IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v205y2026ics014829632500726x.html

The shorter the response time, the higher the customer satisfaction? An empirical study of online medical consultation services

Author

Listed:
  • Zhang, Jinxin
  • Liang, Liping
  • Nkoulou Mvondo, Gustave Florentin
  • Niu, Ben

Abstract

The increased demand for e-health services has accelerated the development of online medical consultation platforms (OMCPs). In contrast to offline service contexts, delays in physicians’ responses can occur throughout the asynchronous online service process and affect customer satisfaction. Despite the considerable attention that OMCPs have received in the literature, the impact of physicians’ response time at different stages of the service process remain underexplored. Drawing on signalling theory, we investigate the joint effect of positive and negative signals that response time has on patient satisfaction. Using a transaction-level consultation service dataset from an OMCP in China, we find inverted U-shaped relationships between response times before and during the service process and two dimensions of patient satisfaction (attitude and efficacy). A patient’s regional affiliation and familiarity with a physician strengthen the curvature of such relationships, while the physician’s professional status has the opposite effect.

Suggested Citation

  • Zhang, Jinxin & Liang, Liping & Nkoulou Mvondo, Gustave Florentin & Niu, Ben, 2026. "The shorter the response time, the higher the customer satisfaction? An empirical study of online medical consultation services," Journal of Business Research, Elsevier, vol. 205(C).
  • Handle: RePEc:eee:jbrese:v:205:y:2026:i:c:s014829632500726x
    DOI: 10.1016/j.jbusres.2025.115903
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S014829632500726X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2025.115903?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Thimo Bergenhenegouwen & T. A. Arno Kasper & Jos A. C. Bokhorst & Martin J. Land, 2024. "Managing premature idleness in high-variety manufacturing," Flexible Services and Manufacturing Journal, Springer, vol. 36(4), pages 1399-1421, December.
    2. ., 2024. "Managing physical distribution," Chapters, in: Concise Introduction to Global Supply Chain Management, chapter 6, pages 92-132, Edward Elgar Publishing.
    3. Susan F. Lu & Huaxia Rui, 2018. "Can We Trust Online Physician Ratings? Evidence from Cardiac Surgeons in Florida," Management Science, INFORMS, vol. 64(6), pages 2557-2573, June.
    4. Panpan Wang & Liuyi He & Jifeng Luo & Zhiyan Wu & Han Zhang, 2025. "The Impact of Geographic and Social Proximity on Physicians: Evidence from the Adoption of an Online Health Community," Information Systems Research, INFORMS, vol. 36(2), pages 690-708, June.
    5. ., 2024. "Managing procurement and sourcing strategy," Chapters, in: Concise Introduction to Global Supply Chain Management, chapter 3, pages 21-43, Edward Elgar Publishing.
    6. Cheng-Wen Lee & Budi Hasyim & Jan-Yan Lin, 2024. "Examining Organizational Culture with OCAI," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 14(6), pages 1-7.
    7. Jingcai Yu & Qinghai Lin & Hongliang Ding & Wenquan Li & Tao Feng & Wei Ke, 2024. "Examining individuals’ adoption of flex route transit," Transportation Planning and Technology, Taylor & Francis Journals, vol. 47(7), pages 996-1021, October.
    8. ., 2024. "Managing economic growth: the technology element model," Chapters, in: Growth Policies for the High-Tech Economy, chapter 5, pages 84-104, Edward Elgar Publishing.
    9. Chih-Hung Peng & Dezhi Yin & Han Zhang, 2020. "More than Words in Medical Question-and-Answer Sites: A Content-Context Congruence Perspective," Information Systems Research, INFORMS, vol. 31(3), pages 913-928, September.
    10. Ruomeng Cui & Zhikun Lu & Tianshu Sun & Joseph M. Golden, 2024. "Sooner or Later? Promising Delivery Speed in Online Retail," Manufacturing & Service Operations Management, INFORMS, vol. 26(1), pages 233-251, January.
