人工智能并不谨慎:对股市的态度和对人工智能顾问的偏好

IF 6.3 3区 管理学 Q1 BUSINESS
Jieun Koo
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引用次数: 0

摘要

目的金融机构积极寻求利用人工智能(AI)的能力来开展各种业务。特别是,人工智能顾问的采用对股票市场的交易和投资产生了重大影响。本文旨在测试在投资方面,人工智能顾问是否不如人类顾问更受欢迎,以及在交易方面,这种对算法的厌恶是否会减弱。设计/方法/途径通过从 Prolific 收集数据的五个实验,对变量间直接和间接关系的四个假设进行了测试。然而,在交易中,消费者对人工智能顾问的不情愿程度有所降低。作者认为,在投资和交易中,谨慎决策的重要性是消费者的心理机制。具体来说,与交易相比,投资更强调谨慎决策,这导致消费者倾向于回避人工智能顾问。此外,该研究还探讨了股市投资方式与普通人认为算法缺乏仔细斟酌能力之间的互动关系,从而为有关仔细程度的文献做出了贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AI is not careful: approach to the stock market and preference for AI advisor

Purpose

Financial institutions actively seek to leverage the capabilities of artificial intelligence (AI) across diverse operations in the field. Especially, the adoption of AI advisors has a significant impact on trading and investing in the stock market. The purpose of this paper is to test whether AI advisors are less preferred compared to human advisors for investing and whether this algorithm aversion diminishes for trading.

Design/methodology/approach

The four hypotheses regarding the direct and indirect relationships between variables are tested in five experiments that collect data from Prolific.

Findings

The results of the five experiments reveal that, for investing, consumers are less likely to use AI advisors in comparison to human advisors. However, this reluctance to AI advisors decreases for trading. The author identifies the perceived importance of careful decision-making for investing and trading as the psychological mechanism. Specifically, the greater emphasis on careful decision-making in investing, as compared to trading, leads to consumers’ tendency to avoid AI advisors.

Originality/value

This research is the first to investigate whether algorithm aversion varies based on whether one’s approach to the stock market is investing or trading. Furthermore, it contributes to the literature on carefulness by exploring the interaction between a stock market approach and the lay belief that algorithms lack the capability to deliberate carefully.

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来源期刊
CiteScore
10.70
自引率
18.90%
发文量
54
期刊介绍: International Journal of Bank Marketing (IJBM) aims to publish papers that relate to the marketing challenges of financial services providers around the globe. Preference is given to empirically-based research papers that expand on existing theories (or develop new ones) on customer behaviour in financial services settings. In addition, the journal is interested in helping academicians and practitioners in the field to better understand the discipline of financial services marketing, and as a result review papers and thought pieces are invited for submission.
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