Inventory management for essential oil UMKM: enhancing business performance with data mining
Article Sidebar
Published:
Jul 30, 2023
Keywords:
Association rules, Data Mining, Essential Oil, Sales, Stock, UMKM
Section
Computer Science
Statistics Article
Article View : 192 Times
Main Article Content
Abstract
Micro, small, and medium enterprises (UMKM) play a critical role in driving economic growth and employment opportunities in Indonesia. PT Sukacita Kokoh Bersama (SKB), a company specializing in essential oil sales, exemplifies the dynamic nature of UMKM by embracing technological advancements to thrive in the competitive market. To address the challenge of optimizing inventory management, SKB implemented data mining techniques, specifically the Apriori algorithm, to uncover hidden relationships among different oil types and gain insights into consumer preferences and purchasing behavior. The study aimed to identify relevant sales patterns and predict demand for each oil type. With a threshold of 30%, several rules were generated, including "If customers purchase Lavender Oil and Lemon Oil together, there is a 53% confidence that they will also purchase Peppermint Oil". This research showcases the importance of data mining in enhancing inventory management and decision-making processes for UMKM like SKB.
Downloads
Download data is not yet available.
Article Details
How to Cite
Fabrianto, L., Prasetyo, J. H., Faizah, N. M. . and Solichatun, S. . (2023) “Inventory management for essential oil UMKM: enhancing business performance with data mining ”, Jurnal Mantik, 7(2), pp. 702-711. doi: 10.35335/mantik.v7i2.3909.
References
Alhasso, B., Ghori, M. U., & Conway, B. R. (2022). Systematic Review on the Effectiveness of Essential and Carrier Oils as Skin Penetration Enhancers in Pharmaceutical Formulations. Scientia Pharmaceutica, 90(1). https://doi.org/10.3390/scipharm90010014
EBSCOhost | 155102021 | Nanostructured lipid carriers (NLCs) composed of argan oil, the potential novel vehicle for caffeine delivery to stratum corneum and hair follicles. (n.d.). Retrieved July 2, 2023, from https://web.p.ebscohost.com/abstract?direct=true&profile=ehost&scope=site&authtype=crawler&jrnl=23223049&AN=155102021&h=MyyX9P0CA5wtstZxhvF82WRHoBiRJmrquBR%2BviIY9n2ZvPnVURRJyNzWp7ti28ZgLXRGuN%2B2zR2IdV8qoWkHTw%3D%3D&crl=c&resultNs=AdminWebAuth&resultLocal=ErrCrlNotAuth&crlhashurl=login.aspx%3Fdirect%3Dtrue%26profile%3Dehost%26scope%3Dsite%26authtype%3Dcrawler%26jrnl%3D23223049%26AN%3D155102021
Essential Oil Safety: A Guide for Health Care Professionals - Robert Tisserand, Rodney Young - Google Books. (n.d.). Retrieved July 2, 2023, from https://books.google.co.id/books?id=DbEKAQAAQBAJ&printsec=frontcover&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false
Fabrianto, L. (2022). Shopping Behavior At Certain Times And Weeks Using Data Mining Methods Analysis Of Consumer. Mantik, 6(2), 1946.
Fabrianto, L., Faizah, N. M., Prasetyo, J. H., Prakoso, B. S., & Wiharso, G. (2021). Aturan Asosiasi Antar Item Terjual pada Data Penjualan Minimarket Milik Komunitas di Hari Besar Tertentu Menggunakan Algoritma Apriori. JURNAL AKUNTANSI, EKONOMI Dan MANAJEMEN BISNIS, 9(2), 208–215. https://doi.org/10.30871/JAEMB.V9I2.3621
Fadhli, M., Ketua Dewan Editor Zulfan, Mk., Editor Pelaksana Munawir, M., Baihaqi, M., Sekretaris Yeni Yanti, M., Mitra Bestari Ir Yuwaldi Away, M., Gani, T. A., & Melinda, Me. (2018). Data Mining Penjualan Produk Dengan Metode Apriori Pada Indomaret Galang Kota. Jurnal Nasional Komputasi Dan Teknologi Informasi (JNKTI), 1(2). https://doi.org/10.32672/JNKTI.V1I2.771
Gandhmal, D. P., & Kumar, K. (2019). Systematic analysis and review of stock market prediction techniques. Computer Science Review, 34, 100190. https://doi.org/10.1016/J.COSREV.2019.08.001
Kaur, M., & Kang, S. (2016). Market Basket Analysis: Identify the Changing Trends of Market Data Using Association Rule Mining. Procedia Computer Science, 85, 78–85. https://doi.org/10.1016/J.PROCS.2016.05.180
Masrani Afrianti, N. W. (2023). PEMBERIAN TERAPI KOMPRES HANGAT DENGAN AROMA LAVENDER UNTUK MENURUNKAN NYERI PADA PASIEN POST OPERASI SECTIO CAESAREA?: EVIDENCE BASED CASE REPORT ( EBCR ). Jurnal Kesehatan Siliwangi, 3(3), 374–381.
