人工智能与消费者行为:从预测性人工智能到生成性人工智能

IF 10.5 1区 管理学 Q1 BUSINESS Journal of Business Research Pub Date : 2024-05-23 DOI:10.1016/j.jbusres.2024.114720
Erik Hermann , Stefano Puntoni
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引用次数: 0

摘要

自从生成式人工智能(GenAI)的代表作 ChatGPT 问世以来,GenAI 在性能方面的显著进步、模仿人类的能力以及在某些方面超越人类的能力令研究界和公众为之着迷。本文全面分析了人工智能对消费者行为的影响,重点关注过去 15 年人工智能发展的两个关键阶段。我们首先回顾了经过广泛研究但仍在不断发展的算法预测和决策领域,以及它所引起的消费者的各种积极和消极反应。随后,我们将深入探讨刚刚兴起的 GenAI 领域。在这里,我们将收敛性思维 GenAI 和发散性思维 GenAI 区分开来,前者更加针对特定领域,以完成预定任务为目标;后者则更具领域普遍性,以完成新任务为目标。对于这两个领域中的每一个,我们都确定了未来研究的关键领域。
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Artificial intelligence and consumer behavior: From predictive to generative AI

Since the introduction of ChatGPT, the leading example of Generative Artificial Intelligence (GenAI), the research community and the general public have been captivated by GenAI’s remarkable advances in performance, and its ability to both imitate and, in some respects, surpass human capabilities. This paper offers a comprehensive analysis of the impact of AI on consumer behavior, focusing on the two pivotal phases of AI development over the past 15 years. We start by reviewing the extensively researched, yet still growing, field of algorithmic predictions and decision-making, alongside the varied positive and negative consumer reactions it elicits. Subsequently, we delve into the just emerging field of GenAI. Here, we differentiate between Convergent Thinking GenAI, which is more domain-specific and geared towards pre-defined task completion, and Divergent Thinking GenAI, which is more domain-general and oriented towards new task fulfillment. For each of these realms, we identify key areas for future investigation.

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来源期刊
CiteScore
20.30
自引率
10.60%
发文量
956
期刊介绍: The Journal of Business Research aims to publish research that is rigorous, relevant, and potentially impactful. It examines a wide variety of business decision contexts, processes, and activities, developing insights that are meaningful for theory, practice, and/or society at large. The research is intended to generate meaningful debates in academia and practice, that are thought provoking and have the potential to make a difference to conceptual thinking and/or practice. The Journal is published for a broad range of stakeholders, including scholars, researchers, executives, and policy makers. It aids the application of its research to practical situations and theoretical findings to the reality of the business world as well as to society. The Journal is abstracted and indexed in several databases, including Social Sciences Citation Index, ANBAR, Current Contents, Management Contents, Management Literature in Brief, PsycINFO, Information Service, RePEc, Academic Journal Guide, ABI/Inform, INSPEC, etc.
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