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Updated: Jun 2, 2026

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Published on: September 11, 2021
The effect of directive tutor guidance on students' conceptual understanding of statistics in problem-based learning
Luc Budé1, Margaretha W J van de Wiel, Tjaart Imbos
1Maastricht University, The Netherlands. luc.bude@maastrichtuniversity.nl
Background:
Education is aimed at students reaching conceptual understanding of the subject matter, because this leads to better performance and application of knowledge. Conceptual understanding depends on coherent and error-free knowledge structures. The construction of such knowledge structures can only be accomplished through active learning and when new knowledge can be integrated into prior knowledge.
Aims:
The intervention in this study was directed at both the activation of students as well as the integration of knowledge.
Sample:
Undergraduate university students from an introductory statistics course, in an authentic problem-based learning (PBL) environment, were randomly assigned to conditions and measurement time points.
Method:
In the PBL tutorial meetings, half of the tutors guided the discussions of the students in a traditional way. The other half guided the discussions more actively by asking directive and activating questions. To gauge conceptual understanding, the students answered open-ended questions asking them to explain and relate important statistical concepts.
Results And Conclusions:
Results of the quantitative analysis show that providing directive tutor guidance improved understanding. Qualitative data of students' misconceptions seem to support this finding. Long-term retention of the subject matter seemed to be inadequate.
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