Najib, B. A. (2020). Penerapan Data Mining Terhadap Data Penjualan Lapis Bogor Sangkuriang Dengan Metode Algoritma Apriori. Jurnal Teknik Komputer AMIK BSI, 6(1), 61. https://doi.org/10.31294/jtk.v4i2
Nosiel, N., Sriyanto, S., & Maylani, F. (2021). Perbandingan Teknik Data Mining Untuk Prediksi Penjualan Pada UMKM Gerabah. Prosiding Seminar Nasional Darmajaya, 1, 72–86.
Nurhidayanti, D., Kurniawati, I., & Artikel, S. (2022). Implementasi Algoritma Apriori Dalam Menemukan Association Rules Pada Persediaan Sparepart Motor. Innovation in Research of Informatics (INNOVATICS), 4(2), 62–67. https://jurnal.unsil.ac.id/index.php/innovatics/article/view/5300
Padma, A. P., & Mishra, A. K. (2022). Forecasting on Stock Market Time Series Data Using Data Mining Techniques. Dogo Rangsang Research Journal , 9(1), 351–358.
Pratama, R. A. R. J., Ningtiyas, A. F., Mauludin, H., Larosa, M. C., & Thaariq, K. A. (2022). Meningkatkan Potensi Desa Pagerwangi Melalui Produktivitas dengan Pengembangan UMKM sebagai Wujud Ekonomi Kreatif Desa. Jurnal Manajemen Dan Bisnis Performa, 19(2), 92–98. https://doi.org/10.29313/performa.v19i2.10703
Quispe, J. (2023). No Title????????????????????????????????????? ???????????????????????????????. ???????????????????????????????????????, 4(1), 88–100. https://doi.org/10.5281/zenodo.7922992
Rezaeinia, H., Emadzadeh, B., & Ghorani, B. (2020). Electrospun balangu (Lallemantia royleana) hydrocolloid nanofiber mat as a fast-dissolving carrier for bergamot essential oil. Food Hydrocolloids, 100, 105312. https://doi.org/10.1016/J.FOODHYD.2019.105312
Riskita A. Perkembangan UMKM Di Indonesia Dan Perannya, Seperti Apa? [Internet].
Sirclo Store. 2022 [cited 2023 Apr 8]. Available from: https://store.sirclo.com/blog/perkembangan-umkm-di-indonesia/
Santosa, T., & Budi, Y. R. (2017). Analisa Perkembangan Umkm Di Indonesia Pada Tahun 2017 - 2019. Jurnal Ekonomi Pembangunan, 1(2), 57–64.
Saputra, R., & Sibarani, A. J. P. (2020). Implementasi Data Mining Menggunakan Algoritma Apriori Untuk Meningkatkan Pola Penjualan Obat. JATISI (Jurnal Teknik Informatika Dan Sistem Informasi), 7(2), 262–276. https://doi.org/10.35957/JATISI.V7I2.195
Sasongko D. UMKM Bangkit, Ekonomi Indonesia Terungkit [Internet]. Kementerian Keuangan Republik Indonesia. 2020 [cited 2023 Apr 8]. Available from: https://www.djkn.kemenkeu.go.id/artikel/baca/13317/UMKM-Bangkit-Ekonomi-Indonesia-Terungkit.html
Sharmeen, J. B., Mahomoodally, F. M., Zengin, G., & Maggi, F. (2021). Essential oils as natural sources of fragrance compounds for cosmetics and cosmeceuticals. Molecules, 26(3). https://doi.org/10.3390/molecules26030666
Sudrajat, A. W., & Ermatita. (2021). Penerapan Metode Association Rule Mining Dalam Pengembangan Umkm Dengan Algoritma FP-Growth. Prosiding Seminar Nasional Aplikasi Sains & Teknologi (SNAST), 1(1), 147–155.
