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Updated: Jul 24, 2025

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Published on: November 24, 2021
Terracotta: A tool for conducting experimental research on student learning.
Benjamin A Motz1,2, Öykü Üner3, Harmony E Jankowski4
1Department of Psychological and Brain Sciences, Indiana University Bloomington, 1101 East 10th Street, Bloomington, IN, 47405, USA. bmotz@indiana.edu.
Researchers can now easily conduct educational experiments in online classes using Terracotta (Tool for Education Research with RAndomized COnTrolled TriAls). Retrieval practice, a key teaching method, significantly improved student exam performance in a study.
Area of Science:
- Educational Psychology
- Cognitive Science
- Learning Sciences
Background:
- Identifying effective teaching practices requires rigorous experimental evidence.
- Conducting in-situ educational experiments is challenging due to cost and complexity.
- Existing methods for educational research in classrooms are often limited.
Purpose of the Study:
- To introduce Terracotta, an open-source web application for conducting randomized controlled trials in online learning environments.
- To demonstrate Terracotta's capability in automating experimental procedures for educational research.
- To test the efficacy of retrieval practice as a teaching intervention using Terracotta.
Main Methods:
- Developed Terracotta, a web application integrating with learning management systems for automated randomization, consent, and data export.
- Conducted a preregistered replication study manipulating online review assignments.
- Students alternated weekly between retrieval practice (quizzes) and restudy (reading answers).
Main Results:
- Retrieval practice significantly improved student performance on subsequent exams compared to restudy.
- Terracotta successfully facilitated the experimental manipulation of learning activities.
- The study replicated previous findings on the benefits of retrieval practice.
Conclusions:
- Terracotta provides a viable and efficient platform for conducting educational experiments in online settings.
- Experimental manipulation of learning activities, such as retrieval practice, yields measurable improvements in student outcomes.
- The tool supports rigorous research to identify causal benefits of teaching practices.
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