Spatial mapping and determinants of health performance in North Sumatra province

Wiwiek Rindayati, Ing Mariani Hastuti, Alla Asmara

Abstract


The province of North Sumatra has the lowest health performance in Sumatra, with disparities amongst districts /cities. This study aims to analyze the health performance factor of North Sumatra districts/cities using a Geographically Weighted Panel Regression (GWPR) model analysis in 33 districts/cities with a time series of 2012-2019. The analysis results showed that the determinants of health performance differed between districts/cities grouped into 15 groups based on influencing factors and four clusters based on the area of the development areas. The income variable has a significant positive effect on all 33 districts, the education variable has a positive effect on 19 districts, the human health resources variable has a positive effect on 12 districts, the immunization variable has a positive effect on 11 districts, the proper sanitation variable has positive on nine districts, the government spending in health sector variable has positive on five districts, and the medical facility variable has positive on one district namely Karo. Determinants in the Nias Island Area: income, government spending in the health sector, and human resources. West Coast area: income, education, and proper sanitation. East Coast Area: income, education, health, human resources, and immunization. The determinant Highland area differs between regencies/cities. To improve the performance of health development in the province, it is necessary to carry out a spatial approach based on cluster equations and influencing factors. Increased income, education, and human health resources must be prioritized in almost all district areas.

Keywords


GWPR; Health Performance; North Sumatra; Spatial Mapping

Full Text:

PDF

References


Ali, A., & Ahmad, K. (2014). The Impact of Socio-Economic Factors on Life Expectancy for Sultanate of Oman: An Empirical Analysis. Middle-East Journal of Scientific Research, 22(2), 218-224.

Anwar, A. (2018). Pendidikan, Kesehatan dan Pertumbuhan Ekonomi Regional di Indonesia: Pendekatan Model Panel Dinamis. Jurnal Ekonomi & Studi Pembangunan, 19(1), 50-60. https://doi.org/10.18196/jesp.19.1.2727

Bilas, V., Franc, S., & Bosnjak, M. (2014). Determinant factors of life expectancy at birth in the European union countries. Collegium antropologicum, 38(1), 1–9. Retrieved from https://pubmed.ncbi.nlm.nih.gov/24851591/

Bloom, D. E., Canning, D., & Sevilla, J. (2004). The Effect of Health on Economic Growth: A Production Function Approach. World Development, 32(1), 1–13. https://doi.org/10.1016/j.worlddev.2003.07.002

BPS - Statistics Indonesia. (2019). 2018 Human Development Index. Retrieved from https://www.bps.go.id/publication/2019/08/27/34432798c6ae95c6751bfbba/indeks-pembangunan-manusia-2018.html

BPS - Statistics Indonesia. (2020). Gross Regional Domestic Product of Provinces in Indonesia by Industry 2015-2019. Retrieved from https://www.bps.go.id/publication/2020/04/30/b792420b4ec3849e5ed29ea3/produk-domestik-regional-bruto-provinsiprovinsi-di-indonesia-menurut-lapangan-usaha-2015-2019.html

Bruna, F., & Yu, D. (2013). Geographically Weighted Panel Regression. XI Congreso Galego de Estatica e Investigacion de Operations. A Coruna

de Campos T. C. (2012). Health as a basic human need: would this be enough?. The Journal of law, medicine & ethics : a journal of the American Society of Law, Medicine & Ethics, 40(2), 251–267. https://doi.org/10.1111/j.1748-720X.2012.00662.x

Delavari, S., Zandian, H., Rezaei, S., Moradinazar, M., Delavari, S., Saber, A., & Fallah, R. (2016). Life Expectancy and its Socioeconomic Determinants in Iran. Electronic Physician, 8(10), 3062–3068. https://doi.org/10.19082/3062

Folland, S., Goodman, A.C., & Stano, M. (2012). The Economics of Health and Health Care: Pearson New International Edition (7th ed.). Routledge. https://doi.org/10.4324/9781315510736

