Use simulated student sections as a scalable supplement to teacher training and lesson preparation¶

Strategy · All strategies
Evidence · no claims cited

Description¶

The authors recommend deploying simulated small-group sections as a supplement to traditional teacher training in large online courses such as Code in Place or Schoolhouse, where scaling live coaching is hard. Simulations "can serve as high-frequency training that leaves more time for feedback iteration between follow-up synchronous sessions with coaches", and teachers can also rehearse upcoming lessons to refresh understanding and engagement strategies before teaching.

Design Implications¶

Context¶

Requirements¶

• The simulation environment resembles online teaching contexts, which may be text-based with fewer physical cues

Constraints¶

• Learning from practice depends on experience and uptake of the generated feedback; some instructors may need more structured experiences such as in-session hints or specific scenarios

Target Learners¶

• Volunteer and novice teachers in massive online courses

Target Learning Goals¶

• Practicing lesson delivery, anticipating student questions, and refining engagement strategies

Related Strategies¶

• Educasim Simulated Section Teacher Practice Tool
• Extend simulated teaching practice to student assessment and teacher screening uses
• Use unlearning-based simulated students as scalable practice environments for teacher professional development
• Use ANN-based adaptive feedback to provide scalable, process-oriented real-time feedback at scale in higher education

Examples¶

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Key Sources¶

• Cameron Mohne, Nicholas Vo, Dora Demszky, Chris Piech. (2026). EducaSim: Interactive Simulacra for CS1 Instructional Practice. https://arxiv.org/abs/2603.11444