The Halo Effect of YouTube: Boosting Perceptions of Social Media for Medical Learning
Keywords:
Medical Education, Self-Directed Learning, YouTube, Social Media, Halo Effect, Digital LiteracyAbstract
Background
Digital platforms like YouTube and social media have evolved from supplementary aids to integral components of medical education, crucial for developing self-directed learning (SDL) skills. However, there is limited evidence on how final-year medical students—on the cusp of professional practice—use these tools and how perceptions of one platform influence another. We aimed to investigate the use of YouTube and social media among final-year medical students and their impact on academic confidence and SDL.
Methods
We conducted a mixed-methods, cross-sectional study at the University of Kerbala College of Medicine, Iraq. A validated questionnaire was administered to 120 final-year students to quantify usage patterns and perceived effectiveness of YouTube and social media. A decision-tree machine learning model was used to identify key predictors of perceived social media effectiveness. Qualitative data were gathered through three focus group discussions (n=18) to explore student experiences, which were then analyzed thematically. The study received full ethical approval.
Results
YouTube was used frequently by 85% (n=102) of students (mean 4.5 h/week) and rated as highly effective for learning by 90% (n=108). While 78% (n=94) used social media regularly, only 65% (n=78) perceived it as effective. The decision-tree model (83.3% accuracy) revealed that positive YouTube experience was the strongest predictor of perceived social media effectiveness. Qualitative analysis highlighted accessibility benefits but raised concerns about information quality and distractions.
Discussion &conclusion
YouTube has become a cornerstone of SDL for final-year medical students, and its positive perception creates a "halo effect," improving student disposition towards other digital learning tools like social media. Medical educators should leverage this phenomenon by formally integrating these platforms into curricula. The focus should be on teaching critical appraisal and information management skills, thereby transforming students' existing digital habits into a robust framework for lifelong learning in their future careers.
Keywords: Medical Education, Self-Directed Learning, YouTube, Social Media, Halo Effect, Digital Literacy
Downloads
References
Sandars, J., & Schroter, S. (2007). Web 2.0 technologies for undergraduate and postgraduate medical education: An online survey. Postgraduate Medical Journal, 83(986), 759–762. https://doi.org/10.1136/pgmj.2007.063123
Chen J, Wang Y.Social Media Use for Health Purposes: Systematic Review
J Med Internet Res 2021;23(5):e17917 doi: 10.2196/17917PMID: 33978589PMCID: 8156131Knowles, M. S. (1975). Self-directed learning: A guide for learners and teachers. Association Press.
Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory Into Practice, 41(2), 64–70. https://doi.org/10.1207/s15430421tip4102_2
Finn A, Fitzgibbon C, Fonda N, Gosling CM. Self-directed learning and the student learning experience in undergraduate clinical science programs: a scoping review. Adv Health Sci Educ Theory Pract. 2025 Jun;30(3):973-1005. doi: 10.1007/s10459-024-10383-7. Epub 2024 Oct 23. Erratum in: Adv Health Sci Educ Theory Pract. 2025 Sep;30(4):1377. doi: 10.1007/s10459-024-10389-1. PMID: 39441394; PMCID: PMC12119676.
Anil, R., Sharma, M., & Kumar, P. (2024). Perception towards self-directed learning and its application among medical undergraduates in a tertiary care teaching hospital of South India. International Journal of Medical Science and Public Health, 13(1), 137–142.
https://ijpp.com/perspectives-of-medical-undergraduate-students-toward-self-directed-learning/.
Cheston, C. C., Flickinger, T. E., & Chisolm, M. S. (2013). Social media use in medical education: A systematic review. Academic Medicine, 88(6), 893–901. https://doi.org/10.1097/ACM.0b013e31828ffc23
Hillman T, Sherbino J. Social media in medical education: a new pedagogical paradigm? Postgrad Med J. 2015 Oct;91(1080):544-5. doi: 10.1136/postgradmedj-2015-133686. Epub 2015 Sep 3. PMID: 26338982.
Sugarman, R., & Shah, S. (2025). The medical student’s case for TikTok. Teaching and Learning in Medicine, 37(2), 158–165. The medical student’s case for TikTok.
El Bcheraoui, C., & Alraee, S. (2022). Future healthcare providers and professionalism on social media: A cross-sectional study. BMC Medical Ethics, 23, Article 42. Future healthcare providers and professionalism on social media: a cross-sectional study | BMC Medical Ethics | Full Text.
Pradhan S, Das C, Panda DK, Mohanty BB. Assessing the Utilization and Effectiveness of YouTube in Anatomy Education Among Medical Students: A Survey-Based Study. Cureus. 2024 Mar 6;16(3):e55644. doi: 10.7759/cureus.55644. PMID: 38586681; PMCID: PMC10996882.
Youssef SC, Aydin A, Canning A, Khan N, Ahmed K, Dasgupta P. Learning Surgical Skills Through Video-Based Education: A Systematic Review. Surg Innov. 2023 Apr;30(2):220-238. doi: 10.1177/15533506221120146. Epub 2022 Aug 14. PMID: 35968860; PMCID: PMC10280671.
Pickering JD, Swinnerton BJ. Exploring the Dimensions of Medical Student Engagement with Technology-Enhanced Learning Resources and Assessing the Impact on Assessment Outcomes. Anat Sci Educ. 2019 Mar;12(2):117-128. doi: 10.1002/ase.1810. Epub 2018 Aug 31. PMID: 30168911.
Farsi D.Social Media and Health Care, Part I: Literature Review of Social Media Use by Health Care Providers.J Med Internet Res 2021;23(4):e23205. doi: 10.2196/23205PMID: 33664014PMCID: 8056296
Nisbet, M. C., & Scheufele, D. A. (2009). What's next for science communication? Promising directions and lingering distractions. American Journal of Botany, 96(10), 1767–1778. https://doi.org/10.3732/ajb.0900041
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
Krämer, N. C., & Winter, S. (2008). Impression management 2.0: The relationship of self-esteem, extraversion, self-efficacy, and self-presentation within social networking sites. Journal of Media Psychology, 20(3), 106-116. https://doi.org/10.1027/1864-1105.20.3.106
Findyartini, A., Greviana, N., Hanum, C. et al. “How is social media used for learning?”: relationships between social media use by medical students with their self-regulated learning skills. BMC Med Educ 24, 235 (2024). https://doi.org/10.1186/s12909-024-05222-7.
Batt, Alan; Cummins, NM (2016). E-learning on the road : Online learning and social media for continuous professional competency. CQ University. Journal contribution. https://hdl.handle.net/10018/1252886
Adebayo, T., & Singh, R. (2024). Recognizing the role of YouTube in medical education. Journal of Medical Education and Ethics, 18(2), 45–58. https://link.springer.com/article/10.1007/s44217-024-00131-9
Guraya SY. The Usage of Social Networking Sites by Medical Students for Educational Purposes: A Meta-analysis and Systematic Review. N Am J Med Sci. 2016 Jul;8(7):268-78. doi: 10.4103/1947-2714.187131. PMID: 27583234; PMCID: PMC4982355.





