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Mahjong Ways 2

Analisis Persediaan Pupuk ZA Menggunakan Metode Minimum-Maximum di PT XYZ | Reynaldy | STRING (Satuan Tulisan Riset dan Inovasi Teknologi)

Analisis Persediaan Pupuk ZA Menggunakan Metode Minimum-Maximum di PT XYZ

Faryz Reynaldy(1*), Rizki Achmad Darajatun(2), Sukanta Sukanta(3)

(1) Universitas Singaperbangsa Karawang
(2) Universitas Singaperbangsa Karawang
(3) Universitas Singaperbangsa Karawang
(*) Corresponding Author

Abstract


PT XYZ is a chemical industry company producing products such as sulfuric acid, aluminum sulfate, and ammonium sulfate fertilizer. In practice, fluctuating demand has caused inaccuracies in forecasting results, leading to company’s excessive production. Additionally, the company's minimum order quantity policy contributes to overstocking issues. Therefore, this research aims to calculate product forecasts using time series method and provide a proposed quantity for each order of product raw materials with the Minimum-Maximum Stock approach through a Minimum-Maximum Stock approach. Based on these problems, calculations were conducted using several forecasting methods, namely the Double Exponential Smoothing and Linear Regression methods to predict usage in the next period. The research employed a quantitative descriptive method by presenting calculations based on monthly product demand data for 2 years from 2022 to 2023. The results of data processing indicate that the Linear Regression method provides the most accurate forecast, with the lowest Mean Square Error (MSE). The forecast results were then used to determine product inventory. Based on the company’s service level of 90%, the research found discrepancies between the Min-Max Stock calculations and the company’s current policy, with differences of 89% for safety stock, 36% for minimum stock, and 28% for maximum stock.


Keywords


Forecast; Time Series; Inventory; Min-Max

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References


O. J. Ababil, "Penerapan Metode Regresi Linier Dalam Prediksi Penjualan Liquid Vape Di Toko Vapor Pandaan Berbasis Website," Jurnal Mahasiswa Teknik Informatika, P. 187, 2022.

A. Sudarismiati, "Analisis Peramalan Penjualan Untuk Menentukan Rencana Produksi Pada Ud Rifa’i," Jurnal Unars, P. 19, 2016.

A. R. Wardhani, "Studi Analisis Peramalan Dengan Metode Deret Berkala," Jurnal Ilmiah Widiya Teknika, P. 1, 2010.

R. Ramadania, "Peramalan Harga Beras Bulanan Di Tingkat Penggilingan Dengan Metode Weighted Moving Average," Buletin Ilmiah Math. Stat. Dan Terapannya, P. 330, 2018.

E. P. Lahu, "Analisis Pengendalian Persediaan Bahan Baku Guna Meminimalkan Biaya Persediaan Pada Dunkin Donuts Manado," Jurnal Riset Ekonomi, Manajemen, Bisnis, Dan Akuntansi, P. 4177, 2016.

A. P. Kinanthi, "Analisis Pengendalian Persediaan Bahan Baku Menggunakan Metode Min-Max (Studi Kasus Pt.Djitoe Indonesia Tobacco)," Jurnal Ilmiah Dan Teknik Industri, P. 88, 2016.

N. Oktavia, "Penentuan Level Optimum Persediaan Spare Parts Di Pt. Xyz Menggunakan Minimum Maximum Stock Level (Mmsl)," Jurnal Ilmiah Teknik Industri Dan Informasi, Pp. 42-54, 2022.

N. L. Rachmawati, "Penerapan Metode Min-Max Untuk Minimasi Stockout Dan Overstockpersediaan Bahan Baku," Jurnal Intech Teknik Industri Universitas Serang Raya, Vol. 8, No. Ppic, Pp. 143-148, 2022.

A. Salam, "Pengendalian Persediaan Bahan Baku Menggunakan Metode Min-Maxstockpada Perusahaan Konveksi Gober Indo," Jurnal Ekonomi Dan Manajemen Teknologi, Vol. 2, No. Production Contol And Logistics, Pp. 47-54, 2018.

A. Mail, "Pengendalian Persediaan Bahan Baku Menggunakan Metode Min-Max Stock Di PT. Panca Usaha Palopo Plywood," Jurnal Industrial Engineering Managemet, Vol. Vol 3 No 1, No. Supply Chain Management, Pp. 9-14, 2018.

I. A. P. Hamzah, "Pengendalian Persediaan Bahan Baku Plastik Dengan Metode Time Series Dan Pendekatan Min-Max Pada Pt The Univenus Serang," Industrial Engineering Online Journal, Vol. Vol 12 No 3, No. Supply Chain Management, Pp. 1-9, 2023.

Kurniagara, "Penerapan Metode Exponential Smoothing Dalam Memprediksi Jumlah Siswa Baru (Studi Kasus: Smk Pemda Lubuk Pakam)," Jurnal Pelita Informatika, Vol. 6, No. Supply Chain Management, Pp. 19-25, 2017.

R. Y. Irawan, "“Penerapan Metode Double Exponential Smoothing Untuk Peramalan Tingkat Indeks Pembangunan Manusia Berbasis Sistem Informasi Geografis Di Provinsi Jawa Tengah,," Tikomsin, Vol. 7, No. Supply Chain Management, Pp. 18-28, 2019.

Firmasnyah, "Aplikasi Forecasting Penjualan Bahan Bangunan Menggunakan Metode Trend Moment (Studi Kasus Di Ud. Hasil Bumi)," Jurnal Mahasiswa Teknik Informatika, Pp. 526-533, 2021.

R. V. Imbar, "Aplikasi Peramalan Stok Barang Menggunakan Metode Double Exponential Smoothing," Jurnal Sistem Informasi, Fakultas Teknologi Informasi Universitas Kristen Maranatha, Pp. 123-140, 2020.

S. P. Khan, "Analisa Perbandingan Nilai Akurasi Exponential Smoothing Dan Linier Regresion Pada Peramalan Permintaan Part Joint Brake Rod Ktmy," Jurnal Serambi, Vol. Vol. 8 No. 1, No. Supply Chain Management, P. 1 Januari, 2023.

M. I. Aditiyana, "Pengendalian Bahan Baku Utama Menggunakan Metode Min-Max Stock Pada Coffee Shop Di Yogyakarta Untuk Optimalisasi Persedian Bahan," Universitas Islam Indonesia, P. 10, 2018.




DOI: http://dx.doi.org/10.30998/string.v9i2.24934

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