Use the simulated class as low-stakes deliberate practice placed late in teacher preparation, with transcript-based debriefs¶

Strategy · All strategies
Evidence · no claims cited

Description¶

The article recommends a simulated class as a low-stakes setting for deliberate practice much earlier in a teacher's trajectory than the practicum, leaving a complete transcript for analysis and feedback. For the next iteration it recommends placing the simulation towards the end of the course, once participants have had extended practice with the questioning repertoire, and extending practice over multiple sessions, including individual homework sessions after a first in-class paired session.

Design Implications¶

Context¶

Requirements¶

• An instructional sequence introducing DPT and questioning strategies before the simulation, plus a debrief reconnecting the shared experience to the framework.

Constraints¶

• In this pilot the design could not separate the contributions of simulation, debrief and the surrounding sequence; each pair interacted for only a single session.

Target Learners¶

• prospective physics teachers

Target Learning Goals¶

• attending to the reasoning behind students' answers
• responding with the right question in real time

Related Strategies¶

• Simulation Based Training
• Simulation Based Practice
• Expand supervised practicum experiences in teacher preparation to include AI-focused pedagogies

Examples¶

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Key Sources¶

• Eugenio Tufino. (2026). A multi-agent AI classroom based on dual-process reasoning hazards: a pilot with prospective physics teachers. https://huggingface.co/spaces