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Updated: Mar 1, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Influence on Learning of a Collaborative Learning Method Comprising the Jigsaw Method and Problem-based Learning
Kayoko Takeda1, Kiyoshi Takahashi1, Hiroyuki Masukawa2
1Department of Pharmaceutical Education, Hokkaido Pharmaceutical University School of Pharmacy.
Active learning, particularly small group discussion (SGD), benefits from text mining analysis of student reports. Combining the jigsaw method with problem-based learning (PBL) enhances student engagement and understanding.
Area of Science:
- Educational Psychology
- Learning Sciences
- Higher Education Pedagogy
Background:
- Active learning strategies, including small group discussion (SGD), are integral to modern academic studies.
- Current assessments of SGD effectiveness primarily rely on quantitative methods like questionnaires and peer/self-evaluations.
- Qualitative data from student reports remain underutilized for analyzing knowledge acquisition processes in SGD.
Purpose of the Study:
- To investigate the impact of integrating the jigsaw method with problem-based learning (PBL) on student learning attitudes.
- To explore the utility of text mining for analyzing qualitative student data in SGD.
- To understand how specific active learning methods influence knowledge acquisition and student performance.
Main Methods:
- Implemented a learning system combining the jigsaw method followed by PBL.
- Utilized text mining techniques to analyze the qualitative content of student reports.
- Assessed changes in student attitudes toward learning and depth of understanding.
Main Results:
- The sequential application of the jigsaw method before PBL significantly improved student attitudes toward learning.
- Students demonstrated a deeper understanding of the subject matter due to collaborative work within the SGD framework.
- Text mining effectively revealed the processes and methods of knowledge acquisition and student progress.
Conclusions:
- Combining the jigsaw method with PBL enhances student engagement and learning outcomes in SGD.
- Text mining offers a powerful tool for evaluating the effectiveness of pedagogical interventions and understanding student learning.
- Qualitative data analysis through text mining provides valuable insights for refining teaching methodologies.
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