Agile pedagogical strategies: interactive notebooks, bootcamps, and sustained educator professional learning¶

Strategy · All strategies
Evidence · no claims cited

Description¶

Because multi-year degree redesign is slow, the paper recommends agile strategies to bridge skills gaps: interactive notebooks that let students reproduce and modify end-to-end ML workflows without weeks of software setup, and intensive workshops and bootcamps such as short courses at MRS meetings. For educators, it recommends sustained professional learning communities such as AI Book Clubs, noting teacher development 'requires iterative, practice-based training rather than one-off workshops.'

Design Implications¶

Context¶

Requirements¶

• Formats should be shareable across institutions, adaptable to local datasets, and evaluated with common rubrics

Constraints¶

Target Learners¶

• students and active researchers without formal MI training
• educators integrating AI into pedagogy

Target Learning Goals¶

• materials-informatics skills
• educator capacity to integrate AI into teaching

Related Strategies¶

• Provide faculty professional development in adult learning theory and pedagogy for career pathways instruction
• During adoption, determine professional learning needs and secure sustainable funding for training before proceeding
• Support first-year adopters of a comprehensive curriculum with quick-start overviews, editable materials, and curated course plans
• Provide differentiated scaffolding matched to teachers' behavioral-cognitive profiles when supporting multi-agent AI workflow design

Examples¶

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Key Sources¶

• Dongming Mei, Katherine Moore, and Ben Sayler. (2026). Preparing Students for AI-Powered Materials Discovery: A Workflow-Aligned Framework for AI Literacy, Equity, and Scientific Judgment. https://arxiv.org/abs/2605.09624