Characterizing active learning environments in physics using latent profile analysis
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Characterizing active learning environments in physics using latent profile analysis. / Commeford, Kelley; Brewe, Eric; Traxler, Adrienne.
In: Physical Review Physics Education Research, Vol. 18, No. 1, 010113, 2022.Research output: Contribution to journal › Journal article › Research › peer-review
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TY - JOUR
T1 - Characterizing active learning environments in physics using latent profile analysis
AU - Commeford, Kelley
AU - Brewe, Eric
AU - Traxler, Adrienne
PY - 2022
Y1 - 2022
N2 - The vast majority of research involving active learning pedagogies uses passive lecture methods as a baseline. We propose to move beyond such comparisons to understand the mechanisms that make different active learning styles unique. Here, we use COPUS observations to record student and instructor activities in six known styles of active learning in physics, and use latent profile analysis to classify these observations. Latent profile analysis using two profiles successfully groups COPUS profiles into interactive lecturelike and other. Five latent profiles successfully sorts observations into interactive lecturelike, Modeling Instruction, ISLE labs, context-rich problems labs, and recitationlike or discussionlike. This analysis serves as a proof of concept, and suggests instructional differences across pedagogies that can be further investigated using this method.
AB - The vast majority of research involving active learning pedagogies uses passive lecture methods as a baseline. We propose to move beyond such comparisons to understand the mechanisms that make different active learning styles unique. Here, we use COPUS observations to record student and instructor activities in six known styles of active learning in physics, and use latent profile analysis to classify these observations. Latent profile analysis using two profiles successfully groups COPUS profiles into interactive lecturelike and other. Five latent profiles successfully sorts observations into interactive lecturelike, Modeling Instruction, ISLE labs, context-rich problems labs, and recitationlike or discussionlike. This analysis serves as a proof of concept, and suggests instructional differences across pedagogies that can be further investigated using this method.
U2 - 10.1103/PhysRevPhysEducRes.18.010113
DO - 10.1103/PhysRevPhysEducRes.18.010113
M3 - Journal article
VL - 18
JO - Physical Review Physics Education Research
JF - Physical Review Physics Education Research
SN - 2469-9896
IS - 1
M1 - 010113
ER -
ID: 332195465