LIMITATIONS OF THE STUDY
The study's small sample (n=15) limits depth, potentially missing nuances across strata; convenience sampling
via social media may bias toward digitally literate participants, reducing representativeness. Urban-only focus
excludes rural comparisons, where access differs (Fu et al., 2024). Selection bias from recruitment could
overrepresent engaged users; qualitative design precludes causality, unable to isolate social media's effects from
confounders. Future quantitative/mixed-methods studies could survey larger samples to test generalizability and
causal links.
REFERENCES
1. Abdulrahman, S., Alhaji, M., Balarabe, M., Emehinola, O., Kabir, Z., & Solana, D. (2025). What impact
does social media have on Nigeria’s digital creative economy? https://doi.org/10.62372/benc5382
2. Ezeaka, N. B., Umuze, N. A., Chukwuma, A. F., & Obiesili, A. C. (2025). Exploring the relationship
between social media usage and mental wellbeing of young adults in Nigeria. International Journal of
Research and Innovation in Social Science, IX(III), 4202–4210.
https://doi.org/10.47772/ijriss.2025.90300335
3. Fronczak, A., Mrowinski, M. J., & Fronczak, P. (2022). Scientific success from the perspective of the
strength of weak ties. Scientific Reports, 12(1). https://doi.org/10.1038/s41598-022-09118-8
4. Fu, H., Guan, J., Wang, R., Kong, L., & Dai, Q. (2024). How does digitalization affect the urban-rural
disparity at different disparity levels: A Bayesian Quantile Regression approach. Technology in Society,
78, 102633. https://doi.org/10.1016/j.techsoc.2024.102633
5. Gohil, J., Mohanty, R., Punia, A., Gupta, S., RenukaJyothi, S., Mehta, S., & Lyngdoh, N. N. K. (2024).
Study on the relationship between social capital, Instagram usage, and mental health among students.
Deleted Journal, 3. https://doi.org/10.56294/hl2024.415
6. Imoka, C. (2023). Digital media, popular culture and social activism amongst urban youth in Nigeria.
Critical African Studies, 15(2), 134–148. https://doi.org/10.1080/21681392.2023.2249726
7. Jemiluyi, O. O., & Jeke, L. (2024). The role of human capital development in urbanization-economic
growth nexus: A new insight on Nigeria. Sustainable Futures, 8, 100266.
https://doi.org/10.1016/j.sftr.2024.100266
8. Keuchenius, A., Törnberg, P., & Uitermark, J. (2021). Adoption and adaptation: A computational case
study of the spread of Granovetter’s weak ties hypothesis. Social Networks, 66, 10–25.
https://doi.org/10.1016/j.socnet.2021.01.001
9. Kyambade, M., & Namatovu, A. (2025). Navigating life after the Kiteezi landfill disaster in Uganda: a
study on vulnerability, resilience and quality of life. Environmental Hazards, 1–16.
https://doi.org/10.1080/17477891.2025.2470893
10. Liu, Y., Sun, Y., & Zhang, Y. (2025). Unravelling the role of circling and hierarchizing social capital in
TikTok. Industrial Management & Data Systems. https://doi.org/10.1108/imds-06-2024-0525
11. Luoma-Aho, V. (2018). On Putnam. In Routledge eBooks (pp. 194–214).
https://doi.org/10.4324/9781315271231-11
12. Mantell, J. E., Masvawure, T. B., Gonzalez-Argoti, T., Oga-Omenka, C., Radix, A. E., & Bauman, L. J.
(2025). Beyond Numbers: Opportunities and Challenges using Qualitative methods in social media
Studies of PREP Discourse. American Journal of Health Promotion, 39(4), 692–712.
https://doi.org/10.1177/08901171251332450e
13. McCashin, D., & Murphy, C. M. (2022). Using TikTok for public and youth mental health – A systematic
review and content analysis. Clinical Child Psychology and Psychiatry, 28(1), 279–306.
https://doi.org/10.1177/13591045221106608
14. Nwankwor, P. P., Odanwu, A. I., Osarosee, E. O., & Arumede, M. U. (2024). Social media
entrepreneurship and youth unemployment reduction in Nigeria. International Journal of Research and
Scientific Innovation, XI(IX), 899–914. https://doi.org/10.51244/ijrsi.2024.1109076
15. Oyedemi, T. D., & Choung, M. (2020). Digital inequality and youth unemployment. Communicatio,
46(3), 68–86. https://doi.org/10.1080/02500167.2020.1821738
16. Phua, J., Jin, S. V., & Kim, J. (2017). Uses and gratifications of social networking sites for bridging and
bonding social capital: A comparison of Facebook, Twitter, Instagram, and Snapchat. Computers in
Human Behavior, 72, 115–122. https://doi.org/10.1016/j.chb.2017.02.041