Identification of Factors Affecting Smoking Prevalence in West Java using Spatial Modeling
Identifikasi Faktor-Faktor Yang Memengaruhi Prevalensi Merokok di Jawa Barat Menggunakan Pemodelan Spasial
DOI:
https://doi.org/10.29244/ijsa.v6i1p114-131Keywords:
smoking prevalence, spatial dependence, spatial lag modelAbstract
Smoking behavior is certainly a serious problem that needs to be resolved immediately in Indonesia. It because smoking has been shown to trigger various diseases. More than that, smoking can also causes death. Based on the results of Riskesdas in 2013 and 2018, the province with the highest smoking prevalence in Indonesia is Jawa Barat. Moreover, the prevalence of smoking in Jawa Barat also shows a stable trend and has always been above the national prevalence since 2001. If we look at the spatial distribution, the prevalence of smoking in Jawa Barat shows a grouping where close districts/cities have a similar values to each other. It indicates spatial dependencies that need to be accommodated in the modeling. Therefore, this study was conducted to determine the factors that influence the prevalence of smoking in Jawa Barat by using spatial analysis. Based on the spatial lag model, it was found that the percentage of the population graduating from high school and the percentage of the highland area had a significant effect on smoking prevalence in Jawa Barat. While the percentage of the married population, the percentage of the working population, and tobacco production had no significant effect.
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References
Anselin, L. (1988). Spatial Econometrics: Methods and Models (Vol. 4). Dordrecht: Springer Netherlands. https://doi.org/10.1007/978-94-015-7799-1
Anselin, L. (2003). Spatial Econometrics. In B. H. Baltagi (Ed.), A Companion to Theoretical Econometrics (pp. 310–330). Blackwell Publishing Ltd. https://doi.org/10.1002/9780470996249.ch15
Ayuningtyas, D., Tuinman, M., Prabandari, Y. S., & Hagedoorn, M. (2021). Smoking-Related Social Control in Indonesian Single-Smoker Couples. International Journal of Behavioral Medicine, 28(4), 455–465. https://doi.org/10.1007/s12529-020-09935-z
Caraballo, R. S., Rice, K. L., Neff, L. J., & Garrett, B. E. (2019). Social and Physical Environmental Characteristics Associated With Adult Current Cigarette Smoking. Preventing Chronic Disease, 16, 180373. https://doi.org/10.5888/pcd16.180373
Chen, Y. (2016). Spatial Autocorrelation Approaches to Testing Residuals from Least Squares Regression. PLOS ONE, 11(1), e0146865. https://doi.org/10.1371/journal.pone.0146865
Drope, J., Schluger, N., Cahn, Z., Drope, J., Hamill, S., Islami, F., Liber, A. C., Nargis, N., & Stoklosa, M. (2018). The Tobacco Atlas (6th ed.). American Cancer Society and Vital Strategies.
Fernando, P., Saptiko, & Pratiwi, S. E. (2015). Hubungan Tingkat Pendidikan, Pekerjaan dan Umur Terhadap Perilaku Merokok di Kota Pontianak Tahun 2015. Jurnal Mahasiswa PSPD FK Universitas Tanjungpura, 5(01).
Griep, R. H., Nobre, A. A., Alves, M. G. de M., da Fonseca, M. de J. M., Cardoso, L. de O., Giatti, L., Melo, E. C. P., Toivanen, S., & Chor, D. (2015). Job strain and unhealthy lifestyle: Results from the baseline cohort study, Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). BMC Public Health, 15(1), 309. https://doi.org/10.1186/s12889-015-1626-4
Juliansyah, E., & Rizal, A. (2017). Faktor Umur, Pendidikan, dan Pengetahuan dengan Perilaku Merokok di Wilayah Kerja Puskesmas Sungai Durian, Kabupaten Sintang. VISIKES: Jurnal Kesehatan Masyarakat, 17(01), 92–107.
Krishnamoorthy, Y., & Ganesh, K. (2020). Spatial pattern and determinants of tobacco use among females in India – Evidence from a nationally representative survey (NFHS-4). Nicotine Tob Res., 22(12), 2231–2237.
Kusumawardani, N., Tarigan, I., Suparmi, & Schlotheuber, A. (2018). Socio-economic, demographic and geographic correlates of cigarette smoking among Indonesian adolescents: Results from the 2013 Indonesian Basic Health Research (RISKESDAS) survey. Global Health Action, 11(sup1), 54–62. https://doi.org/10.1080/16549716.2018.1467605
Kutner, M. H. (Ed.). (2005). Applied linear statistical models (5th ed). Boston: McGraw-Hill Irwin.
Landsbergis, P. A., Schnall, P. L., Deitz, D. K., Warren, K., Pickering, T. G., & Schwartz, J. E. (1998). Job Strain and Health Behaviors: Results of a Prospective Study. American Journal of Health Promotion, 12(4), 237–245. https://doi.org/10.4278/0890-1171-12.4.237
Nyirenda, H. T., Mulenga, D., Silitongo, M., Nyirenda, H. B., & Nyirenda, T. (2019). Spatial distribution and correlates of smoking in Zambia. BMJ Open, 9(8), e030044. https://doi.org/10.1136/bmjopen-2019-030044
Santoso, R. (2016). Dilema Kebijakan Pengendalian Tembakau di Indonesia. Kajian, 21(3), 201–219.
Septiono, W., Kuipers, M. A. G., Ng, N., & Kunst, A. E. (2020). The impact of local smokeâ€free policies on smoking behaviour among adults in Indonesia: A quasiâ€experimental national study. Addiction, 115(12), 2382–2392. https://doi.org/10.1111/add.15110
Sreeramareddy, C. T., Ramakrishnareddy, N., Harsha Kumar, H., Sathian, B., & Arokiasamy, J. T. (2011). Prevalence, distribution and correlates of tobacco smoking and chewing in Nepal: A secondary data analysis of Nepal Demographic and Health Survey-2006. Substance Abuse Treatment, Prevention, and Policy, 6(1), 33. https://doi.org/10.1186/1747-597X-6-33
Sulastri, E. M., & Suhono, S. (2016). Analisis Struktur, Kinerja, dan Perilaku Industri Rokok di Indonesia Selama Periode 2003—2012. Accounthink : Journal of Accounting and Finance, 1(01). https://doi.org/10.35706/acc.v1i01.444
Timban, I., Langi, F. F. L. G., & Kaunang, W. P. J. (2018). Determinan Merokok di Indonesia Analisis Survei Demografi dan Kesehatan Indonesia Tahun 2012. Jurnal KESMAS, 7(5), 11.
Widiyaningsih, D., & Suharyanta, D. (2020). Pengaruh Sosial Budaya Dan Geografis Terhadap Perilaku Merokok Lansia Perempuan Di Dataran Tinggi Dieng. Jurnal Manajemen Kesehatan Yayasan RS. Dr. Soetomo, 6(2), 245–254.
Wilson, R. W., & Higgins, C. W. (1984). Smoking Behavior and the Tobacco Crop. Journal of School Health, 54(9), 343–346. https://doi.org/10.1111/j.1746-1561.1984.tb09746.x
