Analytical reasoning in computational contexts

exploring medical students’ experiences of learning computer science skills

Authors

DOI:

https://doi.org/10.22633/rpge.v29iesp4.20766

Keywords:

Analytical reasoning, Computational skills, Medical education, Curriculum reform, Qualitative research

Abstract

As digital competencies become integral to healthcare, the intersection of analytical reasoning and computer science learning in medical education remains underexplored. This qualitative study examined how seven medical students and five faculty members perceived the development of analytical reasoning when engaging with computational tasks. Semi-structured interviews were analyzed using inductive content analysis, revealing four themes: cognitive overload that promoted memorization rather than reasoning, anxiety and confidence gaps that shaped willingness to engage, limited interactive opportunities that reinforced surface learning, and curiosity and motivation—amplified by faculty support—that enabled deeper reflection. The findings suggest that analytical reasoning in computational contexts is constrained by structural and psychological barriers but can be strengthened through interactive pedagogy, faculty development, and the strategic use of computational tasks as opportunities for reasoning and resilience.

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Author Biography

Omar Alobud, King Saud bin Abdulaziz University

Assistant Professor, King Saud bin Abdulaziz University for Health Sciences, King Abdullah International Medical Research Center (KAIMRC), Ministry of National Guard - Health Affairs, Saudi Arabia.

References

Agnes, M., & Mary, M. C. (2005). Strategies to overcome barriers in the facilitation of critical thinking in nursing education. Nurse Education Today, 25(4), 291–298. https://doi.org/10.1016/j.nedt.2005.01.012

Althewini, A., & Alobud, O. (2024, December). Exploring medical students’ attitudes on computational thinking in a Saudi university: Insights from a factor analysis study. In Frontiers in Education (Vol. 9, p. 1444810). Frontiers Media SA.

Araújo, B., Gomes, S. F., & Ribeiro, L. (2024). Critical thinking pedagogical practices in medical education: A systematic review. Frontiers in Medicine, 11, 1358444. https://doi.org/10.3389/fmed.2024.1358444

Aulakh, J., Wahab, H., Richards, C., et al. (2025). Self-directed learning versus traditional didactic learning in undergraduate medical education: A systemic review and meta-analysis. BMC Medical Education, 25, 70. https://doi.org/10.1186/s12909-024-06449-0

Azar, N. G., Yazdani, S., & Khoshgoftar, Z. (2024). Development of higher-order thinking in health profession education: A comprehensive toolkit for medical educators. Journal of Education and Health Promotion, 12, 455. https://doi.org/10.4103/jehp.jehp_240_23

Barzegar, M., Faghihi, S. A., Amini, M., et al. (2023). Outpatient education, a momentous in clinical education: A qualitative study of medical students’, faculty members’, and residents’ perspectives. BMC Medical Education, 23, 719. https://doi.org/10.1186/s12909-023-04694-3

Batarfi, M. A., & Agha, S. (2025). Exploring faculty perspectives on critical thinking in medical education: Challenges, strategies, and institutional support. Saudi Medical Journal, 46(6), 670–678. https://doi.org/10.15537/smj.2025.46.6.20250148

Blalock, A. E., Phillips, J. P., Ledford, C. J. W., Wendling, A. L., Kovar-Gough, I., & Lee, A. L. (2025). Qualitative methods for medical education research. PRiMER, 9, 35. https://doi.org/10.22454/PRiMER.2025.865981

Bugaj, T. J., Schwarz, T. A., Terhoeven, V., Nagy, E., Cranz, A., Friederich, H. C., & Nikendei, C. (2023). Measuring an understudied factor in medical education – development and validation of the medical curiosity scale. Medical Education Online, 28(1), 2198117. https://doi.org/10.1080/10872981.2023.2198117

Car, J., Ong, Q. C., Erlikh Fox, T., et al. (2025). The digital health competencies in medical education framework: An international consensus statement based on a Delphi study. JAMA Network Open, 8(1), e2453131. https://doi.org/10.1001/jamanetworkopen.2024.53131

Châlon, B., & Lutaud, R. (2024). Enhancing critical thinking in medical education: A narrative review of current practices, challenges, and future perspectives in context of infodemics. La Presse Médicale Open, 5, 100047. https://doi.org/10.1016/j.lpmope.2024.100047

Dang, H., Li, S., Li, J., & Long, L. (2024). Critical thinking disposition and influencing factors among sophomore pediatric medical students. Advances in Medical Education and Practice, 15, 1005–1017. https://doi.org/10.2147/AMEP.S484157

Dewi, S. P., Wilson, A., Duvivier, R., Kelly, B., & Gilligan, C. (2023). Perceptions of medical students and their facilitators on clinical communication skills teaching, learning, and assessment. Frontiers in Public Health, 11, 1168332. https://doi.org/10.3389/fpubh.2023.1168332

Facione, N., & Facione, P. (2006). The cognitive structuring of patient delay. Social Science & Medicine, 63(12), 3137–3149.