The Heart of Aromatherapy by Andrea Butje | aromatics.com – Aromatics International. (n.d.). Retrieved July 2, 2023, from https://www.aromatics.com/products/book-the-heart-of-aromatherapy
Utami, N. W., Informasi, S., & Akuntansi, S. I. (2022). 2032-Article Text-5452-1-10-20220919. 4(2), 124–133.
Wahyudi, E. N., Utomo, A. P., & Mariana, N. (2019). Pengelompokan Jenis Usaha Umkm Kota Semarang Dalam Rangka Proses Pembinaan Dan Pendampingan Untuk Pengembangan Usaha Dengan Teknik Data Mining. Dinamik, 24(1), 13–20. https://doi.org/10.35315/dinamik.v24i1.7840
Wayan Suparta, O., & Pembangunan Jaya, U. (n.d.). Metode Tabulasi dan Aplikasinya.
EBSCOhost | 155102021 | Nanostructured lipid carriers (NLCs) composed of argan oil, the potential novel vehicle for caffeine delivery to stratum corneum and hair follicles. (n.d.). Retrieved July 2, 2023, from https://web.p.ebscohost.com/abstract?direct=true&profile=ehost&scope=site&authtype=crawler&jrnl=23223049&AN=155102021&h=MyyX9P0CA5wtstZxhvF82WRHoBiRJmrquBR%2BviIY9n2ZvPnVURRJyNzWp7ti28ZgLXRGuN%2B2zR2IdV8qoWkHTw%3D%3D&crl=c&resultNs=AdminWebAuth&resultLocal=ErrCrlNotAuth&crlhashurl=login.aspx%3Fdirect%3Dtrue%26profile%3Dehost%26scope%3Dsite%26authtype%3Dcrawler%26jrnl%3D23223049%26AN%3D155102021
Essential Oil Safety: A Guide for Health Care Professionals - Robert Tisserand, Rodney Young - Google Books. (n.d.). Retrieved July 2, 2023, from https://books.google.co.id/books?id=DbEKAQAAQBAJ&printsec=frontcover&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false
Fabrianto, L. (2022). Shopping Behavior At Certain Times And Weeks Using Data Mining Methods Analysis Of Consumer. Mantik, 6(2), 1946.
Fabrianto, L., Faizah, N. M., Prasetyo, J. H., Prakoso, B. S., & Wiharso, G. (2021). Aturan Asosiasi Antar Item Terjual pada Data Penjualan Minimarket Milik Komunitas di Hari Besar Tertentu Menggunakan Algoritma Apriori. JURNAL AKUNTANSI, EKONOMI Dan MANAJEMEN BISNIS, 9(2), 208–215. https://doi.org/10.30871/JAEMB.V9I2.3621
Fadhli, M., Ketua Dewan Editor Zulfan, Mk., Editor Pelaksana Munawir, M., Baihaqi, M., Sekretaris Yeni Yanti, M., Mitra Bestari Ir Yuwaldi Away, M., Gani, T. A., & Melinda, Me. (2018). Data Mining Penjualan Produk Dengan Metode Apriori Pada Indomaret Galang Kota. Jurnal Nasional Komputasi Dan Teknologi Informasi (JNKTI), 1(2). https://doi.org/10.32672/JNKTI.V1I2.771
Gandhmal, D. P., & Kumar, K. (2019). Systematic analysis and review of stock market prediction techniques. Computer Science Review, 34, 100190. https://doi.org/10.1016/J.COSREV.2019.08.001
Kaur, M., & Kang, S. (2016). Market Basket Analysis: Identify the Changing Trends of Market Data Using Association Rule Mining. Procedia Computer Science, 85, 78–85. https://doi.org/10.1016/J.PROCS.2016.05.180
Masrani Afrianti, N. W. (2023). PEMBERIAN TERAPI KOMPRES HANGAT DENGAN AROMA LAVENDER UNTUK MENURUNKAN NYERI PADA PASIEN POST OPERASI SECTIO CAESAREA?: EVIDENCE BASED CASE REPORT ( EBCR ). Jurnal Kesehatan Siliwangi, 3(3), 374–381.
Najib, B. A. (2020). Penerapan Data Mining Terhadap Data Penjualan Lapis Bogor Sangkuriang Dengan Metode Algoritma Apriori. Jurnal Teknik Komputer AMIK BSI, 6(1), 61. https://doi.org/10.31294/jtk.v4i2
Nosiel, N., Sriyanto, S., & Maylani, F. (2021). Perbandingan Teknik Data Mining Untuk Prediksi Penjualan Pada UMKM Gerabah. Prosiding Seminar Nasional Darmajaya, 1, 72–86.
