The mediating effect of user satisfaction and the moderated mediating effect of AI anxiety on the relationship between perceived usefulness and subscription payment intention

IF 13.1 1区 管理学 Q1 BUSINESS Journal of Retailing and Consumer Services Pub Date : 2025-05-01 Epub Date: 2024-12-13 DOI:10.1016/j.jretconser.2024.104176
Yang Liu, Younggeun Park, Huizhong Wang
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Abstract

Generative AI applications like ChatGPT from OpenAI help users reach new levels of productivity. ChatGPT has gained countless new users signing up and sharing use cases online since its release. The paid version, GPT 4.0, was also recognized by some subscribers. However, there is a dearth of theoretical understanding regarding the generative AI subscription intentions of users. This study endeavors to explore the influence of ChatGPT users' perceived usefulness on both satisfaction and their intention to pay for a subscription, as well as the moderated mediating effect of artificial intelligence anxiety on the process of user decision-making. To achieve this goal, 274 samples were collected and validated for reliability analysis, validity analysis, regression analysis, and moderated mediation analysis by AMOS 28 and SPSS 27. The findings of this research demonstrate that perceived usefulness influences user satisfaction positively and further affects subscription payment intention. Furthermore, user satisfaction serves as a partial mediator in the connection between perceived usefulness and subscription payment intention. By employing moderated mediation analysis, this paper discovers that AI anxiety amplifies the aforementioned associations, which is counterintuitive yet intriguing. Overall, this study adds to the knowledge of generative AI users’ subscription payment intention and provides valuable insights for designing and popularizing generative AI tools.
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用户满意度的中介作用和人工智能焦虑对感知有用性与订阅付费意愿关系的调节作用
OpenAI的ChatGPT等生成式人工智能应用程序帮助用户达到新的生产力水平。自发布以来,ChatGPT已经获得了无数新用户注册并在线分享用例。付费版本GPT 4.0也得到了一些订阅者的认可。然而,关于用户的生成式人工智能订阅意图缺乏理论理解。本研究旨在探讨ChatGPT用户感知有用性对用户满意度和付费订阅意愿的影响,以及人工智能焦虑对用户决策过程的调节中介作用。为了实现这一目标,我们收集了274个样本,并通过AMOS 28和SPSS 27进行了信度分析、效度分析、回归分析和有调节的中介分析。本研究发现,感知有用性正向影响用户满意度,进而影响订阅付费意愿。此外,用户满意度在感知有用性与订阅付费意愿之间起部分中介作用。通过采用有调节的中介分析,本文发现人工智能焦虑放大了上述关联,这是反直觉的,但耐人寻味。总体而言,本研究增加了对生成式AI用户订阅支付意愿的了解,并为设计和推广生成式AI工具提供了有价值的见解。
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来源期刊
CiteScore
20.40
自引率
14.40%
发文量
340
审稿时长
20 days
期刊介绍: The Journal of Retailing and Consumer Services is a prominent publication that serves as a platform for international and interdisciplinary research and discussions in the constantly evolving fields of retailing and services studies. With a specific emphasis on consumer behavior and policy and managerial decisions, the journal aims to foster contributions from academics encompassing diverse disciplines. The primary areas covered by the journal are: Retailing and the sale of goods The provision of consumer services, including transportation, tourism, and leisure.
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