An Experimental Evaluation of an AI-Powered Interactive Learning Platform

Fuente: arXiv
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Bibliographic Details
Main Authors: Heldreth, Courtney, Akrong, Diana, Vardoulakis, Laura M., Miller, Nicole E., Haramaty, Yael, Hackmon, Lidan, Belinsky, Lior, Tapia, Abraham Ortiz, Tootill, Lucy, Siebert, Scott
Format: Preprint
Published: 2025
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author Heldreth, Courtney
Akrong, Diana
Vardoulakis, Laura M.
Miller, Nicole E.
Haramaty, Yael
Hackmon, Lidan
Belinsky, Lior
Tapia, Abraham Ortiz
Tootill, Lucy
Siebert, Scott
author_facet Heldreth, Courtney
Akrong, Diana
Vardoulakis, Laura M.
Miller, Nicole E.
Haramaty, Yael
Hackmon, Lidan
Belinsky, Lior
Tapia, Abraham Ortiz
Tootill, Lucy
Siebert, Scott
contents Generative AI, which is capable of transforming static content into dynamic learning experiences, holds the potential to revolutionize student engagement in educational contexts. However, questions still remain around whether or not these tools are effective at facilitating student learning. In this research, we test the effectiveness of an AI-powered platform incorporating multiple representations and assessment through Learn Your Way, an experimental research platform that transforms textbook chapters into dynamic visual and audio representations. Through a between-subjects, mixed methods experiment with 60 US-based students, we demonstrate that students who used Learn Your Way had a more positive learning experience and had better learning outcomes compared to students learning the same content through a digital textbook. These findings indicate that AI-driven tools, capable of providing choice among interactive representations of content, constitute an effective and promising method for enhancing student learning.
format Preprint
id arxiv_https___arxiv_org_abs_2509_18664
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle An Experimental Evaluation of an AI-Powered Interactive Learning Platform
Heldreth, Courtney
Akrong, Diana
Vardoulakis, Laura M.
Miller, Nicole E.
Haramaty, Yael
Hackmon, Lidan
Belinsky, Lior
Tapia, Abraham Ortiz
Tootill, Lucy
Siebert, Scott
Human-Computer Interaction
Generative AI, which is capable of transforming static content into dynamic learning experiences, holds the potential to revolutionize student engagement in educational contexts. However, questions still remain around whether or not these tools are effective at facilitating student learning. In this research, we test the effectiveness of an AI-powered platform incorporating multiple representations and assessment through Learn Your Way, an experimental research platform that transforms textbook chapters into dynamic visual and audio representations. Through a between-subjects, mixed methods experiment with 60 US-based students, we demonstrate that students who used Learn Your Way had a more positive learning experience and had better learning outcomes compared to students learning the same content through a digital textbook. These findings indicate that AI-driven tools, capable of providing choice among interactive representations of content, constitute an effective and promising method for enhancing student learning.
title An Experimental Evaluation of an AI-Powered Interactive Learning Platform
topic Human-Computer Interaction
url https://arxiv.org/abs/2509.18664