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

IF 11.2 2区 管理学 Q1 MANAGEMENT Journal of Business Logistics Pub Date : 2023-06-06 DOI:10.1111/jbl.12355
Rebekah I. Brau, Nada R. Sanders, John Aloysius, Donnie Williams
{"title":"Utilizing people, analytics, and AI for decision making in the digitalized retail supply chain","authors":"Rebekah I. Brau,&nbsp;Nada R. Sanders,&nbsp;John Aloysius,&nbsp;Donnie Williams","doi":"10.1111/jbl.12355","DOIUrl":null,"url":null,"abstract":"<p>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. <i>First</i>, 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. <i>Second</i>, integration of analytics and judgment is now the primary method of decision making, and we identify elements needed for success. <i>Third</i>, we develop an essential framework for a successful integration process. <i>Fourth</i>, 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.</p>","PeriodicalId":48090,"journal":{"name":"Journal of Business Logistics","volume":"45 1","pages":""},"PeriodicalIF":11.2000,"publicationDate":"2023-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Business Logistics","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jbl.12355","RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MANAGEMENT","Score":null,"Total":0}
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.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
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.
期刊最新文献
The Impact of Product Packaging Characteristics on Order Picking Performance in Grocery Retailing Issue Information Consumer-Centric Supply Chain Management: A Literature Review, Framework, and Research Agenda Supply Chain Plasticity: A Responsive Network Capability to Ensure Resilience Last-Mile Delivery: A Process View, Framework, and Research Agenda
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1