SISTEM PERAMALAN PENJUALAN MENGGUNAKAN METODE SINGLE EXPONENTIAL SMOOTHING BERBASIS WEB DI PT. SANGHIANG PERKASA
DOI:
https://doi.org/10.51401/jinteks.v5i3.3206Keywords:
Prediction, Single Exponential Smoothing, Web, MAPE.Abstract
Nutrition Industry, does not have a stock prediction system. So far, PT Sanghiang has relied solely on the warehouse manager's estimates to make decisions about inventory for the next period. This is a problem because stockouts often occur, and sometimes there are insufficient supplies to fulfill orders. Therefore, to avoid such issues, there is a need for a system that can help predict stock levels and make informed decisions in planning future sales strategies. The objective of this research is to develop a web-based sales forecasting system for PT Sanghiang Perkasa and implement the Single Exponential Smoothing method in the forecasting system. The results of this research indicate that the Single Exponential Smoothing method achieves the best forecasting accuracy with an alpha value of 0.2 and a MAPE (Mean Absolute Percentage Error) of 4.01%. The sales forecast for Fitbar Choco Delight 22 G Multigrain in January 2023 is 121,741. Therefore, this method is considered highly accurate as it has the lowest MAPE value.
References
A. Hendini, “Pemodelan Uml Sistem Informasi Monitoring Penjualan Dan Stok Barang (Studi Kasus: Distro Zhezha Pontianak),” Jurnal Khatulistiwa Informatika, vol. 4, 2016.
R. Hayami, Sunanto, and I. Oktaviandi, “Penerapan Metode Single Exponential Smoothing Pada Prediksi Penjualan Bed Sheet,” Jurnal CoSciTech (Computer Science and Information Technology), vol. 2, no. 1, pp. 32–39, Jun. 2021, doi: 10.37859/coscitech.v2i1.2184.
Deayu Dwi Wiranti and Dhamayanti, “Penerapan Metode Exponential Smoothing Pada Sistem Informasi Peramalan Stok Bahan Bangunan di PT. Muara Dua Palembang,” JURNAL ILMIAH INFORMATIKA GLOBAL, vol. 11, 2020.
M. Naufal, F. Hadju, and A. W. Utami, “Rancang Bangun Aplikasi Peramalan Penjualan Berbasis Website Menggunakan Metode Time Series,” JEISBI, vol. 03, 2022.
R. Zunaidhi and W. S. J Saputra dan Ni Ketut Sari, “APLIKASI PERAMALAN PENJUALAN MENGGUNAKAN METODE REGRESI LINIER,” Journal Scan, vol. 3, 2021.
N. Luh, W. Sri, R. Ginantra, I. Bagus, and G. Anandita, “Penerapan Metode Single Exponential Smoothing Dalam Peramalan Penjualan Barang,” Jurnal Sains Komputer & Informatika (J-SAKTI, vol. 3, pp. 433–441, 2019, [Online]. Available: http://tunasbangsa.ac.id/ejurnal/index.php/jsakti
H. Iskandar, Y. Fatma, and J. al Amien, “Prediksi Penjualan Laptop Menggunakan Single Exponential Smoothing Berbasis Web,” Computation Technology And its Application, vol. 1, no. 1, pp. 2746–4709, 2019.
S. Naja Anwar and Agusta, “APLIKASI FORECASTING PENJUALAN DENGAN METODE SINGLE EXPONENTIAL SMOOTHING (STUDI KASUS?: OPTIK NUSANTARA),” Proceeding SINTAK, 2019.
Ernita Silitonga and Fujiati, “PENERAPAN METODE SINGLE EXPONENTIAL SMOOTHING PADA PENENTUAN PENJUALAN KARTON JADI PADA PT. INDUSTRI PEMBUNGKUS INTERNATIONAL,” IT Journal, vol. 1, 2019.
D. M. al Hafiz, K. Amaly, J. Jonathan, and M. Teranggono Rachmatullah, “Sistem Prediksi Penyakit Jantung Menggunakan Metode Naive Bayes,” Jurnal Rekayasa Elektro Sriwijaya, vol. 2, no. 2, pp. 2716–4063, 2021, [Online]. Available: http://archive.ics.uci.edu/ml/datasets/Heart+Disease
S. Butsianto and N. T. Mayangwulan, “Penerapan Data Mining Untuk Prediksi Penjualan Mobil Menggunakan Metode K-Means Clustering,” Jurnal Nasional Komputasi dan Teknologi Informasi, vol. 3, no. 3, 2020.
R. Amalia, S. Putri, A. Alkadri, and B. C. Octariadi, “APLIKASI PERAMALAN STOK BARANG RETAIL MENGGUNAKAN METODE TREND MOMENT PADA TOKO RIZKA Informasi Artikel ABSTRACT,” Jurnal Education and Technologi, vol. 3, no. 1, 2022.
I. P. Artaya and T. Purworusmiardi, “Efektifitas Marketplace Dalam Meningkatkan Konsentrasi Pemasaran Dan Penjualan Produk Bagi Umkm Di Jawa Timur,” Ekonomi dan Bisnis, Universitas Narotama Surabaya, no. April, 2019, doi: 10.13140/RG.2.2.10157.95206.
Erwantoni and K. Siahaan, “Analisis Dan Perancangan Sistem Informasi Penjualan Dan Jasa Perbaikan Komputer Berbasis Web Pada Iptek Komputer Betara Kabupaten Tanjung Jabung Barat,” Jurnal Manajemen Sistem Informasi, vol. 2, no. 1, pp. 327–344, 2017, [Online]. Available: http://eprints.binadarma.ac.id/3416/
Madcoms, Pemrograman PHP dan MySQL untuk Pemula. Yogyakarta: ANDI, 2018. [Online]. Available: http://andipublisher.com/produk-0816006137-pemrograman-php-dan-mysql-untuk-pemula.html
B. Raharjo, Modul Pemrograman Web HTML, PHP, dan MySQL. Bandung: Modula, 2014.
Aceng Abdul Wahid, “Analisis Metode Waterfall Untuk Pengembangan Sistem Informasi,” Jurnal Ilmu-ilmu Informatika dan Manajemen STMIK, vol. 1, 2020.
T. F. Fajriyah, Ahmat Josi, “Rancang Bangun Sistem Informasi Tender Karet Desa Jungai Menggunakan Metode Waterfall,” Jurnal SISFOKOM, vol. 6, 2017.
Alim Hardiansyah, Ravie Kurnia Laday, and Muhammad Suhaeli, “The Design of Population Data Application Using Unified Modeling Language,” JOIN (Jurnal Online Informatika), vol. 3, pp. 74–79, 2018.

Published
How to Cite
Issue
Section
Copyright (c) 2023 Ervin Choirul, Asep Muhidin, Putri Anggun Sari

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