Utilizing people, analytics, and AI for decision making in the digitalized retail supply chain

IF 11.2 2区 管理学 Q1 MANAGEMENT
Rebekah I. Brau, Nada R. Sanders, John Aloysius, Donnie Williams
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引用次数: 0

Abstract

Our research reveals the continued and evolving role of the human factor in decision making in digitalized retail supply chains. We compare managerial roles in a pre- and post-COVID era through conducting in-depth interviews of 25 executives spanning the retail supply chain ecosystem. We use grounded theory to develop four main contributions. First, we find that the involvement of managerial judgment is found to be progressively greater moving up the retail supply chain, away from the customer and the demand signal. Second, integration of analytics and judgment is now the primary method of decision making, and we identify elements needed for success. Third, we develop an essential framework for a successful integration process. Fourth, we isolate the necessary components of a successful process for analytics/artificial intelligence (AI) implementation. Our paper offers important insights into how analytics and AI are—and should be used—in judgment and decision making and opportunities for researchers to understand the changing role of the human factor in digitalized retail supply chains.

在数字化零售供应链中利用人员、分析和人工智能进行决策
我们的研究揭示了人的因素在数字化零售供应链决策中的持续和不断演变的作用。我们通过对零售供应链生态系统中的 25 位高管进行深入访谈,比较了前 COVID 时代和后 COVID 时代的管理角色。我们运用基础理论做出了四大贡献。首先,我们发现在零售供应链的上游,远离客户和需求信号的地方,管理判断的参与程度逐渐增加。其次,分析和判断的整合现在是决策的主要方法,我们确定了成功所需的要素。第三,我们制定了成功整合流程的基本框架。第四,我们分离出成功实施分析/人工智能(AI)流程的必要组成部分。我们的论文为分析和人工智能如何--以及应该如何--用于判断和决策提供了重要见解,也为研究人员了解数字化零售供应链中人为因素不断变化的作用提供了机会。
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来源期刊
CiteScore
14.40
自引率
14.60%
发文量
34
期刊介绍: Supply chain management and logistics processes play a crucial role in the success of businesses, both in terms of operations, strategy, and finances. To gain a deep understanding of these processes, it is essential to explore academic literature such as The Journal of Business Logistics. This journal serves as a scholarly platform for sharing original ideas, research findings, and effective strategies in the field of logistics and supply chain management. By providing innovative insights and research-driven knowledge, it equips organizations with the necessary tools to navigate the ever-changing business environment.
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