Penerapan Sistem Forecasting untuk Optimasi Ketersediaan Obat pada Klinik Pertamina Menggunakan Metode Single Moving Average

Authors

  • Muhammad Rafli Pasha Handoko Universitas Islam Negeri Sumatera Utara
  • Aninda Muliani Universitas Islam Negeri Sumatera Utara

DOI:

https://doi.org/10.55123/insologi.v5i2.7703

Keywords:

Forecasting, Single Moving Average, Information System, Drug Availability, Pertamina Clinic

Abstract

Ineffective drug inventory management may result in overstock and stock shortages that disrupt healthcare services and reduce operational efficiency. This issue was identified at Klinik Pertamina, particularly in managing Lansoprazole stock, which demonstrates fluctuating demand patterns across periods. This study aims to design and implement a web-based drug forecasting system using the Single Moving Average (SMA) method to support accurate and data-driven procurement planning. The system was developed following the Waterfall model, consisting of requirement analysis, system design, implementation, testing, and maintenance. Forecasting accuracy was evaluated using Mean Absolute Deviation (MAD) and Mean Squared Error (MSE) as quantitative error indicators. Based on nine forecasting periods, the system produced a MAD value of 291 and an MSE value of 146,184. These results indicate that the SMA method with parameter N = 3 is capable of generating relatively stable predictions despite significant demand fluctuations in certain periods. The novelty of this research lies in integrating the SMA method into a web-based information system that automatically computes forecasting results and error metrics to support practical decision-making. Therefore, the proposed system contributes to improving inventory control, minimizing stock-related risks, and enhancing operational performance at Klinik Pertamina.

Downloads

Download data is not yet available.

References

Al Mudzakir, T., & Bakar, A. (2020). Desain Dan Implementasi Customer Relationship Management Berbasis Web (Studi Kasus : Toko Baju Ladya). Systematics, 2(1), 1. https://doi.org/10.35706/sys.v2i1.3444

Bekti Ma’arif, I., Mahmudi, A., & Dedy Irawan, J. (2024). Aplikasi Peramalan Penjualan Ikan Mujair Dengan Metode Double Moving Average ( Dma ). JATI (Jurnal Mahasiswa Teknik Informatika), 7(5), 3106–3115. https://doi.org/10.36040/jati.v7i5.7608

Cahyono, A. D., & Ashyar, T. K. (2020). Racang Bangun Sistem Informasi Harga Pangan Daerah Kota Pekanbaru (Studi Kasus: Badan Pusat Statistik Riau). Jurnal Ilmiah Rekayasa Dan Manajemen Sistem Informasi, 6(1), 32. https://doi.org/10.24014/rmsi.v6i1.8781

Fenilinas Adi Artanto. (2023). Perancangan Sistem Informasi Perpustakaan Negeri Pelangi Berbasis Website. SATESI: Jurnal Sains Teknologi Dan Sistem Informasi, 3(2), 59–64. https://doi.org/10.54259/satesi.v3i2.2111

Hasibuan, E., Informasi, S., Ilmu, F., Informasi, T., Gunadarma, U., Margonda, J., No, R., Cina, P., & Jawa, D. (2022). Implementasi Machine Learning untuk Prediksi Harga Mobil Bekas dengan Algoritma Regresi Linear berbasis Web. Jurnal Ilmiah Komputasi, 21(4), 595–602. https://doi.org/10.32409/jikstik.21.4.3327

Hikmatillah, V. (2022). E-CRM Berbasis Web Pada Sistem Informasi Penjualan Toko Kue. JATISI (Jurnal Teknik Informatika Dan Sistem Informasi), 9(4), 3108–3118. https://doi.org/10.35957/jatisi.v9i4.2365

Hudaningsih, N., Firda Utami, S., & Abdul Jabbar, W. A. (2020). Perbandingan Peramalan Penjualan Produk Aknil Pt.Sunthi Sepurimengguanakan Metode Single Moving Average Dan Single Exponential Smooting. Jurnal Informatika, Teknologi Dan Sains, 2(1), 15–22. https://doi.org/10.51401/jinteks.v2i1.554

Ikhwani, R., Siagian, Y., & Marpaung, N. (2022). Penerapan Metode Double Moving Average Dalam Peramalan Permintaan Produk Beras. Building of Informatics, Technology and Science (BITS), 4(1), 80–87. https://doi.org/10.47065/bits.v4i1.1499

Liyadi, K. R., Pratiwi, H., Aditya, P., & Ibnu, M. (2022). Penerapan Metode Single Moving Average Dalam Peramalan Persediaan Bahan Pangan. 4(1), 72–80.

