Forecasting Analysis of Rice Demand at SPPG and Demand Projections for the Free Nutritious Meal Program in Bandung City
Analisis Peramalan Permintaan Beras di SPPG dan Proyeksi Permintaan untuk Program Makanan Bergizi Gratis di Kota Bandung
DOI:
https://doi.org/10.31334/transparansi.v9i1.5735Keywords:
Time Series Forecasting; Rice Demand; MBG Program; ARIMA; Food Security;Abstract
The Free Nutritious Meal Program (MBG) is expected to significantly increase food demand, particularly for rice as the main staple in meal preparation. However, studies linking operational kitchen data with city-level rice demand projections remain limited. This study aims to analyze operational rice demand at Nutrition Fulfillment Service Units (SPPG) in Bandung City and to project rice demand under different program expansion scenarios. A quantitative approach was employed using time series forecasting by comparing ARIMA, Holt-Winters, and Default Forecast (Mean in Window) models. Model performance was evaluated using RMSE and MAPE indicators. The dataset consists of operational data from 26 SPPG units, including rice purchases, meal portions produced, and the frequency of rice-based menus during April 2025–January 2026. Results show that ARIMA provides the best forecasting performance (RMSE 3859.634; MAPE 15.08%). Consumption calibration indicates rice usage of approximately 0.055–0.066 kg per portion. Scenario projections suggest that MBG expansion may substantially increase rice demand, highlighting the need to integrate program planning with regional food security policies.
References
[1] Altair Engineering Inc., “ARIMA: Synopsis, Description, Differentiation, Input, Output, Parameters,” 2026. [Online]. Available: https://docs.rapidminer.com/latest/studio/operators/modeling/time_series/forecasting/arima_trainer.html
[2] A. M. Azis, M. Irjayanti, and Y. R. Murti, “Advancing traceability and sustainability through a digital information system in Indonesia’s rice supply chain,” Discover Sustainability, vol. 7, p. 184, 2026.
[3] Badan Gizi Nasional, “Program MBG sudah layani 20 juta penerima manfaat, BGN apresiasi dukungan Kadin,” 2025. [Online]. Available: https://www.bgn.go.id/news/siaran-pers/program-mbg-sudah-layani-20-juta-penerima-manfaat-bgn-apresiasi-dukungan-kadin
[4] Badan Pusat Statistik Kota Bandung, “Jumlah penduduk Kota Bandung 2017–2024,” Feb. 14, 2025. [Online]. Available: https://opendata.bandung.go.id/dataset/jumlah-penduduk-kota-bandung
[5] A. H. Bria, “Implementasi seasonal autoregressive integrated moving average dalam peramalan produksi dan konsumsi beras di Provinsi Nusa Tenggara Timur tahun 2025–2027,” JSTAR, vol. 5, no. 2, pp. 22–36, 2025.
[6] CIPS, “Kelemahan tata kelola, ujung pangkal permasalahan program MBG,” 2025. [Online]. Available: https://www.cips-indonesia.org/post/kelemahan-tata-kelola-ujung-pangkal-permasalahan-program-mbg
[7] J. W. Creswell and T. C. Guetterman, Educational Research: Planning, Conducting, and Evaluating Quantitative and Qualitative Research. Pearson, 2021.
[8] A. Damayanti, “MBG butuh pasokan beras 381,8 ribu ton,” Detik Finance, Dec. 18, 2025. [Online]. Available: https://finance.detik.com/berita-ekonomi-bisnis/d-8265708/mbg-butuh-pasokan-beras-381-8-ribu-ton
[9] Dinas Kesehatan Kota Bandung, Profil Kesehatan Kota Bandung 2024, 2024. [Online]. Available: https://dinkes.bandung.go.id/wp-content/uploads/2025/07/Profil-2024.pdf
[10] Dinas Ketahanan Pangan dan Pertanian Kota Bandung, Food Security and Vulnerability Atlas Kota Bandung 2021, 2021. [Online]. Available: https://opendata.bandung.go.id/api/static/upload/
...
[11] Kementerian Kesehatan Republik Indonesia, Survei Status Gizi Indonesia (SSGI) 2024, 2024. [Online]. Available: https://fs.stunting.go.id/index.php/s/DYgbPSkmm39WCDz
[12] D. A. Lucassen et al., “The accuracy of portion size estimation using food images and textual descriptions of portion sizes: An evaluation study,” J. Hum. Nutr. Diet., vol. 34, no. 6, pp. 945–952, 2021.
[13] M. Mohammed et al., Essentials of Supply Chain Management: Strategy, Planning, and Operations, 2025.
[14] A. T. Nurwahidah et al., Dasar-Dasar Biokimia. Kendari: CV Science Tech Group, 2024.
[15] K. Othman, N. Abdelati, and S. Al Warrad, “Applying time series analysis (Box-Jenkins) to predict the number of patients with cancer,” Alq J. Med. Appl. Sci., vol. 6, no. 2, pp. 756–765, 2023.
[16] M. P. Fathurilham and M. Z. Maulana, “Implementasi program makan bergizi gratis: Upaya pemerintah Provinsi Banten mewujudkan kesejahteraan sosial,” PESHUM, vol. 5, no. 2, pp. 3733–3742, 2026.
