Strategi Pengklasifikasian dan Peramalan Untuk Mengidentifikasi Permintaan Sparepart Bearing di PT Semen Indonesia (Persero)
Keywords:
Sparepart Classification, Sparepart Procurement, Forecasting, Sparepart Demand, Sparepart PrioritizationAbstract
PT Semen Indonesia (Persero) Tbk. faces challenges in assessing the spare parts requirements of different units. The inability to prioritise procurement has led to overstocking of non-critical parts and shortages of essential parts. In addition, there are problems in fulfilling spare parts requests in a timely manner due to unpredictable demand patterns for certain items. Therefore, a systematic approach is needed to analyse spare parts demand characteristics using a combination of ABC, SDE and ADI-CV classifications and to evaluate the effectiveness of the Double Exponential Smoothing (DES) forecasting method. The classification results show that 47 spare parts items fall into the AS and AD categories, which are characterised by high investment values and long procurement lead times, making them top priorities. Demand pattern analysis revealed 42 items with lumpy patterns and irregular intervals, requiring further analysis to accurately estimate spare parts demand. The Double Exponential Smoothing (DES) forecasting method produced forecasts that closely matched actual demand. This combination of classification and forecasting methods effectively prioritises spare parts and optimises strategic decision making in spare parts procurement.
References
[1] D. I. Ramadhan and B. Santosa, “Analisis Kinerja Peramalan dan Klasifikasi Permintaan Auto Parts Berbasis Data Mining,” J. Tek. ITS, vol. 9, no. 2, 2021, doi: 10.12962/j23373539.v9i2.54168.
[2] N. L. Rachmawati and M. Lentari, “Penerapan Metode Min-Max untuk Minimasi Stockout dan Overstock Persediaan Bahan Baku,” J. INTECH Tek. Ind. Univ. Serang Raya, vol. 8, no. 2, pp. 143–148, 2022, doi: 10.30656/intech.v8i2.4735.
[3] E. Sulfajrin and D. Lantara, “Analisis Pengendalian Persediaan Spare Part Dengan Menggunakan Metode Analisis Abc Pada Pt. Antam, Tbk. Ubpn. Sultra,” J. Apl. Pengemb. Sist. Ind., vol. 1, no. 1, pp. 9–17, 2023, [Online]. Available: https://jurnal.fti.umi.ac.id/index.php/JAPSI/article/view/54/42
[4] J. Heizer and B. Render, Operations Management. Jakarta: Salemba Empat, 2005.
[5] W. S. Atmaja, A. Sofiana, and R. A. N. Al Hakim, “Pengendalian Persediaan Bahan Medis Habis Pakai Menggunakan Metode MIN-MAX Stock Dengan Klasifikasi Music-3D,” J. TRINISTIK, vol. 03, no. 1, pp. 9–14, 2024.
[6] M. A. Nasrullah, M. N. Ardiansyah, and B. Santosa, “Usulan Kebijakan Persediaan Suku Cadang Untuk Mengurangi Biaya Total Persediaan Dengan Pendekatan Metode Periodic Review (R,S,S) Dan (R,S) Di Pt.Xyz,” e-Proceeding Eng., vol. 11, no. 3, pp. 3212–3220, 2024.
[7] Imamatul Banat, Faisol, and Prengki Wirananda, “Perbandingan Metode Exponential Smoothing dalam Memprediksi Jumlah Produksi Ikan Layur di Pamekasan,” J. Teknol. dan Manaj. Ind. Terap., vol. 3, no. 2, pp. 197–207, 2024, doi: 10.55826/jtmit.v3i2.359.
[8] M. A. Kurniawan and D. A. Solichin, “Exponential Smoothing Pada Pt Mayora Indah Tbk,” J. Commun. Educ., vol. 15, no. 1, pp. 151–160, 2021.
[9] Ermayana Megawati, Jihan Pradesi, Dewi Zainul Khabibah, and Firman Ardiansyah Ekoanindiyo, “Pendekatan Metode ABC Pada Toko X untuk Pengendalian Persediaan Barang,” J. Tek. Media Pengemb. Ilmu dan Apl. Tek., vol. 20, no. 2, pp. 156–165, 2021, doi: 10.26874/jt.vol20no2.400.
[10] A. Mohammad, K. Fitriadi, A. Syakhroni, and E. Mas’idah, “Analisis Persediaan Bahan Baku Dengan Metode Analisis Always Better Control (ABC) Dan Metode Economic Order Quantity (EOQ),” J. Tek. Ind., vol. 2, no. 1, pp. 20–28, 2023.
[11] D. Guslan and I. Saputra, “Analisis Pengendalian Inventori Dengan Klasifikasi ABC dan EOQ Pada PT Nissan Motor Distributor Indonesia,” J. Logistik Bisnis, vol. 10, no. 1, p. 73, 2020, doi: 10.46369/logistik.v10i1.700.
[12] M. I. Marita and H. C. Palit, “Upaya Mengatasi Permasalahan Lead Time Pembelian di PT . X,” J. Titra, vol. 9, no. 2, pp. 295–302, 2021.
[13] A. Putra Mahardika, M. N. Ardiansyah, E. Denny, and S. Yunus, “Pengendalian Persediaan untuk Mengurangi Biaya Total Persediaan dengan Pendekatan Metode Periodic Review (R,s,S) Power Approximation pada Suku Cadang Consumable (Studi Kasus : Job Pertamina Talisman Jambi Merang),” J. Rekayasa Sist. Ind., vol. 4, no. 1, pp. 9–19, 2015.
[14] N. Hevira Putri, I. Sukarno, and A. Dewabharata, “Inventory Control Analysis of Flowline Pipe (Case Study: PT. Pertamina Hulu Rokan Field Limau),” J. Emerg. Supply Chain. Clean Energy, Process Eng., vol. 1, no. 2, pp. 97–106, 2022, doi: 10.57102/jescee.v1i2.21.
[15] D. J. Dhandio, M. A. Simanjuntak, S. Martha, and S. Supandi, “Peramalan Inflasi Kota Pontianak dengan Metode Double Exponential Smoothing,” J. Forum Anal. Stat., vol. 3, no. 2, pp. 51–66, 2023, doi: 10.57059/formasi.v3i2.59.
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