Foreman, K. J., Marquez, N., Dolgert, A., Fukutaki, K., Fullman, N., McGaughey, M., Pletcher, M. A., Smith, A. E., Tang, K., Yuan, C. W., Brown, J. C., Friedman, J., He, J., Heuton, K. R., Holmberg, M., Patel, D. J., Reidy, P., Carter, A., Cercy, K., Chapin, A., … Murray, C. J. L. (2018). Forecasting life expectancy, years of life lost, and all-cause and cause-specific mortality for 250 causes of death: reference and alternative scenarios for 2016-40 for 195 countries and territories. Lancet (London, England), 392(10159), 2052–2090. https://doi.org/10.1016/S0140-6736(18)31694-5

Janis, N. (2013). BPJS Kesehatan, Supply, dan Demand Terhadap Layanan Kesehatan. Buletin Info Risiko Fiskal. Retrieved from https://fiskal.kemenkeu.go.id/kajian/2014/03/26/114749316578404-bpjs-kesehatan-supply-dan-demand-terhadap-layanan-kesehatan

Joumardi, I., Andréi, C., Nicqi, C., & Chatali, O. (2008). Health Status Determinants: Lifestyle, Environment, Health Care Resources and Efficiency. OECD Economics Department Working Papers, No. 627, OECD Publishing, Paris. https://doi.org/10.1787/240858500130

Khariza, H. A. (2015). Program Jaminan Kesehatan Nasional (Studi Deskriptif Tentang Faktor-Faktor yang dapat Mempengaruhi Keberhasilan Implementasi Program Jaminan Kesehatan Nasional di Rumah Sakit Jiwa Menur Surabaya). Thesis. Universitas Airlangga.

Kristanto, E., Daerobi, A., & Samudro, B. R. (2019). Indonesian Life Expectancy: Role of Health Infrastructure and Socio-Economic Status. Signifikan: Jurnal Ilmu Ekonomi, 8(2), 159-178. https://doi.org/10.15408/sjie.v8i1.9579

Lymperopoulou, K., & Bannister, J. (2022). The spatial reordering of poverty and crime: A study of Glasgow and Birmingham (United Kingdom), 2001/2 to 2015/16. Cities, 130, 103874. https://doi.org/10.1016/j.cities.2022.103874

Mahumud, R. A., Hossain, G., Hossain, R., Islam, N., & Rawal, L. (2013). Impact of Life Expectancy on Economics Growth and Health Care Expenditures in Bangladesh. Universal Journal of Public Health, 1(4), 180–186. https://doi.org/10.13189/ujph.2013.010405

Mukti, A. G. (2013). Pelayanan Kesehatan untuk Semua (Universal Health Coverage) Kesiapan Menghadapi Jaminan Kesehatan Nasional.

Nawawi, M. (2011). Pengaruh Motivasi dan Kompetensi Tenaga Kesehatan Terhadap Kinerja Pusat Kesehatan Masyarakat dalam Pelayanan Kesehatan di Kota Palu Sulawesi Tengah. Indonesian Journal of Dialectics, 1(2). Retrieved from https://jurnal.unpad.ac.id/ijad/article/view/2637

North Sumatra Health Office (Dinkes). (2019). Profil Kesehatan Provinsi Sumatera Utara Tahun 2018.

North Sumatra Health Office (Dinkes). (2020). Rencana Strategis (Renstra) Dinas Kesehatan Provinsi Sumatera Utara Tahun 2019-2023.

Notoadmodjo, S. (2011). Kesehatan Masyarakat Ilmu dan Seni. Jakarta: Rineka Cipta.

Paripurna, A. W., Mulatsih, S., & Firdaus, M. (2017). Strategi Peningkatan Indeks Kesehatan Melalui Alokasi Belanja Pemerintah Bidang Kesehatan di Provinsi Banten. Thesis Institut Pertanian Bogor.

