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Platform-based Adaptive Experimental Research in...
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Platform-based Adaptive Experimental Research in Education

Abstract

Adaptive Experimentation is one of the most promising approaches to support complex decision-making in learning experience design and delivery. This paper reports on our experience with a real-world, multi-experimental evaluation of an adaptive experimentation platform within the XPRIZE Digital Learning Challenge framework, and summarizes data-driven lessons learned and best practices for Adaptive Experimentation in education. We outline key scenarios of the applicability of platform-supported experiments and reflect on lessons learned from this two-year project, focusing on implications relevant to platform developers, researchers, practitioners, and policy stakeholders to integrate Adaptive Experiments in real-world courses.

Authors

Musabirov I; Reza M; Song H; Moore S; Chen P; Kumar H; Li T; Stamper J; Bier N; Rafferty A

Pagination

pp. 13-23

Publisher

Association for Computing Machinery (ACM)

Publication Date

March 3, 2025

DOI

10.1145/3706468.3706471

Name of conference

Proceedings of the 15th International Learning Analytics and Knowledge Conference

Labels

Sustainable Development Goals (SDG)

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