Penerapan Regresi Logistik Ordinal untuk Mengidentifikasi Faktor yang Memengaruhi Perilaku Merokok pada Remaja Usia 13 Tahun di Indonesia
DOI:
https://doi.org/10.55123/sehatmas.v5i3.8192Keywords:
Ordinal Logistic Regression, Smoking Behavior, Adolescents, Peer Influence, Cigarette PriceAbstract
Adolescent smoking remains a critical public health concern in Indonesia. The prevalence of tobacco use among individuals aged 10–18 years has continued to rise, failing to meet the national target of 5.4% set by the Medium-Term National Development Plan (RPJMN). Given that smoking behavior is inherently progressive rather than a binary phenomenon, ordinal logistic regression provides a methodologically appropriate framework for examining its determinants. This study aimed to analyze the influence of cigarette price per stick, intention to smoke within the next 12 months, and peer influence on smoking behavior among 13-year-old adolescents in Indonesia. Secondary data were obtained from the Global Youth Tobacco Survey (GYTS) Indonesia 2019, with a final analytical sample of 1,893 students aged 13 years. All three independent variables jointly exerted a significant effect on smoking status (p = 0.000). In partial analysis, cigarette price and peer influence were significant across all categories, whereas smoking intention was only significant for the "probably not" category. The model demonstrated satisfactory fit and validity, confirmed by the goodness-of-fit test (p = 0.919) and the test of parallel lines (p = 0.925). Physical environmental factors (cigarette affordability) and social environmental factors (peer influence) constitute the dominant determinants of smoking behavior among 13-year-old adolescents in Indonesia.
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Asyia, A. D. F. N., Sinurat, G. D. N., Dianto, N. I. S. A., & Apsari, N. C. (2022). Pengaruh Peer-Group Terhadap Perkembangan Self-Esteem Remaja. Jurnal Penelitian dan Pengabdian Kepada Masyarakat (JPPM), 3(3), 147–159.
Budyanra, B., & Azzahra, G. N. (2017). Penerapan regresi logistik ordinal proportional odds model pada analisis faktor-faktor yang mempengaruhi kelengkapan imunisasi dasar anak balita di Provinsi Aceh Tahun 2015. Media Statistika, 10(1), 37–47.
Dadras, O. (2024). Predictor of smoking cessation among school-going adolescents in Indonesia: a secondary analysis based on the transtheoretical model of behavioral change. Frontiers in Psychiatry, 15, 1374731.
Dartanto, T., Nasrudin, R., Hasibuan, J., & Nurhasana, R. (2018). Tingkat Prevalensi Merokok pada Anak di Indonesia: Efek Harga dan Efek Teman Sebaya. PKJS UI, 1–5.
Hidayah, N. Z., & Izzaty, R. E. (2019). Konformitas teman sebaya sebagai prediktor terhadap perilaku merokok remaja. Ecopsy, 6(2), 376–382.
Jekauce, A. (2024). Theory of planned behavior and adolescent smoking initiation. Journal of Adolescent Health Behavior, 12(3), 45–58.
Kharisma, R. S. Z. A., Sary, L., & Aryawati, W. (2024). Konformitas teman sebaya terhadap perilaku merokok mahasiswa. Perilaku dan Promosi Kesehatan: Indonesian Journal of Health Promotion and Behavior, 5(2), 6.
Melinda, G., Sitorus, N., & Amalia, N. (2024). Dampak harga rokok dan faktor sosial pada inisiasi merokok remaja di Indonesia. Center for Indonesia's Strategic Development Initiatives (CISDI). cisdi.org
Murti, C. E., Ayu, I. M., Shorayasari, S., Veronika, E., Nitami, M., & Heryana, A. (2025). Smoking Intention and Social Support toward Smoking Behavior among Male Adolescents. Jurnal Kesmas Jambi, 9(1), 32–42.
Nurlizawati, N., Harahap, E. W., Putra, D. M., Syafrini, D., & Sylvia, I. (2024). Perilaku merokok remaja: kemiskinan dan sikap permisif. Jurnal Perspektif, 7(1), 75–83.
Rahmadeni, R. (2023). Pemodelan Status Gizi Balita Menggunakan Regresi Logistik Ordinal (Studi Kasus: Puskesmas Limapuluh Di Kota Pekanbaru). Jurnal Sains Matematika dan Statistika, 9(2), 21–30.
Siahaan, J. G. L., Siregar, H. K., Siringoringo, L., & Pangaribuan, S. M. (2024). Hubungan Tingkat Pengetahuan dengan Perilaku Merokok Pada Remaja di SMAN 2 Tambun Utara. Jurnal Keperawatan Cikini, 5(2), 151–159.
Smith, A. R., Chein, J., & Steinberg, L. (2014). Peers increase adolescent risk taking even when the probabilities of negative outcomes are known. Developmental Psychology, 50(5), 1564.
Tana, U. A. A. P., Kamil, M. I., & Makhrup, A. G. (2024). Kajian Yuridis Peran Kantor Pengawasan Bea Dan Cukai Terhadap Perlindungan Konsumen Dari Peredaran Rokok Ilegal. Unizar Recht Journal (URJ), 3(1), 131–141.
Taylor, G. W., & Becker, M. P. (1998). Increased efficiency of analyses: cumulative logistic regression vs ordinary logistic regression. Community Dentistry and Oral Epidemiology, 26(1), 1–6.
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