Analyzing readiness for interprofessional education among health program students using hierarchical clustering
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Updated: Jun 1, 2025

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Florian Spada1,2, Rosario Caruso3,4, Ippolito Notarnicola5
1Department of biomedical Sciences, Faculty of Medicine, University "Our Lady of the Good Counsel", Tirana, Albania.
Abstract:
This study employs a clustering approach to assess the readiness for interprofessional education (IPE) among students enrolled in health-related study programs in Albania. Among a sample of 1470 students, complete data were available for 1383 participants, while 87 cases had missing data. Three distinct clusters were identified using hierarchical clustering analysis based on age and readiness domains: Teamwork (TW) and Professional Practice Identity (PPI). The average scores for TW and PPI were 4.4 ± 0.51 and 4.3 ± 0.51, respectively. Cluster A, consisting of 123 students, exhibited lower scores in both domains and a higher proportion of male students, while Clusters B (846 students) and C (414 students) demonstrated greater readiness for IPE and a higher representation of female students. These findings highlight varying perceptions and values associated with IPE across genders and health-related study programs, emphasizing the necessity for tailored and gender-aware IPE-enhancing interventions. Furthermore, our research underscores the importance of introducing IPE early in the healthcare curriculum and utilizing student clustering to tailor interventions, thus laying the foundation for broader research endeavors. Future studies are recommended to delve deeper into these results and assess the effectiveness of tailored interventions based on this approach in fostering readiness for IPE.
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