在供应链中实施人工智能消费者体验工具

IF 5.2 3区 管理学 Q1 BUSINESS IEEE Transactions on Engineering Management Pub Date : 2025-01-03 DOI:10.1109/TEM.2024.3525412
Ming Cheng;Bin Shen;Hau-Ling Chan
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引用次数: 0

摘要

在电子市场中,消费者可以使用人工智能消费者体验工具(AI-CE)了解产品如何符合他们的偏好,这些工具已被零售商和/或供应商采用。在电子商务实践的推动下,谁提供AI-CE对供应链来说是最佳的问题仍然不清楚。我们评估了实施AI-CE对供应链的影响。供应商销售两种水平差异化的产品。一种是通过零售商销售,另一种是通过供应商自己的渠道直接销售。我们的分析结果表明,零售商和供应商的最佳AI-CE实施策略取决于消费者对使用AI-CE的隐私敏感性。为了实现供应商和零售商的双赢,零售商(供应商)应该实施AI-CE,但当消费者对隐私的敏感度低(高)时,供应商(零售商)不应该实施AI-CE。令人惊讶的是,当消费者对隐私的敏感度适中时,供应商和零售商都不应该实施AI-CE。原因是联合实施会消除比较劣势和渠道竞争的积极作用。此外,我们发现AI-CE精度的提高可能对供应商和零售商有利也可能有害。我们的研究指导了在电子商务供应链中实施AI-CE。
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Implementing Artificial Intelligence Consumer Experience Tools in Supply Chains
In the e-marketplace, consumers can know how products fit their preferences using artificial intelligence consumer experience tools (AI-CE), which have been adopted by the retailer and/or supplier. Motivated by e-commerce practices, the question of who provides AI-CE is optimal for the supply chain remains unclear. We evaluate the impacts of implementing AI-CE on the supply chain. The supplier sells two horizontally differentiated products. One is sold through the retailer, and one is sold directly on the supplier's own channel. Our analytical results show that the optimal AI-CE implementation strategy of the retailer and supplier depends on consumer sensitivity toward the privacy of using AI-CE. To realize a win–win outcome for the supplier and retailer, the retailer (supplier) should implement AI-CE, but the supplier (retailer) should not when consumer sensitivity toward privacy is low (high). Surprisingly, when consumer sensitivity toward privacy is moderate, neither the supplier nor the retailer should implement AI-CE. The reason is that joint implementation will eliminate the positive effect of comparative disadvantage and channel competition. Moreover, we find that the enhancement in the precision of AI-CE may either benefit or harm the supplier and retailer. Our study guides AI-CE implementation in e-commerce supply chains.
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来源期刊
IEEE Transactions on Engineering Management
IEEE Transactions on Engineering Management 管理科学-工程:工业
CiteScore
10.30
自引率
19.00%
发文量
604
审稿时长
5.3 months
期刊介绍: Management of technical functions such as research, development, and engineering in industry, government, university, and other settings. Emphasis is on studies carried on within an organization to help in decision making or policy formation for RD&E.
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