Penerapan Teknik Clustering dalam Analisis Profil Rumah Tangga Miskin di Kabupaten Semarang : Upaya Penguatan Ketahanan Pangan
DOI:
https://doi.org/10.55606/sinov.v6i2.838Keywords:
Poor, Clustering, Resilience, FoodAbstract
Poverty is a multidimensional problem that is related to various aspects of human life and has a close relationship with food security. In Vicious Cycle Theory, food security and poverty are part of the reciprocal cycle. In a household, there is a possibility that poverty does not come from the aspect of food, but non-food. This study aims to analyze the profile of poor households in Semarang Regency so that it can provide a deeper insight into the characteristics of the poor in Semarang Regency. Clustering is able to help identify subgroups of the poor with certain characteristics. This study uses a hierarchical method with the Gower distance metric. This study uses data from the National Socio-Economic Survey (SUSENAS) in March 2023 which consists of 84 poor households in Semarang Regency. The results of the study show that there are 4 clusters of poor households in Semarang Regency which are named 'Non-agricultural Ruta', 'Potential Ruta', 'Ruta Agri', and 'Ruta Senior'. The development of poverty alleviation programs can be carried out by considering the characteristics of each cluster of poor households.
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Ainistikmalia, N., Kharisma, B., & Budiono, B. (2022). Analisis Kemiskinan Multidimensi dan Ketahanan Pangan Provinsi Kalimantan Utara. Jurnal Ekonomi Dan Pembangunan Indonesia, 22(1), 5.
Afira, N. & Wijayanto, A. (2019). Analisis Cluster Kemiskinan Provinsi di Indonesia Tahun 2019 dengan Metode Partitioning dan Hierarki. Komputika: Jurnal Sistem Komputer, Volume 10, Nomor 2, 101-109.
Azzasyofiaa, M. (2022). Poverty Alleviation Challenge In Disruption Era. Sosio Informa, 8(1), 63–74.
Badan Pangan Nasional. (2022). Indeks Ketahanan Pangan 2022.
Badan Perencanaan Pembangunan Nasional (BAPPENAS). (2023). Laporan Pelaksanaan Pencapaian Tujuan Pembangunan Berkelanjutan 2023. Jakarta.
Badan Pusat Statistik. (2024). Berita Resmi Statistik Kemiskinan Kabupaten Semarang Maret 2024.
Bourguignon, F., & Chakravarty, S. R. (2003). The measurement of multidimensional poverty. The Journal of Economic Inequality, 1, 25-49.
Cook JT, Frank DA. (2008). Food security, poverty, and human development in the United States. Ann N Y Acad Sci. 1136(1):193-209.
Dhahri, S., & Omri, A. (2020). Foreign capital towards SDGs 1 & 2—Ending Poverty and hunger: The role of agricultural production. Structural Change and Economic Dynamics, 53, 208-221.
Diana Syahputri, Sofia Lubis, & Bunga Anggraini. (2024). Analisis Peran Sektor Pertanian Dalam Pengurangan Kemiskinan dan Peningkatan Kesejahteraan di Negara-Negara Berkembang. Jurnal Ekonomi, Bisnis Dan Manajemen, 3(1), 93–103. https://doi.org/10.58192/ebismen.v3i1.1748
Food and Agriculture Organization (FAO). (1996). Rome declaration on world food security. World Food Summit; 1996 Nov 1317; Rome, Italy. Rome: Food and Agriculture Organization of the United Nations.
Food and Agricultural Organization (FAO). (2008). An Introduction to the Basic Concepts of Food Security.
Fraley, C., & Raftery, A. E. (1998). How many clusters? Which clustering method? Answers via model-based cluster analysis. Computer Journal, 41(8), 586–588. https://doi.org/10.1093/comjnl/41.8.578
Habib, M. A. F., & Fatkhullah, M. (2023). Identifikasi Kemiskinan dan Strategi Optimasi Sumber Penghidupan Petani Kelapa di Desa Karangrejo, Kabupaten Trenggalek. Jurnal Penelitian Dan Pengabdian Masyarakat, 12(2), 129–147.
