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Silviana Silviana
Department Of Chemical Engineering, Faculty Of Engineering, Diponegoro University, Jl. Prof. Soedarto SH, Tembalang, Semarang 50275, Central Java, Indonesia
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Supply Chain Optimization in the Retail Industry by Integrating Apriori Algorithms and Time Series Forecasting in Business Intelligence Putra, Gusty Nanda Kharisma; Silviana, Silviana; Riyadi, Agung; Praseptiawan, Mugi
Journal of Information Technology application in Education, Economy, Health and Agriculture Vol. 3 No. 1 (2026): Vol. 3 No. 1 (2026): February
Publisher : Lumina Infinity Academy Foundation

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Abstract

This study investigates the integration of the Apriori algorithm and time series forecasting within a Business Intelligence (BI) framework to optimize supply chain operations in the retail industry. The Apriori algorithm was utilized to identify significant purchasing patterns, enabling strategic decisions such as product bundling and cross-selling. Concurrently, time series forecasting, with an ARIMA model achieving a mean absolute percentage error (MAPE) of 8%, provided accurate demand predictions, supporting improved inventory management and resource allocation. The integration of these methods into a BI dashboard facilitated real-time monitoring and data-driven decisionmaking, leading to enhanced operational efficiency and reduced costs. While challenges such as data quality, computational resource demands, and user adaptability were observed, this research underscores the transformative potential of analytics in retail supply chain management. Future advancements in machine learning and IoT integration are recommended to further enhance system performance. Overall, this study demonstrates a pathway for retailers to achieve operational excellence and superior customer satisfaction through data-driven strategies.
Co-Authors . Widayat A Halim Abdul Karim Adi Darmawan Afriyanti, Kurnia Afriza Ni'matus Sa'adah Agung Hari Wibowo Agung Riyadi Agus Subagio Ahmad Ahmad Ahmad Alvinal Azmi Akbar, Rizali Alfajar, Difa Wahyu Alfariji, Moh Anandhari, Mailinda Utami Anang M Legowo Andri Cahyo Kumoro Andy Hardianto Anggadanta, Rullyansyah Anggraini, Delvia Putri Angraini, Dwi Ayu Anisa Widia Utami Anugrah Aditya Budiarsa, Anugrah Aprilia, Dita Apriliyani, Vivi Arie Restu Wardhani Arief Rizki Fadhillah Aries Susanty Arif, Dwi Muhammad Arjula, Jus Armansyah Matondang, Armansyah Aulia, Dwyky Hizbul Ayu Wulandari Badrus Zaman Baskara, Andika Bella Ayu Silawanda Cahyo, Agung Dwi Candra Aditya Cantika Aulia Salsabila Dadang Hermawan Destia, Sella Dewi, Ririn Sari Dharma Saputra, Dharma Diana Sari Diana, Asna Didi Dwi Anggoro Edy Purwanto Eka Wulandari Elmo, Rifaldi Endah Lestari Eryati, Ristiana Fadjar, Achmad Fadjar, Ahmad Fahmi Arifan Farida Yuliani Febio Dalanta Febio Dalanta Ferry Hermawan Firdawsyi Nuzula Firman Firman Firnanda, Irma Fitri Sukmawati, Fitri Gito Sugiyanto Grace, Viona H Hadiyanto Hakim, M Rouful Harusda, Dadhan Helga, Patricia Helmy, Arif Hidayat, Asnam Ikhtisholiyah, Ikhtisholiyah Irwan Ramadhan Ritonga Ismael Saleh Istiqomah Muryaningsih Kevin Aprilio Kevin Ryo Pratama Kristy, Ellena Laeli, Sobrul Lia, Rahma Lilik Rochmah, Lilik Rochmah Limbang Kustiawan Nuswantara Lovela, Adelia Luqman Buchori M. Fendy Kussuma Hadi Sufyan Mahanani Tri Asri Main, Aminullah Aminul Marliana, Lia Marlina Marlina Mastiah Mastiah, Mastiah Melati, Emilla merliyana, Merliyana Morin, Stefania Muhamad Arifin, Muhamad Muhammad Aswar Limi Muslimin, M. Nabilla, Salsa Nadiroh, Siti Novia, Rani Nugraha, Akhbar Nurmaliza, Zilha NURUL HIDAYAH Nurwantoro Nurwantoro Nuryaman Nuryaman Ogy Gugesby, Raden Pamungkas, Prihantoro Pancaputri, Arimbi Piontek Benedictus Brandon Prakarsah, Sandy Pramesthi, Rahajeng Diah Praseptiawan, Mugi Puji Rahayu Purbo Suwandono Purnama Putra, Purnama Putra, Gusty Nanda Kharisma Putri, Avira Maresa Rafi’i, Ahmad Rafi’i, Ahmad Rahmah Hastuti Rahmansyah, Agie Ahadian Rahmawati, Eko Ratna Purwaningsih Rizky Ramadhan Marlamsya Rosnawaty, Rini Rusipah, Ica Rusmawan, Wedi S Suherman Sabirin, Wahyu Saepul Hayat, Usep salamah salamah Saleh, Khaerul Saputra, Halent Alditya Sari, Maria Anita Satiti, Nantiya Sa’adah, Niltis Septiani, Venny Riska Siagian, Erol Pancamotan Siti Rahmawati Siti Susanti Soenarih, Asih Sri Widodo Agung Suedy Sukoco, Rizki Anggara Sulardjaka Sulardjaka Sumardi . Suprastiyo, Suprastiyo Surbakti, RA Sasqia Maharani Susanti, Wilda Maya Syafrudin Syafrudin Syuraini, Syuraini Taufik Wal Hidayat, Taufik Wal Taufik, Ikhwan Teguh Prasetyo Tivani, Ernia Tobing, Binto Iskandar Hasibuan Tricahyo, Vion Age Tumanggor, Raja Oloan Tuti Alawiyah Utama, Nabila Putri Vebrina Hania Cholily Wahyuni, Titik Wardhani, Hutami Kusuma Wiedilaksono, Ardian Wijanarko, Aji Wisuda, Nova Laili Yelta Okta Dina Yulianty, Dhea Yulita Arni Priastiwi Yuniarti, Rita