How do you measure learning in a design studio? Traditional tests don't work for creative education. We develop data science methods that quantify learning moments during design critiques—capturing breakthroughs, engagement, and cognitive development in real-time.

Research Focus

Learning Measurement

Quantify cognitive breakthroughs and engagement during critiques. Track learning patterns in real-time.

Problem-Solving Analysis

Study student-mentor collaboration. Identify scaffolding moments that guide breakthroughs.

Assessment Methods

Data-driven metrics for creative progress. Objective teaching effectiveness measures.

Applications

For Educators

Evidence-based teaching strategies with real-time feedback on student engagement. Personalized insights for individual learning styles.

For Students

Clear progress indicators showing skill development. Personalized learning paths tailored to individual strengths and challenges.

For Research

New understanding of how creativity develops. Methodological innovations applicable to other educational fields.

Impact

Our research provides practical tools for educators working in creative fields. The methods integrate with existing programs and are validated in actual studio environments. The work contributes to understanding how creative learning happens and how it can be measured and improved.