Nurhidayanti, D., Kurniawati, I., & Artikel, S. (2022). Implementasi Algoritma Apriori Dalam Menemukan Association Rules Pada Persediaan Sparepart Motor. Innovation in Research of Informatics (INNOVATICS), 4(2), 62–67. https://jurnal.unsil.ac.id/index.php/innovatics/article/view/5300
Padma, A. P., & Mishra, A. K. (2022). Forecasting on Stock Market Time Series Data Using Data Mining Techniques. Dogo Rangsang Research Journal , 9(1), 351–358.
Pratama, R. A. R. J., Ningtiyas, A. F., Mauludin, H., Larosa, M. C., & Thaariq, K. A. (2022). Meningkatkan Potensi Desa Pagerwangi Melalui Produktivitas dengan Pengembangan UMKM sebagai Wujud Ekonomi Kreatif Desa. Jurnal Manajemen Dan Bisnis Performa, 19(2), 92–98. https://doi.org/10.29313/performa.v19i2.10703
Quispe, J. (2023). No Title????????????????????????????????????? ???????????????????????????????. ???????????????????????????????????????, 4(1), 88–100. https://doi.org/10.5281/zenodo.7922992
Rezaeinia, H., Emadzadeh, B., & Ghorani, B. (2020). Electrospun balangu (Lallemantia royleana) hydrocolloid nanofiber mat as a fast-dissolving carrier for bergamot essential oil. Food Hydrocolloids, 100, 105312. https://doi.org/10.1016/J.FOODHYD.2019.105312
Riskita A. Perkembangan UMKM Di Indonesia Dan Perannya, Seperti Apa? [Internet].
Sirclo Store. 2022 [cited 2023 Apr 8]. Available from: https://store.sirclo.com/blog/perkembangan-umkm-di-indonesia/
Santosa, T., & Budi, Y. R. (2017). Analisa Perkembangan Umkm Di Indonesia Pada Tahun 2017 - 2019. Jurnal Ekonomi Pembangunan, 1(2), 57–64.
Saputra, R., & Sibarani, A. J. P. (2020). Implementasi Data Mining Menggunakan Algoritma Apriori Untuk Meningkatkan Pola Penjualan Obat. JATISI (Jurnal Teknik Informatika Dan Sistem Informasi), 7(2), 262–276. https://doi.org/10.35957/JATISI.V7I2.195
Sasongko D. UMKM Bangkit, Ekonomi Indonesia Terungkit [Internet]. Kementerian Keuangan Republik Indonesia. 2020 [cited 2023 Apr 8]. Available from: https://www.djkn.kemenkeu.go.id/artikel/baca/13317/UMKM-Bangkit-Ekonomi-Indonesia-Terungkit.html
Sharmeen, J. B., Mahomoodally, F. M., Zengin, G., & Maggi, F. (2021). Essential oils as natural sources of fragrance compounds for cosmetics and cosmeceuticals. Molecules, 26(3). https://doi.org/10.3390/molecules26030666
Sudrajat, A. W., & Ermatita. (2021). Penerapan Metode Association Rule Mining Dalam Pengembangan Umkm Dengan Algoritma FP-Growth. Prosiding Seminar Nasional Aplikasi Sains & Teknologi (SNAST), 1(1), 147–155.
The Heart of Aromatherapy by Andrea Butje | aromatics.com – Aromatics International. (n.d.). Retrieved July 2, 2023, from https://www.aromatics.com/products/book-the-heart-of-aromatherapy
Utami, N. W., Informasi, S., & Akuntansi, S. I. (2022). 2032-Article Text-5452-1-10-20220919. 4(2), 124–133.
Wahyudi, E. N., Utomo, A. P., & Mariana, N. (2019). Pengelompokan Jenis Usaha Umkm Kota Semarang Dalam Rangka Proses Pembinaan Dan Pendampingan Untuk Pengembangan Usaha Dengan Teknik Data Mining. Dinamik, 24(1), 13–20. https://doi.org/10.35315/dinamik.v24i1.7840
Wayan Suparta, O., & Pembangunan Jaya, U. (n.d.). Metode Tabulasi dan Aplikasinya.
Copyright and Licensing
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.