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All Journal Reaktor International Journal of Renewable Energy Development METANA Sawala : Jurnal Administrasi Negara Indonesian Journal of Chemistry Jurnal Organisasi Dan Manajemen Indonesia Journal of Halal Prosiding Seminar Nasional Sains dan Teknologi Terapan Conference on Innovation and Application of Science and Technology (CIASTECH) JRA: Jurnal Riset Akuntansi Jurnal Masyarakat Merdeka (JMM) Jurnal Maksipreneur: Manajemen, Koperasi, dan Entrepreneurship JIA (Jurnal Ilmiah Agribisnis) : Jurnal Agribisnis dan Ilmu Sosial Ekonomi Pertanian ASEAN Journal of Chemical Engineering JUMANTIK: Jurnal Mahasiswa dan Peneliti Kesehatan Sains dan Matematika Jurnal Ilmu Pemerintahan, Administrasi Publik, dan Ilmu Komunikasi (JIPIKOM) Ilmu Pendidikan Journal of Economics and Business UBS Journal La Bisecoman PAEDAGOGY : Jurnal Ilmu Pendidikan dan Psikologi Educoretax COMSERVA: Jurnal Penelitian dan Pengabdian Masyarakat Buletin Sistem Informasi dan Teknologi Islam Jurnal Teknologi Lingkungan Lahan Basah Jurnal Ekonomika Dan Bisnis Journal of Accounting and Finance Management (JAFM) Jurnal Pengabdian Masyarakat Bhinneka Journal of Innovation and Research in Primary Education Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) IRA Jurnal Teknik Mesin dan Aplikasinya (IRAJTMA) Journal of Management and Administration Provision AHKAM : Jurnal Hukum Islam dan Humaniora Prosidia Widya Saintek Jurnal Pengabdian Pada Masyarakat Journal of Social Science Buletin Ilmiah Pendidikan Jurnal Profesi Insinyur Indonesia Multidisiplin Pengabdian Kepada Masyarakat (M-PKM) Waspada : Jurnal Wawasan Pengembangan Pendidikan International Journal of Renewable Energy Development Muria Jurnal Agroteknologi JITEEHA: Journal of Information Technology Applications in Education, Economy, Health and Agriculture The Indonesian Journal of Health Science Jurnal Ilmiah Kesehatan dan Kebidanan
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 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 Anisa Widia Utami Anugrah Aditya Budiarsa, Anugrah Aprilia, Dita Apriliyani, Vivi Arie Restu Wardhani Arief Rizki Fadhillah Aries Susanty Arjula, Jus Armansyah Matondang, Armansyah 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 Endah Lestari Eryati, Ristiana Fadjar, Achmad Fadjar, Ahmad Fahmi Arifan Farida Yuliani Febio Dalanta Febio Dalanta Ferry Hermawan Firdawsyi Nuzula Firman Firman Fitri Sukmawati, Fitri Gito Sugiyanto Grace, Viona H Hadiyanto Harusda, Dadhan Helga, Patricia Helmy, Arif Hidayat, Asnam Irwan Ramadhan Ritonga Ismael Saleh Istiqomah Muryaningsih Kevin Aprilio Kevin Ryo Pratama Kristy, Ellena Laeli, Sobrul Lia, Rahma Limbang Kustiawan Nuswantara Lovela, Adelia Luqman Buchori M. Fendy Kussuma Hadi Sufyan Mahanani Tri Asri Main, Aminullah Aminul Marlina Marlina Melati, Emilla merliyana, Merliyana Morin, Stefania Muhamad Arifin, Muhamad Muhammad Aswar Limi Muslimin, M. Novia, Rani Nugraha, Akhbar NURUL HIDAYAH Nurwantoro Nurwantoro Nuryaman Nuryaman Ogy Gugesby, Raden Pamungkas, Prihantoro Piontek Benedictus Brandon 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 Rahmawati, Eko Ratna Purwaningsih Rizky Ramadhan Marlamsya Rosnawaty, Rini Rusipah, Ica Rusmawan, Wedi S Suherman Sabirin, Wahyu Saepul Hayat, Usep salamah salamah Saleh, Khaerul Sari, Maria Anita Satiti, Nantiya Septiani, Venny Riska Siagian, Erol Pancamotan Siti Susanti Soenarih, Asih Sri Widodo Agung Suedy Sukoco, Rizki Anggara Sulardjaka Sulardjaka Sumardi . Surbakti, RA Sasqia Maharani Susanti, Wilda Maya Syafrudin Syafrudin Syuraini, Syuraini Taufik Wal Hidayat Taufik, Ikhwan Teguh Prasetyo Tivani, Ernia Tobing, Binto Iskandar Hasibuan Tricahyo, Vion Age Tumanggor, Raja Oloan Tuti Alawiyah Utama, Nabila Putri Vebrina Hania Cholily Wardhani, Hutami Kusuma Wiedilaksono, Ardian Wijanarko, Aji Wisuda, Nova Laili Yelta Okta Dina Yulianty, Dhea Yulita Arni Priastiwi Yuniarti, Rita