ArticleBehavioral sciences (Basel, Switzerland)2025
The Impact of Chatbot Response Strategies and Emojis Usage on Customers' Purchase Intention: The Mediating Roles of Psychological Distance and Performance Expectancy.
Article in Behavioral sciences (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- The Effects of Chatbot Recovery Strategies and Anthropomorphic Image Type on Service Recovery Satisfaction: The Mediating Roles of Perceived Warmth and Competence.Behavioral sciences (Basel, Switzerland) · 2026Article
- How GAI Shapes Travelers' Booking Decisions: The Influence of Source Disclosure and Valence of Creative Reviews.Behavioral sciences (Basel, Switzerland) · 2026Article
- Using Semiautomated WhatsApp Messages for Daily Stress Measurements: Integrated Usability and Feasibility Study.JMIR formative research · 2026Article
- Factors influencing students' intentions to continue learning in AI-assisted painting courses.Scientific reports · 2026Article
- Perceived control and immersion in AI chatbot interaction: a psychological distance perspective.Frontiers in psychology · 2026Article
- Septic Shock in Hematological Malignancies: Role of Artificial Intelligence in Predicting Outcomes.Current oncology (Toronto, Ont.) · 2025Review
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
Artificial intelligence (AI) chatbots have been widely adopted in customer service, playing a crucial role in improving service efficiency, enhancing user experience, and elevating satisfaction levels. Current research on the impact of chatbots on consumers' purchase decisions primarily focuses on linguistic communication features, with limited exploration into the non-verbal social cues employed by chatbots. By conducting three scenario-based experiments, this study investigates the mechanisms through which chatbot response strategies (proactive vs. reactive) and the use of emojis (yes vs. no) influence users' purchase intention. The findings suggest that proactive response strategies by chatbots are more effective in strengthening users' purchase intention compared to reactive strategies. Psychological distance and performance expectancy serve as significant mediators in this relationship. Additionally, the use of emojis moderates the effect of chatbot response strategies on psychological distance, while its moderating effect on performance expectancy is not significant. This study offers new insights into non-verbal social cues in chatbots, revealing the psychological mechanisms underlying the influence of chatbot response strategies on users' purchase decisions and contributing to the limited evidence on visual symbols as moderating factors. Furthermore, the findings provide practical recommendations for businesses on optimizing chatbot interaction strategies to enhance user experience.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.