Perdana, A. (2015). Microeconomics Analysis of Health Care Utilization: Evidence from Indonesia Family Life Survey. Jurnal Ekonomi & Studi Pembangunan, 16(2), 210-219. Retrieved from https://journal.umy.ac.id/index.php/esp/article/view/1223

Pongoh, F., Sumertajaya, I. M., & Aidi, M. N. (2015). Geographichal Weighted Regression and Mix Geographichal Weighted Regression. International Journal of Statistics and Applications, 5(1), 11–24.

Rahayu, N.S. (2017). Geographically Weighted Panel Regression untuk Pemodelan Persentase Penduduk Miskin di Provinsi Jawa Tengah. Thesis. Institut Teknologi Sepuluh Nopember. Surabaya.

Rahman, F., Darsono, S., & Sunarti, S. (2023). The Factors Related to Cadres’ Competency in Integrated Health Service Post during Pandemic. Mutiara Medika: Jurnal Kedokteran dan Kesehatan, 23(1), 42-48. https://doi.org/10.18196/mmjkk.v23i1.17236

Sambodo, N. (2018). The Impact of Jamkesmas on Healthcare Utilization in Eastern Regions of Indonesia: A Propensity Score Matching Method. Jurnal Ekonomi & Studi Pembangunan, 19(2), 116-133. https://doi.org/10.18196/jesp.19.2.5003

Sari, U., -, H., & Falatehan, A. F. (2019). Strategi Meningkatkan Angka Harapan Hidup (AHH) Melalui Alokasi Anggaran Kesehatan di Provinsi Jawa Barat. Jurnal Manajemen Pembangunan Daerah, 8(1). https://doi.org/10.29244/jurnal_mpd.v8i1.24657

Statistics of North Sumatra Province (BPS – North Sumatra). (2019). North Sumatra Province in Figures 2019. Retrieved from https://sumut.bps.go.id/publication/2019/08/16/2de0bed06bc3128c5e96007e/provinsi-sumatera-utara-dalam-angka-2019.html

Statistics of North Sumatra Province (BPS – North Sumatra). (2020). Human Development Index North Sumatra Province 2019. Retrieved from https://sumut.bps.go.id/pressrelease/2020/03/02/717/indeks-pembangunan-manusia--ipm--sumatera-utara-pada-tahun-2019-mencapai-71-74.html

Trisnantoro L. (2006). Memahami Penggunaan Ilmu Ekonomi Dalam Manajemen Rumah Sakit. Yogyakarta: UGM Press

Wardhana A, Siregar A. M, & Fajri, M. (2018). Indikator Kesehatan, Sosial dan Umur Harapan Hidup di Indonesia. Sukabumi: Budhi Mulia.

Yu, D. (2010). Exploring spatiotemporally varying regressed relationships: The geographically weighted panel regression analysis. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, 38, 134-139.

Zaini, M. (2013). Analisis faktor-faktor yang mempengaruhi indikator derajat kesehatan dan strategi peningkatan pelayanan kesehatan di Kabupaten Bogor. Thesis. Bogor Agricultural Institute.




DOI: https://doi.org/10.18196/jesp.v24i1.16747

Refbacks

  • There are currently no refbacks.


Copyright (c) 2023 Wiwiek Rindayati, Ing Mariani Hastuti, Alla Asmara1

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.


 

Office:
Redaksi JESP UMY, Gedung E2 Lantai 2, Fakultas Ekonomi dan Bisnis, Universitas Muhammadiyah Yogyakarta
Jalan Brawijaya, Tamantirto, Kasihan, Bantul, Daerah Istimewa Yogyakarta 55183
Telp: (0274) 387656 ext.184
Fax: (0274) 387646
Email: jesp@umy.ac.id


Jurnal Ekonomi & Studi Pembangunan (JESP) is licensed under Creative Commons Attribution-ShareAlike 4.0 International.