TY - JOUR
T1 - Effect of embedding a cognitive diagnosis into the adaptive dynamic assessment of spatial geometry learning
AU - Wu, Lin Jung
AU - Chang, Kuo En
N1 - Funding Information:
The work was supported by the National Science Council Taiwan [grant number MOST 107-2511-H-003-027-MY3] and the “Institute for Research Excellence in Learning Sciences” of National Taiwan Normal University (NTNU) from The Featured Areas Research Center Program within the framework of the Higher Education Sprout Project by the Ministry of Education Republic of China (Taiwan).
Publisher Copyright:
© 2020 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2023
Y1 - 2023
N2 - To achieve adaptive learning, a dynamic assessment system equipped with a cognitive diagnosis was developed for this study, which adopts a three-stage model of diagnosis-intervention-assessment. To examine how this system influenced spatial geometry learning, the study used a quasi-experimental method to investigate student learning outcomes between different groups. One hundred sixteen junior high school students participating in the experiment were divided into experimental and control groups. Experimental group engaged in adaptive learning as they corrected their misconceptions in the learning intervention stage by using learning content provided according to their cognitive diagnosis results. Control group engaged in nonadaptive learning; they corrected misconceptions using self-selected learning content and thus engaged in learning activities that were not focused on their misconceptions. The results revealed that the adaptive learning students exhibited learning performance and misconception correction ratios superior to those in the control group. Through analysis, we discovered that nearly half of the nonadaptive learning students failed to select appropriate learning content for correcting their misconceptions. In addition, the time spent on learning by the students in the two groups was significantly different; the adaptive learning students spent significantly less time on learning than the nonadaptive students, thus exhibiting higher learning efficiency.
AB - To achieve adaptive learning, a dynamic assessment system equipped with a cognitive diagnosis was developed for this study, which adopts a three-stage model of diagnosis-intervention-assessment. To examine how this system influenced spatial geometry learning, the study used a quasi-experimental method to investigate student learning outcomes between different groups. One hundred sixteen junior high school students participating in the experiment were divided into experimental and control groups. Experimental group engaged in adaptive learning as they corrected their misconceptions in the learning intervention stage by using learning content provided according to their cognitive diagnosis results. Control group engaged in nonadaptive learning; they corrected misconceptions using self-selected learning content and thus engaged in learning activities that were not focused on their misconceptions. The results revealed that the adaptive learning students exhibited learning performance and misconception correction ratios superior to those in the control group. Through analysis, we discovered that nearly half of the nonadaptive learning students failed to select appropriate learning content for correcting their misconceptions. In addition, the time spent on learning by the students in the two groups was significantly different; the adaptive learning students spent significantly less time on learning than the nonadaptive students, thus exhibiting higher learning efficiency.
KW - Bayesian network
KW - Cognitive diagnosis
KW - adaptive learning
KW - dynamic assessment
KW - spatial geometry learning
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U2 - 10.1080/10494820.2020.1815216
DO - 10.1080/10494820.2020.1815216
M3 - Article
AN - SCOPUS:85090761854
SN - 1049-4820
VL - 31
SP - 890
EP - 907
JO - Interactive Learning Environments
JF - Interactive Learning Environments
IS - 2
ER -