Muqdamien, B., Umayah, U., Juhri, J., & Raraswaty, D. P. (2021). Tahap Definisi Dalam Four-D Model Pada Penelitian Research & Development (R&D) Alat Peraga Edukasi Ular Tangga Untuk Meningkatkan Pengetahuan Sains Dan Matematika Anak Usia 5-6 Tahun. Intersections, 6(1), 23–33. https://doi.org/10.47200/intersections.v6i1.589

Nurhidayanti, N., Mulyani, N., & Apridonal, Y. (2021). Penerapan Metode SMA (Single Moving Average) dalam Penggunaan Bahan Baku Kue dan Roti pada Momy’s Cake And Bread. J-Com (Journal of Computer), 1(3), 185–190. https://doi.org/10.33330/j-com.v1i3.1375

Putriani, N. K., & Kristiantari, M. G. R. (2022). Flipbook Maker-Based Teaching Materials of thematic Learning for grade II Elementary School Students. Jurnal Ilmiah Sekolah Dasar, 6(3), 476–484. https://doi.org/10.23887/jisd.v6i3.47133

Saefudin, Susandi, D., & Nafis, F. (2021). Sistem Peramalan Penjualan Paving Block Menggunakan Metode Single Moving Average. JSiI (Jurnal Sistem Informasi), 8(2), 75–81. https://doi.org/10.30656/jsii.v8i2.3727

Sari, A. P., Muharrom, M., Haromainy, A., & Purnomo, R. (2024). Implementasi Metode Rapid Application Development Pada Aplikasi Sistem Informasi Monitoring Santri Berbasis Website. 4(1), 316–325.

Setiawan, I., & Nasution, N. (2022). Peramalan Penjualan Parfum Menggunakan Metode Single Moving Average (Sma) (Studi Kasus : Im Parfum Pekanbaru). Journal of Science and Social Research, 5(2), 339. https://doi.org/10.54314/jssr.v5i2.934

Suara, A., Sanjaya, A., & Pamungkas, D. P. (2022). Implementasi Metode Double Moving Average Untuk Prediksi Produksi Sabun. Seminar Nasional Inovasi Teknologi, 224–229.

Syaputri, E. R., Samsudin, S., & Ikhwan, A. (2022). Implementasi Metode Geofence Pada Aplikasi Reminder Berbasis Android. Journal of Information System Research (JOSH), 3(3), 252–261. https://doi.org/10.47065/josh.v3i3.1411

Syuryadi, S., & Nurani, N. (2023). Sistem Informasi Monitoring Komoditas Harga Pangan Berbasis Web Dab Android. Jurnal It, 13(3), 77–81. https://doi.org/10.37639/jti.v13i3.339

Tabrani, M., Priyandaru, H., & -, S. (2021). Application of the Rapid Application Development Method To the Baznas Zakat Receipt Information System in Karawang. Jurnal Teknologi Dan Open Source, 4(1), 78–84. https://doi.org/10.36378/jtos.v4i1.1365

Wahid Abdul, A. (2020). Analisis Metode Waterfall Untuk Pengembangan Sistem Informasi. Jurnal Ilmu-Ilmu Informatika Dan Manajemen STMIK, November, 1–5.

Downloads

Published

2026-04-15

How to Cite

Muhammad Rafli Pasha Handoko, & Aninda Muliani. (2026). Penerapan Sistem Forecasting untuk Optimasi Ketersediaan Obat pada Klinik Pertamina Menggunakan Metode Single Moving Average . INSOLOGI: Jurnal Sains Dan Teknologi, 5(2), 567–581. https://doi.org/10.55123/insologi.v5i2.7703

Issue

Section

Articles