The main principles of decision support AI-based system for retail enterprises

Authors
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Date
2026Publisher
Bibliographic entry
Chen, Yongquan The main principles of decision support AI-based system for retail enterprises / Yongquan Chen ; науч. рук. E. A. Krushevski // XII Международная научно-техническая конференция, посвященная 25-летию Международного института дистанционного образования «Информационные технологии в образовании, науке и производстве» : Минск, 19-20 ноября 2025 г. / сост.: М. А. Седнина, М. Г. Карасёва, Д. О. Савчук. – Минск : БНТУ, 2026. – С. 119-122.
Abstract
Against the backdrop of global retail digitalization – characterized by omnichannel integration, volatile consumer demands, and intensifying competition – AI-based Decision Support Systems (AI-DSS) have become a critical tool for retailers to optimize operations. However, a 2024 survey by the China Retail Digitalization Alliance shows that only 38 % of Chinese retail enterprises achieve expected outcomes from AI-DSS implementation, with failures often stemming from unclear retail-specific principles, data silos, and misalignment between technology and business scenarios. To address this gap, this master’s dissertation system-atically explores the concept, theoretical foundations, application status, core design principles, and implementation strategies of retail-oriented AI-DSS, aiming to provide theoretical guidance and practical references for retail enterprises to realize data-driven intelligent decision-making.