who is a recognized expert in educational technology. The content is grounded in scholarly work and historical examples, but it is primarily a discussion of ideas rather than a peer-reviewed presentation of new research.

Key Moments

Cited Sources

  • Harvard Graduate School of Education — Host institution for the book talk.
  • Critical AI in K-12 Classrooms (book) — The book being discussed.
  • HGSE LinkedIn — Social media channel for the institution.
  • HGSE Threads — Social media channel for the institution.

Concurring Sources

  • Culturally Sustaining Pedagogy — Aligns with the authors' emphasis on culturally sustaining pedagogies.
  • Abolitionist Teaching — Supports the discussion of abolitionist pedagogies.

Contribution & Novelties

The book provides a practical guide for K-12 educators to critically engage with AI, integrating justice and joy. It offers a framework that combines critical pedagogy with AI literacy, addressing both the harms and potential of AI. The authors’ emphasis on homeplace and fugitive pedagogies offers a novel approach to teaching about AI in constrained environments.

Pour aller plus loin :

  • Culturally Sustaining Pedagogy — Relevant to the pedagogical framework discussed.
  • Abolitionist Teaching — Discusses the concept of abolitionist teaching, which is central to the book.
  • Bell Hooks — Her concept of homeplace is foundational to the book’s approach.

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Radar Profile

The radar profile shows high scores in quality and reliability, reflecting the authors' expertise and the scholarly grounding of the discussion. The moderate score in technical level indicates that the content is accessible to a general audience, while the quantity of information is sufficient for a book talk.

Reliability 8/10

💬 No comments were provided for analysis.