Fonseca, M., Marvão, P., Oliveira, B., Heleno, B., Carreiro-Martins, P., Neuparth, N., & Rendas, A. (2023). The effectiveness of concept mapping as a tool for developing critical thinking in undergraduate medical education – a BEME systematic review: BEME Guide No. 81. Medical Teacher, 46(9), 1120–1133. https://doi.org/10.1080/0142159X.2023.2281248

Ge, W. L., Zhu, X. Y., Lin, J. B., et al. (2025). Critical thinking and clinical skills by problem-based learning educational methods: An umbrella systematic review. BMC Medical Education, 25, 455. https://doi.org/10.1186/s12909-025-06951-z

Gharib, A. M., Peterson, G. M., Bindoff, I. K., & Salahudeen, M. S. (2024). Exploring barriers to the effective use of computer-based simulation in pharmacy education: A mixed-methods case study. Frontiers in Medicine, 11, 1448893. https://doi.org/10.3389/fmed.2024.1448893

Grijpma, J. W., Ramdas, S., Broeksma, L., Meeter, M., Kusurkar, R. A., & de la Croix, A. (2024). Learning from the experts: Stimulating student engagement in small-group active learning. Perspectives on Medical Education, 13(1), 229–238. https://doi.org/10.5334/pme.1245

Gundler, C. M., & Allison, S. (2025). Navigating uncharted territory: A qualitative analysis of challenges and advantages experienced by early career medical educators. Medical Science Educator, 35, 403–414. https://doi.org/10.1007/s40670-024-02205-7

Hammond, L., Berg, C., Howard, B., Diug, B., & Sorinola, O. (2023). What is the role and value of facilitation in case-based learning (CBL) in undergraduate medicine: A scoping review of the literature. Education in the Health Professions, 6(3), 139–150. https://doi.org/10.4103/EHP.EHP_11_23

Ho, Y. R., Chen, B. Y., & Li, C. M. (2023). Thinking more wisely: Using the Socratic method to develop critical thinking skills amongst healthcare students. BMC Medical Education, 23, 173. https://doi.org/10.1186/s12909-023-04134-2

Kasalaei, A., Amini, M., Nabeiei, P., Bazrafkan, L., & Mousavinezhad, H. (2020). Barriers of critical thinking in medical students’ curriculum from the viewpoint of medical education experts: A qualitative study. Journal of Advances in Medical Education & Professionalism, 8(2), 72–82. https://doi.org/10.30476/jamp.2020.83053.1080

Kitto, S., Fantaye, A. W., Ghidinelli, M., Andenmatten, K., Thorley Wiedler, J., & de Boer, K. (2025). Barriers and facilitators to the cultivation of communities of practice for faculty development in medical education: A scoping review. Medical Teacher, 47(10), 1654–1668. https://doi.org/10.1080/0142159X.2025.2495628

Koh, E. Y. H., Koh, K. K., Renganathan, Y., et al. (2023). Role modelling in professional identity formation: A systematic scoping review. BMC Medical Education, 23, 194. https://doi.org/10.1186/s12909-023-04144-0

Maqsood, Z., Sajjad, M., & Yasmin, R. (2025). Effect of feedback-integrated reflection on deep learning of undergraduate medical students in a clinical setting. BMC Medical Education, 25, 66. https://doi.org/10.1186/s12909-025-06648-3

Marsilio, M., Calcaterra, V., Infante, G., et al. (2024). The digital readiness of future physicians: Nurturing the post-pandemic medical education. BMC Health Services Research, 24, 885. https://doi.org/10.1186/s12913-024-11365-6

Mehrpour, S. R., Hoseini Shavoun, A., Kheiltash, A., et al. (2023). Evaluating and comparing critical thinking skills of residents of Tehran University of Medical Sciences. BMC Medical Education, 23, 133. https://doi.org/10.1186/s12909-023-04094-7

Mengesha, A. K., Ayele, H. S., Misker, M. F., et al. (2024). Assessing the effectiveness of flipped classroom teaching–learning method among undergraduate medical students at Gondar University, College of Medicine and Health Sciences: An interventional study. BMC Medical Education, 24, 1108. https://doi.org/10.1186/s12909-024-06105-7

Mohd Noor, M. N., Cockburn, J. G., Foong, C. C., Thiam, C. N., Abdul Aziz, Y. F., Sildva, T., Lin, G. S. S., & Vadivelu, J. (2025). Developing a framework for medical student feedback literacy using a triangulated thematic analysis. Annals of Medicine, 57(1). https://doi.org/10.1080/07853890.2025.2520395

