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Data from the Effects of Congruent and Incongruent Perceptual Cues on Middle Schoolers’ Mathematical Performance, Learning, and Retention Study Cover

Data from the Effects of Congruent and Incongruent Perceptual Cues on Middle Schoolers’ Mathematical Performance, Learning, and Retention Study

Open Access
|Aug 2025

Abstract

This paper presents datasets for a research project that investigated the individual and combined effects of two perceptual cues—spacing and color—under varying conditions of congruence with the order of operations. The datasets contain 1,100 6th-grade students’ data collected through a randomized controlled trial conducted in 2024 in a U.S. school district. All de-identified intervention data are openly available on the Open Science Framework. Additional datasets, including student demographics and assessment data, require a data sharing agreement. The data can be used by researchers interested in understanding perceptual learning mechanisms and improving online instructional materials for middle school mathematics.

DOI: https://doi.org/10.5334/jopd.139 | Journal eISSN: 2050-9863
Language: English
Submitted on: May 28, 2025
Accepted on: Aug 1, 2025
Published on: Aug 13, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Erin Ottmar, Puyuan Zhang, Ji-Eun Lee, Jeffrey K. Bye, Maegan A. Colbert, Alena Egorova, Shuqi Yu, Avery H. Closser, Caroline Byrd Hornburg, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.