Hidayat, F. P., Putra, R. P., Alfitrah, M. D., & Widodo, E. (2023). Implementasi Clustering K-Medoids dalam Pengelompokan Kabupaten di Provinsi Aceh Berdasarkan Faktor yang Mempengaruhi Kemiskinan. Indonesian Journal of Applied Statistics, 5(2), 121. https://doi.org/10.13057/ijas.v5i2.55080
Marthalina, M. (2018). Peran Pemerintah Daerah Dalam Mengentaskan Kemiskinan Di Kabupaten Tangerang Provinsi Banten. TRANSFORMASI: Jurnal Manajemen Pemerintahan, 1-24.
Muis, I., Agustang, A., & Adam, A. (2020). Lansia Miskin: Demografi Sosial, Distribusi Pekerjaan, Masalah Kesehatan & Perlindungan Sosial. Asian Journal of Social Sciences & Humanities, 9(September), 40–48.
Muthiah, Z., & Rosmaini, E. (2023). Analisis Cluster Hirarki dan Pemetaan Kemiskinan Provinsi Sumatera Utara Tahun 2019. IJM: Indonesian Journal of Multidisciplinary, 1(3).
Nurahadiyatika, F., Atmaka, D. R., & Imani, A. I. (2022). Peningkatan Ketahanan Pangan dan Pengentasan Status Kemiskinan dalam Konvergensi Penurunan Angka Stunting. National Nutrition Journal/Media Gizi Indonesia, 17.
Peraturan Bupati Kabupaten Semarang Nomor 76 Tahun 2023
Peraturan Bupati Kabupaten Semarang Nomor 92 Tahun 2021
Purwanti, Y. (2023). Clustering Analysis of Multidimensional Poverty in Central Java Province, Indonesia. Jurnal Inovasi Daerah, 2(2), 226–244. https://doi.org/10.56655/jid.v2i2.132
Rahim, A., Supardi, S., & Hastuti, D. R. D. (2012). Model Analisis Ekonomika Pertanian. Badan Penerbit Universitas Negeri Makassar.
Rizki, I. M., Padmadisastra, S., & Tantular, B. (2017). Pengelompokan Rumah Tangga Miskin di Kecamatan Tabir Barat Menggunakan Metode Latent Class Cluster Analysis. Jurnal Ilmiah Matematika Dan Pendidikan Matematika, 9(2), 63. https://doi.org/10.20884/1.jmp.2017.9.2.2867
Sadik, J. (2014). Profil penanggulangan kemiskinan daerah Kabupaten Sumenep. Media Trend, 9(1).
Sastrosupadi, A. S. (2020). Ketahanan Pangan Dan Beberapa Aspeknya. Buana Sains, 19(2), 47-52.
Sen, A. (1981). Poverty and Famines: An Essay on Entitlement and Deprivation. Oxford University Press. https://doi.org/10.2307/3517051
Sen, A. (1988). The standard of living. Cambridge University Press.
Syahputri, D., Lubis, S., & Anggraini, B. (2024). Analisis Peran Sektor Pertanian Dalam Pengurangan Kemiskinan dan Peningkatan Kesejahteraan di Negara-Negara Berkembang. Jurnal Ekonomi, Bisnis Dan Manajemen, 3(1), 93–103. https://doi.org/10.58192/ebismen.v3i1.1748
Wibowo, E. T. (2020). Pembangunan Ekonomi Pertanian Digital Dalam Mendukung Ketahanan Pangan (Studi di Kabupaten Sleman: Dinas Pertanian, Pangan, dan Perikanan, Daerah Istimewa Yogyakarta). Jurnal Ketahanan Nasional, 26(2), 204. https://doi.org/10.22146/jkn.57285
Widayani, W., & Harliana, H. (2020). Perbandingan Algoritma K-Means dan SFCM Pada Pengelompokkan Rumah Tangga Miskin. Jurnal Sains Dan Informatika, 6(1), 1–9. https://doi.org/10.34128/jsi.v6i1.200
Wijayanto, A., Suprapto, Y. K., & Wulandari, D. P. (2019). Clustering on Multidimensional Poverty Data using PAM and K-prototypes Algorithm : Case Study: Jambi Province 2017. Proceedings - 2019 International Seminar on Intelligent Technology and Its Application, ISITIA 2019, 210–215. https://doi.org/10.1109/ISITIA.2019.8937130
Zezza A, Tasciotti L. (2010). Urban agriculture, poverty, and food security: empirical evidence from a sample of developing countries. Food Policy. 35(4):265-273.
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