[17] Pemerintah Pusat Republik Indonesia, Undang-Undang Nomor 18 Tahun 2012 tentang Pangan, 2012.
[18] Pemerintah Pusat Republik Indonesia, Peraturan Menteri Kesehatan Nomor 28 Tahun 2019 tentang Angka Kecukupan Gizi, 2019.
[19] F. W. Peren, Statistics for Business and Economics, 2025.
[20] I. N. Pujawan and Mahendrawati, Supply Chain Management, 3rd ed. Yogyakarta: ANDI, 2017.
[21] Pusat Data dan Sistem Informasi Pertanian, Statistik Konsumsi Pangan 2024, 2024. [Online]. Available: https://satudata.pertanian.go.id/assets/docs/publikasi/Buku_Statistik_Konsumsi_2024.pdf
[22] F. N. Putri et al., “Peramalan harga beras Indonesia menggunakan metode ARIMA,” Intelektiva, vol. 6, no. 2, pp. 184–193, 2024.
[23] Ratnayani et al., “Nutrient intake and stunting in children aged 2–5 years in a slum area of Jakarta,” Paediatrica Indonesiana, vol. 64, no. 2, pp. 132–138, 2024.
[24] Robi, “Harga beras diprediksi terus naik hingga Juni 2026, program MBG jadi pemicu,” INANEWS, Jan. 23, 2026. [Online]. Available: https://www.inanews.co.id/
...
[25] I. Rosadi, M. Fikry, and H. A. Aidilof, “Performance evaluation of ARIMA model in forecasting rice production,” ICOMDEN, vol. 2, pp. 2–9, 2024.
[26] F. Rozi et al., “Indonesian market demand patterns for food commodity sources of carbohydrates in facing the global food crisis,” Heliyon, vol. 9, no. 6, 2023.
[27] Sajiman and Nurhamidi, “Faktor konversi mentah ke masak berbagai jenis beras lokal,” J. Riset Pangan Gizi, vol. 1, no. 1, p. 2, 2018.
[28] E. Satriawan and W. S. Nugroho, “Memenuhi ambisi, kurang presisi: Mengkaji ulang program makanan gratis Indonesia,” 2025. [Online]. Available: https://feb.ugm.ac.id/
...
[29] H. Setiadi et al., “Perancangan model sistem dinamik ketersediaan beras,” J. Logistik Bisnis, vol. 12, no. 1, pp. 56–59, 2022.
[30] D. Zafira and F. Farapti, “Konsumsi sayur dan buah pada siswa sekolah dasar,” Amerta Nutrition, vol. 4, no. 3, pp. 185–190, 2020.
[31] A. Zamahzari and Puryantoro, “Forecasting produksi padi dan konsumsi beras di Provinsi Jawa Timur,” Cemara, vol. 20, no. 1, pp. 27–38, 2023.
Downloads
Published
Issue
Section
License

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

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License
Please find the rights and licenses in Transparansi : Jurnal Ilmiah Ilmu Administrasi By submitting the article/manuscript of the article, the author(s) agree with this policy. No specific document sign-off is required.
- License
The commercial use of the article will be governed by the Creative Commons Attribution license as currently displayed on Creative Commons Attribution-ShareAlike 4.0 International License.
2. Author(s)' Warranties
The author warrants that the article is original, written by stated author(s), has not been published before, contains no unlawful statements, does not infringe the rights of others, is subject to copyright that is vested exclusively in the author and free of any third party rights, and that any necessary written permissions to quote from other sources have been obtained by the author(s).
3. User Rights
Transparansi : Jurnal Ilmiah Ilmu Administrasi spirit is to disseminate articles published are as free as possible. Under the Creative Commons license, Transparansi : Jurnal Ilmiah Ilmu Administrasi permits users to copy, distribute, display, and perform the work for non-commercial purposes only. Users will also need to attribute authors and Transparansi : Jurnal Ilmiah Ilmu Administrasi on distributing works in the journal and other media of publications.
4. Co-Authorship
If the article was jointly prepared by more than one author, any authors submitting the manuscript warrants that he/she has been authorized by all co-authors to be agreed on this copyright and license notice (agreement) on their behalf, and agrees to inform his/her co-authors of the terms of this policy. Transparansi : Jurnal Ilmiah Ilmu Administrasi will not be held liable for anything that may arise due to the author(s) internal dispute. Transparansi : Jurnal Ilmiah Ilmu Administrasi will only communicate with the corresponding author.
5. Miscellaneous
Transparansi : Jurnal Ilmiah Ilmu Administrasi will publish the article (or have it published) in the journal if the article’s editorial process is successfully completed. Transparansi : Jurnal Ilmiah Ilmu Administrasi editors may modify the article to a style of punctuation, spelling, capitalization, referencing and usage that deems appropriate. The author acknowledges that the article may be published so that it will be publicly accessible and such access will be free of charge for the readers as mentioned in point 3.
Every accepted manuscript should be accompanied by "Copyright Transfer Agreement"prior to the article publication.








