User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective

IntroductionThis study explores the implementation of Intelligent Customer Service (ICS) in pharmaceutical e-commerce, aiming to enhance user acceptance and service efficiency while addressing the psychological factors influencing user behavior. It expands the boundaries of technology acceptance res...

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Main Authors: Jing Jia, Lu Chen, Chengzhen Wu, Manling Xiao
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Psychology
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Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1514571/full
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author Jing Jia
Lu Chen
Chengzhen Wu
Manling Xiao
author_facet Jing Jia
Lu Chen
Chengzhen Wu
Manling Xiao
author_sort Jing Jia
collection DOAJ
description IntroductionThis study explores the implementation of Intelligent Customer Service (ICS) in pharmaceutical e-commerce, aiming to enhance user acceptance and service efficiency while addressing the psychological factors influencing user behavior. It expands the boundaries of technology acceptance research by focusing on ICS use and avoidance in high-risk environments.MethodA total of 418 valid questionnaires were collected from participants, ensuring data quality through rigorous screening. The study employed SPSS for data normality tests and SmartPLS for structural equation modeling to analyze the relationships between emotional stress, system overload, and user avoidance behavior.ResultsThe findings indicate that system overload, information overload, and service overload significantly contribute to user emotional stress, which in turn drives avoidance behavior. The analysis revealed strong explanatory power (R2 values ranging from 0.450 to 0.586) and confirmed the mediating role of emotional stress in the relationship between overload factors and user avoidance.DiscussionThis research highlights the critical role of emotional stress in user interactions with ICS, suggesting that pharmaceutical e-commerce companies must refine their ICS design to meet diverse user needs and reduce cognitive burdens. By leveraging big data and establishing robust feedback mechanisms, companies can enhance user experience and loyalty. The study also identifies limitations in demographic representation and suggests future research should incorporate qualitative methods for a deeper understanding of user behavior.
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spelling doaj-art-b3e76efc4c99451a990bf911e2e972662025-02-04T06:31:51ZengFrontiers Media S.A.Frontiers in Psychology1664-10782025-02-011610.3389/fpsyg.2025.15145711514571User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspectiveJing Jia0Lu Chen1Chengzhen Wu2Manling Xiao3School of Business, Changzhou University, Changzhou, ChinaSchool of Business, Changzhou University, Changzhou, ChinaSchool of Business, Hanyang University, Seoul, Republic of KoreaSchool of International Commerce, Konkuk University, Seoul, Republic of KoreaIntroductionThis study explores the implementation of Intelligent Customer Service (ICS) in pharmaceutical e-commerce, aiming to enhance user acceptance and service efficiency while addressing the psychological factors influencing user behavior. It expands the boundaries of technology acceptance research by focusing on ICS use and avoidance in high-risk environments.MethodA total of 418 valid questionnaires were collected from participants, ensuring data quality through rigorous screening. The study employed SPSS for data normality tests and SmartPLS for structural equation modeling to analyze the relationships between emotional stress, system overload, and user avoidance behavior.ResultsThe findings indicate that system overload, information overload, and service overload significantly contribute to user emotional stress, which in turn drives avoidance behavior. The analysis revealed strong explanatory power (R2 values ranging from 0.450 to 0.586) and confirmed the mediating role of emotional stress in the relationship between overload factors and user avoidance.DiscussionThis research highlights the critical role of emotional stress in user interactions with ICS, suggesting that pharmaceutical e-commerce companies must refine their ICS design to meet diverse user needs and reduce cognitive burdens. By leveraging big data and establishing robust feedback mechanisms, companies can enhance user experience and loyalty. The study also identifies limitations in demographic representation and suggests future research should incorporate qualitative methods for a deeper understanding of user behavior.https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1514571/fullintelligent customer servicepharmaceutical e-commerceuser avoidance behaviorcognitive overloadstressor-strain-outcomeelectronic health literacy
spellingShingle Jing Jia
Lu Chen
Chengzhen Wu
Manling Xiao
User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
Frontiers in Psychology
intelligent customer service
pharmaceutical e-commerce
user avoidance behavior
cognitive overload
stressor-strain-outcome
electronic health literacy
title User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
title_full User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
title_fullStr User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
title_full_unstemmed User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
title_short User avoidance behavior in pharmaceutical e-commerce intelligent customer service: a stressor-strain-outcome perspective
title_sort user avoidance behavior in pharmaceutical e commerce intelligent customer service a stressor strain outcome perspective
topic intelligent customer service
pharmaceutical e-commerce
user avoidance behavior
cognitive overload
stressor-strain-outcome
electronic health literacy
url https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1514571/full
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AT chengzhenwu useravoidancebehaviorinpharmaceuticalecommerceintelligentcustomerserviceastressorstrainoutcomeperspective
AT manlingxiao useravoidancebehaviorinpharmaceuticalecommerceintelligentcustomerserviceastressorstrainoutcomeperspective