S46: The Automated Classroom Companion
Too Much Setup and Operation, Not Enough Student Focus
Designing lab environments, assigning tasks, and grading submissions—these operational burdens can consume an instructor’s time, energy, and creativity. Without efficient automation, students may wait too long for feedback, skill gaps can go unnoticed, and precious mentorship time is lost to administrative overhead.