Nicola-Richmond, K., Lyons, N., Ward, N., Logan, S., & Ajjawi, R. (2024). Feedback practices in clinical placement: How students come to understand how they are progressing. Assessment & Evaluation in Higher Education, 50(2), 323–335. https://doi.org/10.1080/02602938.2024.2400349

Patel, R., Mirza, J., Van de Ridder, J. M. M., & Rajput, V. (2023). Role modeling in medical education: A twenty-first century learner’s perspective. Medical Science Educator, 33(6), 1557–1563. https://doi.org/10.1007/s40670-023-01930-9

Paul, R. (2014). Critical thinking competency standards. Foundation for Critical Thinking.

Quintero, B., Maldonado-Rengel, R., Morillo-Puente, S., & Burneo-Sánchez, E. (2025). Attitudes toward and perceptions of barriers to research among medical students in the context of an educational and motivational strategy. BMC Medical Education, 25, 635. https://doi.org/10.1186/s12909-025-07229-0

Reddi, S., & Javidi, D. (2025). A critical narrative review of medical school curricula: Teaching methods, assessment strategies, and technological integration. Cureus, 17(4), e82015. https://doi.org/10.7759/cureus.82015

Regmi, K., & Jones, L. (2020). A systematic review of the factors – enablers and barriers – affecting e-learning in health sciences education. BMC Medical Education, 20, 91. https://doi.org/10.1186/s12909-020-02007-6

Shi, X. Y., Lu, B. R., Yin, Q., et al. (2025). Whether case-based teaching combined with the flipped classroom is more valuable than traditional lecture-based teaching methods in clinical medical education: A systematic review and meta-analysis. BMC Medical Education, 25, 906. https://doi.org/10.1186/s12909-025-07465-4

Shi, L., Zhang, P., & Wang, Q. (2025). Is the flipped classroom more effective than the traditional classroom? A meta-analysis. Frontiers in Education, 9, 1485540. https://doi.org/10.3389/feduc.2024.1485540

Shrivastava, S. R. (2024). Role of curiosity in facilitating learning among medical students. Journal of Datta Meghe Institute of Medical Sciences University, 19(1), 1–2. https://doi.org/10.4103/jdmimsu.jdmimsu_68_24

Singh, V. K., Singh, S., Tiwari, M., Haq, A., Sharma, S., & Moudgil, T. (2025). Unlocking minds: Fostering critical thinking in postgraduate trainees through a foundation course – a prospective quasi-experimental study. BMC Medical Education, 25, 865. https://doi.org/10.1186/s12909-025-07355-9

Spaic, D., Bukumiric, Z., Rajovic, N., Markovic, K., Savic, M., Milin-Lazovic, J., Grubor, N., Milic, N., Stanisavljevic, D., Despotovic, A., Bokonjic, D., Vladicic Masic, J., Janicijevic, V., Masic, S., & Milic, N. (2025). The flipped classroom in medical education: Systematic review and meta-analysis. Journal of Medical Internet Research, 27, e60757.

Su, T., Chen, W., & Hu, L. (2025). The effectiveness of problem-based learning in enhancing critical thinking skills in medical education: A systematic review and meta-analysis. Frontiers in Education, 10, 1565556. https://doi.org/10.3389/feduc.2025.1565556

Sumner, B., Martin, R., Gladman, T., et al. (2025). Understanding the gap: A balanced multi-perspective approach to defining essential digital health competencies for medical graduates. BMC Medical Education, 25, 682. https://doi.org/10.1186/s12909-025-07194-8

Sutcliffe, H., O’Donnell, P., & Andrews, J. (2025). Learning from the best: How medical students construct role models in general practice during the COVID-19 pandemic and what factors influence this process: A qualitative study. MedEdPublish, 14, 278. https://doi.org/10.12688/mep.20594.2

Tariq, R., Aponte Babines, B. M., Ramirez, J., Alvarez-Icaza, I., & Naseer, F. (2025). Computational thinking in STEM education: Current state-of-the-art and future research directions. Frontiers in Computer Science, 6, 1480404.

Zainal, H., Tan, J. K., Xiaohui, X., Thumboo, J., & Yong,F. K. (2023). Clinical informatics training in medical school education curricula: A scoping review. Journal of the American Medical Informatics Association, 30(3), 604–616. https://doi.org/10.1093/jamia/ocac245

Published

20/12/2025

How to Cite

Alobud, O. (2025). Analytical reasoning in computational contexts: exploring medical students’ experiences of learning computer science skills. Revista on Line De Política E Gestão Educacional, 29(esp4), e025097. https://doi.org/10.22633/rpge.v29iesp4.20766