Digital Health Information Literacy and Fast-Food Consumption Among Adolescents: A Halal-Tayyib Perspective in Islamic Economics

Authors

  • Jemi Ngadiono Universitas Bina Sarana Informatika
  • M. Ismail Alif Universitas Bina Sarana Informatika
  • Galih Geraldi Primayana Universitas Bina Sarana Informatika
  • Edi Wijaya Universitas Bina Sarana Informatika
  • Muhammad Syukri International Universitas Malaysia, Department of the Faculty of Business and Communications

Keywords:

Adolescent Consumer Behavior, Digital Health Literacy, Fast-Food Consumption, Halal-Tayyib, Islamic Economics

Abstract

This study examines the relationship between digital health information literacy and fast-food consumption among adolescents and interprets the findings through the halal-tayyib perspective of Islamic economics. The empirical model does not measure halal certification, halal status, or halal literacy; therefore, halal-tayyib is used as an interpretive framework rather than as a tested latent construct. Data from 100 adolescents aged 15–19 years were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The final model retained nine indicators of digital health information literacy and six indicators of fast-food consumption. Reliability and convergent validity were satisfactory, with Cronbach's alpha values of 0.927 and 0.886, composite reliability values of 0.938 and 0.912, and AVE values of 0.630 and 0.635. Digital health information literacy was negatively associated with fast-food consumption (β = -0.319), while the model explained 10.2% of the variance in consumption (R² = 0.102; f² = 0.113). A parametric test on final PLS latent scores produced t = -3.328 and p = 0.001. From a halal-tayyib perspective, the result supports the importance of the tayyib dimension of goodness, safety, quality, and health considerations in consumer decision-making, but it does not establish that halal food is inherently healthier. The relatively small R² indicates that adolescent food consumption is also shaped by price, convenience, social influence, availability, and digital marketing. Future Islamic-economics research should directly measure halal literacy, halal certification trust, health consciousness, and halal-tayyib consumption orientation alongside digital health literacy.

References

Abror, A., Patrisia, D., & Engriani, Y. (2025). Antecedents of tourist citizenship behavior: The role of digital halal literacy and religiosity. Journal of Islamic Marketing, 16(1), 65–81. https://doi.org/10.1108/JIMA-11-2023-0376

Akbar, J., Gul, M., Jahangir, M., Adnan, M., Saud, S., Hassan, S., Nawaz, T., & Fahad, S. (2023). Global trends in halal food standards: A review. Foods, 12(23), 4200. https://doi.org/10.3390/foods12234200

Amson, A., Bagnato, M., Remedios, L., Pritchard, M., Sabir, S., Gillis, G., Pauzé, E., White, C., Vanderlee, L., Hammond, D., & Potvin Kent, M. (2025). Beyond the screen: Exploring the dynamics of social media influencers, digital food marketing, and gendered influences on adolescent diets. PLOS Digital Health, 4(2), e0000729. https://doi.org/10.1371/journal.pdig.0000729

Ares, G., Antúnez, L., Alcaire, F., Natero, V., Gugliucci, V., Machín, L., de León, C., & Otterbring, T. (2025). Associations between exposure to digital food marketing and food consumption in adolescence: A cross-sectional study in an emerging country. BMC Public Health, 25, 3158. https://doi.org/10.1186/s12889-025-24443-z

Ares, G., Antúnez, L., de León, C., Alcaire, F., Vidal, L., Natero, V., & Otterbring, T. (2022). “Even if you don’t pay attention to it, you know it’s there”: A qualitative exploration of adolescents’ experiences with digital food marketing. Appetite, 176, 106128. https://doi.org/10.1016/j.appet.2022.106128

Arifin, M. R., Raharja, B. S., & Nugroho, A. (2023). Do young Muslim choose differently? Identifying consumer behavior in halal industry. Journal of Islamic Marketing, 14(4), 1032–1057. https://doi.org/10.1108/JIMA-02-2021-0049

Aslan, H. (2023). The influence of halal awareness, halal certificate, subjective norms, perceived behavioral control, attitude and trust on purchase intention of culinary products among Muslim costumers in Turkey. International Journal of Gastronomy and Food Science, 32, 100726. https://doi.org/10.1016/j.ijgfs.2023.100726

Bagnato, M., Roy-Gagnon, M.-H., Vanderlee, L., White, C., Hammond, D., & Potvin Kent, M. (2023). The impact of fast food marketing on brand preferences and fast food intake of youth aged 10–17 across six countries. BMC Public Health, 23, 1436. https://doi.org/10.1186/s12889-023-16158-w

Bankole, E., Harris, N., Rutherford, S., & Wiseman, N. (2023). A systematic review of the adolescent-directed marketing strategies of transnational fast food companies in low- and middle-income countries. Obesity Science & Practice, 9(6), 670–680. https://doi.org/10.1002/osp4.676

Bankole, E., Harris, N., Rutherford, S., & Wiseman, N. (2024). Nigerian adolescents’ exposure to fast food marketing via Instagram. BMC Public Health, 24, 2405. https://doi.org/10.1186/s12889-024-18604-9

Bux, C., Varese, E., Amicarelli, V., & Lombardi, M. (2022). Halal food sustainability between certification and blockchain: A review. Sustainability, 14(4), 2152. https://doi.org/10.3390/su14042152

Carrasco, C., Pérez-Palacios, T., Luengo, L. M., Gómez, S., Fajardo, M., Gómez, M. de los Á., & Rodríguez, A. B. (2022). Nutritional quality and physiological effects of halal meat: A pilot study in non-Muslim consumers. Food Bioscience, 49, 101935. https://doi.org/10.1016/j.fbio.2022.101935

