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Abstrak
PT. Rakha Medika is a healthcare company with a network of clinics spread across various branches in the city of Palembang. In stock management, the company faces significant challenges related to both overstocking and stock shortages, which impact operational efficiency. These issues arise because inventory orders are made without proper planning. This study aims to optimize stock management by applying the Single Exponential Smoothing forecasting method to analyze usage patterns. The data used includes inventory records spanning a one-year period (April 2023 to April 2024), comprising a total of 4,033 entries. The forecasting results indicate that an alpha value of 0.99 is the most optimal, achieving a forecasting accuracy of MAPE at 14%, MAD at 4, and MSE at 97. These results suggest that the forecasting method performs reasonably well, as the MAPE score does not exceed 20%. However, a comparison between the forecasting results and the actual values reveals a deviation of 38.24% from the total inventory. This deviation is influenced by the characteristics of the data and unavoidable external factors.
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Referensi
- Ahmar, A. S., Meliyana, S. M., Botto-Tobar, M., & Hidayat, R. (2024). The Comparison of Single and Double Exponential Smoothing Models in Predicting Passenger Car Registrations in Canada. Daengku: Journal of Humanities and Social Sciences Innovation, 4(2), 367–371. https://doi.org/10.35877/454ri.daengku2639
- Aji, B. G., Sondawa, D. C. A., Anindika, F. A., & Januarita, D. (2022). Analisis Peramalan Obat Menggunakan Metode Simple Moving Average, Weighted Moving Average, Dan Exponential Smoothing. JURIKOM (Jurnal Riset Komputer), 9(4), 959. https://doi.org/10.30865/jurikom.v9i4.4454
- Anisah, & Hadita. (2024). Penerapan Metode Forecasting Dalam Menentukan Persediaan Kopi Susu Pada Usaha Mikro Kecil Menengah Dalam Hal Ini Sir Coffeehouse Bekasi. Journal of Management and Creative Business, 2(1), 97–107. https://doi.org/10.30640/jmcbus.v2i1.2070
- Atthifa, H. R., Supriyanto, & Afandi, A. (2023). Application Of The K-Means Method For Clustering Best Selling Products In Ice Cream Sales. Journal (Technology Acceptance Model) TAM Journal, 14(1), 114–119.
- Audinasyah, C. S., & Solehudin. (2024). Sistem Forecasting Perencanaan Produksi dengan Metode Single Exponential Smoothing Pada Home Industry Tempe Putera Sejahtera. Jurnal EMT KITA, 8(3), 845–853. https://doi.org/10.35870/emt.v8i3.2589
- Chairunisa, A. Z. A., Asep, E. N., & Winarno. (2023). Klasifikasi Persediaan pada Gudang Bahan Kemasan XYZ dengan Metode FSN Analysis (Fast, Slow, Non-Moving) Berdasarkan Turn Over Ratio (TOR). Go-Integratif : Jurnal Teknik Sistem Dan Industri, 04(02), 76–87. https://doi.org/10.35261/gijtsi.v4i02.8906
- Fadilah, D. N., Wahyudin, W., & Nugraha, B. (2023). Optimasi Pengelompokkan Barang dengan Metode FSN Analysis Berdasarkan Turn Over Ratio (TOR) di Departemen RR pada PT XYZ. Angkasa: Jurnal Ilmiah Bidang Teknologi, 15(2), 231. https://doi.org/10.28989/angkasa.v15i2.1856
- Gasperz, V. (2015). Production Planning and Inventory Control. Gramedia Pustaka Utama.
- Heizer, Jay., Render, Barry., & Munson, Chuck. (2020). Operations management : sustainability and supply chain management. Pearson.
- Heriansyah, E., & Hasibuan, S. (2018). Implementasi Metode Peramalan Pada Permintaan Bracket Side Stand K59A. PASTI, 12(2), 209–223.
- Larasati Amalia, E., Wibowo, W., & Sandhya Elya, D. (2019). Forecasting the Number of Admission of New Students of State Polytechnic Using Exponential Single Smoothing Methods. International Journal Of Science, Engineering, And Information Technology, 03, 2.
- Lawrence, M., & Rombe, M. (2018). The Impact Of Effective Forecasting On Business Growth, A Case Of Business In Juba Market. International Journal of Economics, Business and Management Research, 2(01). www.ijebmr.com
- Müller, A. C., & Guido, S. (2017). Introduction to Machine Learning with Python.
- Multimedia, T. (2024, May 15). Sumatera Selatan Memasuki Musim Pancaroba, Waspada Bencana Hidrometereologi. BMKG Stasiun Meteorologi Sultan Mahmud Badaruddin II Palembang. https://cuacasumsel.com/2024/05/15/sumatera-selatan-memasuki-musim-pancaroba-waspada-bencana-hidrometeorologi/. Diakses : 8 Desember 2024.
- Nugraha, J. A. M. (2019). Drug Inventory Grouping using Clustering Data Mining. Indonesian Journal of Information Systems (IJIS), 2(1).
