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From Regret to Subscription

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Resumo(s)

Smart services are increasingly using artificial intelligence (AI) to tailor recommendations and content. Drawing from AI classification experience and identity-based motivation, this research explores the impact of AI classification failures on consumers' self-identity connection and regret,and how a creative identity expression shapes this impact. Across three studies, this research shows that AI classification failures can reduce consumers' self-identity connection and have downstream effects on consumer behavior. Consistent with our identity-based account, AI's detrimental effects are amplified when consumers are motivated to use AI to express their identityand are mitigated when self-expression motives are not salient. Given the potential impact of AI classification failures to be more detrimental to customers' self-identity in this environment, our findings have significant theoretical and managerial implications for the developing field of smart service failures.

Descrição

Gonçalves, A. R., Pinto, D. C., & González, H. (2024). From Regret to Subscription: The Consequences of AI Classification Failures on Streaming Platforms. In Proceedings of the European Marketing Academy (pp. 1-10). Article 119370 European Marketing Academy (EMAC). https://proceedings.emac-online.org/pdfs/A2024-119370.pdf

Palavras-chave

Classification self-identity service failure SDG 8 - Decent Work and Economic Growth

Contexto Educativo

Citação

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Editora

European Marketing Academy (EMAC)

Licença CC