Dewi, C. K., Pradana, M., Huertas-García, R., Rubiyanti, N., & Syarifuddin, S. (2022). Developing halal consumer behavior and tourism studies: Recommendations for Indonesia and Spain. Frontiers in Psychology, 13, 863130. https://doi.org/10.3389/fpsyg.2022.863130

Dülger, H., & Ayaz-Alkaya, S. (2024). The effect of health literacy-grounded web-based education on nutrition and exercise behaviours in adolescents: A randomized controlled trial. International Journal of Nursing Practice, 30(5), e13253. https://doi.org/10.1111/ijn.13253

Elliott, C. D., & Truman, E. (2024). Food marketing on digital platforms: What do teens see? Public Health Nutrition, 27(1), e48. https://doi.org/10.1017/S1368980024000235

Elliott, C., Truman, E., & Black, J. E. (2023). Tracking teen food marketing: Participatory research to examine persuasive power and platforms of exposure. Appetite, 186, 106550. https://doi.org/10.1016/j.appet.2023.106550

Fauzi, M. A. (2023). Consumer purchase of halal certified product: A quantitative systematic literature review. Journal of Islamic Marketing, 14(6), 1397–1416. https://doi.org/10.1108/JIMA-09-2021-0299

Febriandika, N. R., Wijaya, V., & Hakim, L. (2023). Gen-Z Muslims’ purchase intention of halal food: Evidence from Indonesia. Innovative Marketing, 19(1), 13–25. https://doi.org/10.21511/im.19(1).2023.02

Hawkins, A., Taba, M., Caldwell, P. H. Y., Kang, M., Skinner, S. R., McCaffery, K., & Scott, K. M. (2025). Enhancing digital health literacy in adolescents: Evaluation of a co-designed educational app. BMC Public Health, 25, 3869. https://doi.org/10.1186/s12889-025-25022-y

Kucharczuk, A. J., Oliver, T. L., & Dowdell, E. B. (2022). Social media’s influence on adolescents’ food choices: A mixed studies systematic literature review. Appetite, 168, 105765. https://doi.org/10.1016/j.appet.2021.105765

LeBlanc, J., Ward, S., & LeBlanc, C. P. (2022). The association between adolescents’ food literacy, vegetable and fruit consumption, and other eating behaviors. Health Education & Behavior, 49(4), 603–612. https://doi.org/10.1177/10901981221086943

Loussaief, A., Lin, J. Y.-C., Dang, H. P., Bouslama, N., & Cheng, J. M.-S. (2024). Eating halal: A serial mediation model for the effect of religiosity on the intention to purchase halal-certified food. Asia Pacific Journal of Marketing and Logistics, 36(1), 167–184. https://doi.org/10.1108/APJML-10-2022-0868

Pradana, M., Rubiyanti, N., & Marimon, F. (2024). Measuring Indonesian young consumers’ halal purchase intention of foreign-branded food products. Humanities and Social Sciences Communications, 11, 150. https://doi.org/10.1057/s41599-023-02559-0

Ringle, C. M., Wende, S., & Becker, J.-M. (2024). SmartPLS 4. SmartPLS. https://www.smartpls.com

Stauch, L., Renninger, D., Rangnow, P., Hartmann, A., Fischer, L., Dadaczynski, K., & Okan, O. (2025). Digital health literacy of children and adolescents and its association with sociodemographic factors: Representative study findings from Germany. Journal of Medical Internet Research, 27, e69170. https://doi.org/10.2196/69170

Suhartanto, D., Dean, D., Amin, H., Sugiama, A. G., & Amalia, F. A. (2025). Fast, fresh, healthy and halal: A mobile food app recipe for Muslim millennial loyalty. Journal of Islamic Accounting and Business Research, 16(8), 1426–1439. https://doi.org/10.1108/JIABR-08-2022-0210

Taba, M., Allen, T. B., Caldwell, P. H. Y., Skinner, S. R., Kang, M., McCaffery, K., & Scott, K. M. (2022). Adolescents’ self-efficacy and digital health literacy: A cross-sectional mixed methods study. BMC Public Health, 22, 1223. https://doi.org/10.1186/s12889-022-13599-7

Tedjakusuma, A. P., Au Yong, H. N., Andajani, E., & Mohamad, Z. Z. (2023). Intention to purchase halal health supplement online: Lessons learned from the health crisis. Heliyon, 9(9), e19840. https://doi.org/10.1016/j.heliyon.2023.e19840

Usman, H., Projo, N. W. K., Chairy, C., & Haque, M. G. (2024). The role of trust and perceived risk on Muslim behavior in buying halal-certified food. Journal of Islamic Marketing, 15(7), 1902–1921. https://doi.org/10.1108/JIMA-09-2021-0303

van der Bend, D. L. M., Jakstas, T., van Kleef, E., Shrewsbury, V. A., & Bucher, T. (2022). Adolescents’ exposure to and evaluation of food promotions on social media: A multi-method approach. International Journal of Behavioral Nutrition and Physical Activity, 19, 74. https://doi.org/10.1186/s12966-022-01310-3

Wiyono, S. N., Deliana, Y., Wulandari, E., & Kamarulzaman, N. H. (2022). The embodiment of Muslim intention elements in buying halal food products: A literature review. Sustainability, 14(20), 13163. https://doi.org/10.3390/su142013163

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Published

2026-08-26