Educational Assessment, Evaluation, and Research Commons^™

Designing Hybrid Human-Ai Orchestration Tools For Individual And Collaborative Activities: A Technology Probe Study, Vanessa Echeverria, Kexin Yang, Luettamae Lawrence, Nikol Rummel, Vincent Aleven

Instructional Technology and Learning Sciences Faculty Publications

Combining individual and collaborative learning is common, but dynamic combinations (which happen as-the-need arises, rather than in pre-planned ways, and may happen on an individual basis) are rare. This work reports findings from a technology probe study exploring alternative designs for classroom co-orchestration support for dynamically transitioning between individual and collaborative learning. The study involved 1) a technology-probe classroom study in an authentic, AI-supported classroom to understand teachers' and students' needs for co-orchestration support over dynamic transitions; and 2) workshops and interviews with students and teachers to get informed feedback about their lived experiences. 118 students and three teachers from …