- Nugus, S. (2009). Smoothing Techniques. Financial Planning Using Excel, 47–58. https://doi.org/10.1016/B978-1-85617-551-7.00004-5
- Nuryani, E., Rudianto, Budiman, R., & Lazuwardi, E. (2022). Peramalan Persediaan Obat Menggunakan Metode Single Exponential Smoothing. JSiI (Jurnal Sistem Informasi), 9(2), 186–192. https://doi.org/10.30656/jsii.v9i2.4486
- Saabith, A. L. S., Vinothraj, T., & Fareez, M. (2020). Popular Python Libraries And Their Application Domains. International Journal of Advance Engineering and Research Development, 7(11). https://www.researchgate.net/publication/349828209
- Sabarina, A. M., Rustamaji, H. C., & Himawan, H. (2021). Prediction Of Drug Sales Using Methods Forecasting Double Exponential Smoothing (Case Study : Hospital Pharmacy of Condong Catur). Jurnal Informatika Dan Teknologi Informasi, 18(1), 106–117. https://doi.org/10.31515/telematika.v18i1.4586
- Santoso, A. B., Rumetna, M. S., & Isnaningtyas, K. (2021). Penerapan Metode Single Exponential Smoothing Untuk Analisa Peramalan Penjualan. Jurnal Media Informatika Budidarma, 5(2), 756. https://doi.org/10.30865/mib.v5i2.2951
- Sari, P. P., Hidayat, A. T., & Wijaya, H. O. L. (2023). Prediksi Penjualan Obat Menggunakan Metode Forecasting Exponential Smooting Models (Kasus pada Apotek Simpang F). BRAHMANA: Jurnal Penerapan Kecerdasan Buatan, 4(2), 129–137.
- Suratun, Syaripudin, A., & Eosina, P. (2017). Sistem Pengendalian Persediaan Part Warranty Dengan Menggunakan Metode Peramalan Exponential Smoothing (Studi Kasus Di PT Indomobil Trada Nasional). Krea-TIF: Jurnal Teknik Informatika, 5(1).
- Syakura, A., Hendaryani, O., & Ramadhan, R. (2016). Analisis Penggunaan Peramalan dalam Meminimalkan Biaya Simpan Produk Linzhi Plus pada CV. HN. Performa: Media Ilmiah Teknik Industri, 15(2), 93–104.
- Tampi, A. M., Matuankotta, F., & Fredriksz, G. (2023). Ramalan Produksi Kursi Sofa Pada Mebel Erlan Hative Besar Di Kota Ambon. Jurnal Administrasi Terapan, 2(1).
- Vebrianti, A., Nasir, M., Jemakmun, J., & Andri, A. (2023). Peramalan Kebutuhan Obat Menggunakan Metode Single Exponential Smoothing. Journal of Information System Research (JOSH), 5(1), 281–292. https://doi.org/10.47065/josh.v5i1.4381
Referensi
Ahmar, A. S., Meliyana, S. M., Botto-Tobar, M., & Hidayat, R. (2024). The Comparison of Single and Double Exponential Smoothing Models in Predicting Passenger Car Registrations in Canada. Daengku: Journal of Humanities and Social Sciences Innovation, 4(2), 367–371. https://doi.org/10.35877/454ri.daengku2639
Aji, B. G., Sondawa, D. C. A., Anindika, F. A., & Januarita, D. (2022). Analisis Peramalan Obat Menggunakan Metode Simple Moving Average, Weighted Moving Average, Dan Exponential Smoothing. JURIKOM (Jurnal Riset Komputer), 9(4), 959. https://doi.org/10.30865/jurikom.v9i4.4454
Anisah, & Hadita. (2024). Penerapan Metode Forecasting Dalam Menentukan Persediaan Kopi Susu Pada Usaha Mikro Kecil Menengah Dalam Hal Ini Sir Coffeehouse Bekasi. Journal of Management and Creative Business, 2(1), 97–107. https://doi.org/10.30640/jmcbus.v2i1.2070
Atthifa, H. R., Supriyanto, & Afandi, A. (2023). Application Of The K-Means Method For Clustering Best Selling Products In Ice Cream Sales. Journal (Technology Acceptance Model) TAM Journal, 14(1), 114–119.
Audinasyah, C. S., & Solehudin. (2024). Sistem Forecasting Perencanaan Produksi dengan Metode Single Exponential Smoothing Pada Home Industry Tempe Putera Sejahtera. Jurnal EMT KITA, 8(3), 845–853. https://doi.org/10.35870/emt.v8i3.2589
Chairunisa, A. Z. A., Asep, E. N., & Winarno. (2023). Klasifikasi Persediaan pada Gudang Bahan Kemasan XYZ dengan Metode FSN Analysis (Fast, Slow, Non-Moving) Berdasarkan Turn Over Ratio (TOR). Go-Integratif : Jurnal Teknik Sistem Dan Industri, 04(02), 76–87. https://doi.org/10.35261/gijtsi.v4i02.8906
Fadilah, D. N., Wahyudin, W., & Nugraha, B. (2023). Optimasi Pengelompokkan Barang dengan Metode FSN Analysis Berdasarkan Turn Over Ratio (TOR) di Departemen RR pada PT XYZ. Angkasa: Jurnal Ilmiah Bidang Teknologi, 15(2), 231. https://doi.org/10.28989/angkasa.v15i2.1856
Gasperz, V. (2015). Production Planning and Inventory Control. Gramedia Pustaka Utama.
Heizer, Jay., Render, Barry., & Munson, Chuck. (2020). Operations management : sustainability and supply chain management. Pearson.
Heriansyah, E., & Hasibuan, S. (2018). Implementasi Metode Peramalan Pada Permintaan Bracket Side Stand K59A. PASTI, 12(2), 209–223.
Larasati Amalia, E., Wibowo, W., & Sandhya Elya, D. (2019). Forecasting the Number of Admission of New Students of State Polytechnic Using Exponential Single Smoothing Methods. International Journal Of Science, Engineering, And Information Technology, 03, 2.
Lawrence, M., & Rombe, M. (2018). The Impact Of Effective Forecasting On Business Growth, A Case Of Business In Juba Market. International Journal of Economics, Business and Management Research, 2(01). www.ijebmr.com
Müller, A. C., & Guido, S. (2017). Introduction to Machine Learning with Python.
Multimedia, T. (2024, May 15). Sumatera Selatan Memasuki Musim Pancaroba, Waspada Bencana Hidrometereologi. BMKG Stasiun Meteorologi Sultan Mahmud Badaruddin II Palembang. https://cuacasumsel.com/2024/05/15/sumatera-selatan-memasuki-musim-pancaroba-waspada-bencana-hidrometeorologi/. Diakses : 8 Desember 2024.
Nugraha, J. A. M. (2019). Drug Inventory Grouping using Clustering Data Mining. Indonesian Journal of Information Systems (IJIS), 2(1).
Nugus, S. (2009). Smoothing Techniques. Financial Planning Using Excel, 47–58. https://doi.org/10.1016/B978-1-85617-551-7.00004-5
Nuryani, E., Rudianto, Budiman, R., & Lazuwardi, E. (2022). Peramalan Persediaan Obat Menggunakan Metode Single Exponential Smoothing. JSiI (Jurnal Sistem Informasi), 9(2), 186–192. https://doi.org/10.30656/jsii.v9i2.4486
Saabith, A. L. S., Vinothraj, T., & Fareez, M. (2020). Popular Python Libraries And Their Application Domains. International Journal of Advance Engineering and Research Development, 7(11). https://www.researchgate.net/publication/349828209
Sabarina, A. M., Rustamaji, H. C., & Himawan, H. (2021). Prediction Of Drug Sales Using Methods Forecasting Double Exponential Smoothing (Case Study : Hospital Pharmacy of Condong Catur). Jurnal Informatika Dan Teknologi Informasi, 18(1), 106–117. https://doi.org/10.31515/telematika.v18i1.4586
Santoso, A. B., Rumetna, M. S., & Isnaningtyas, K. (2021). Penerapan Metode Single Exponential Smoothing Untuk Analisa Peramalan Penjualan. Jurnal Media Informatika Budidarma, 5(2), 756. https://doi.org/10.30865/mib.v5i2.2951
Sari, P. P., Hidayat, A. T., & Wijaya, H. O. L. (2023). Prediksi Penjualan Obat Menggunakan Metode Forecasting Exponential Smooting Models (Kasus pada Apotek Simpang F). BRAHMANA: Jurnal Penerapan Kecerdasan Buatan, 4(2), 129–137.
Suratun, Syaripudin, A., & Eosina, P. (2017). Sistem Pengendalian Persediaan Part Warranty Dengan Menggunakan Metode Peramalan Exponential Smoothing (Studi Kasus Di PT Indomobil Trada Nasional). Krea-TIF: Jurnal Teknik Informatika, 5(1).
Syakura, A., Hendaryani, O., & Ramadhan, R. (2016). Analisis Penggunaan Peramalan dalam Meminimalkan Biaya Simpan Produk Linzhi Plus pada CV. HN. Performa: Media Ilmiah Teknik Industri, 15(2), 93–104.
Tampi, A. M., Matuankotta, F., & Fredriksz, G. (2023). Ramalan Produksi Kursi Sofa Pada Mebel Erlan Hative Besar Di Kota Ambon. Jurnal Administrasi Terapan, 2(1).
Vebrianti, A., Nasir, M., Jemakmun, J., & Andri, A. (2023). Peramalan Kebutuhan Obat Menggunakan Metode Single Exponential Smoothing. Journal of Information System Research (JOSH), 5(1), 281–292. https://doi.org/10.47065/josh.v5i1.4381