    11. ., 2024. "Way out west: managing Chinas 'colonial' frontier," Chapters, in: Transforming Rural China, chapter 10, pages 253-277, Edward Elgar Publishing.
    12. Liuan Wang & Lu (Lucy) Yan & Tongxin Zhou & Xitong Guo & Gregory R. Heim, 2020. "Understanding Physicians’ Online-Offline Behavior Dynamics: An Empirical Study," Information Systems Research, INFORMS, vol. 31(2), pages 537-555, June.
    13. ., 2024. "Managing the technology life cycle," Chapters, in: Growth Policies for the High-Tech Economy, chapter 8, pages 154-177, Edward Elgar Publishing.
    14. Larissa Becker & Elina Jaakkola, 2020. "Customer experience: fundamental premises and implications for research," Journal of the Academy of Marketing Science, Springer, vol. 48(4), pages 630-648, July.
    15. Laura Burton & Ajhanai C. I. Keaton, 2024. "Managing gendered sport organizations," Chapters, in: Pirkko Markula & Annelies Knoppers (ed.), Research Handbook on Gender and Diversity in Sport Management, chapter 6, pages 94-109, Edward Elgar Publishing.
    16. Zhijun Yan & Lini Kuang & Liangfei Qiu, 2022. "Prosocial behaviors and economic performance: Evidence from an online mental healthcare platform," Production and Operations Management, Production and Operations Management Society, vol. 31(10), pages 3859-3876, October.
    17. Liu, Xiaoxiao & Ben Liu, Qianqian, 2024. "Superior medical resources or geographic proximity? The joint effects of regional medical resource disparity, geographic distance, and cultural differences on online medical consultation," Social Science & Medicine, Elsevier, vol. 350(C).
    18. Anonymous, 2024. "Infrastructure: managing resilience and adaptation," British Actuarial Journal, Cambridge University Press, vol. 29, pages 1-1, January.
    19. Dengfeng Yan & Jaideep Sengupta, 2011. "Effects of Construal Level on the Price-Quality Relationship," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 38(2), pages 376-389.
    20. Joseph K. Goodman & Selin A. Malkoc, 2012. "Choosing Here and Now versus There and Later: The Moderating Role of Psychological Distance on Assortment Size Preferences," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(4), pages 751-768.
    21. Xiaochen Liu & Zhen Xu & Xintao Yu & Tetsuaki Oda, 2022. "Using Telemedicine during the COVID-19 Pandemic: How Service Quality Affects Patients’ Consultation," IJERPH, MDPI, vol. 19(19), pages 1-17, September.
    22. ., 2024. "Managing the global economy," Chapters, in: Unpacking the G20, chapter 3, pages 35-58, Edward Elgar Publishing.
    23. Wenjuan Fan & Qiqi Zhou & Liangfei Qiu & Subodha Kumar, 2023. "Should Doctors Open Online Consultation Services? An Empirical Investigation of Their Impact on Offline Appointments," Information Systems Research, INFORMS, vol. 34(2), pages 629-651, June.
    24. Yang, Yefei & Zhang, Xiaofei & Lee, Peter K.C., 2019. "Improving the effectiveness of online healthcare platforms: An empirical study with multi-period patient-doctor consultation data," International Journal of Production Economics, Elsevier, vol. 207(C), pages 70-80.
    25. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    26. Emmanouil M. L. Economou & Nicholas C. Kyriazis, 2024. "Managing the Athenian State Finances," Frontiers in Economic History, in: Daily Life in Classical Athens, chapter 0, pages 213-228, Springer.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mobin Zarreh & Paul T. Grogan, 2025. "Strategic Engineering Design in Water Infrastructure: A Game-Theoretic Approach and Network Topology for Flood Irrigation Systems," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 39(13), pages 7263-7281, October.
    2. Girelli, Simone & Morosini, Ettore & Alfani, Dario & Astolfi, Marco, 2025. "Design and techno-economic assessment of a transcritical CO2 pumped thermal energy storage system," Energy, Elsevier, vol. 339(C).
    3. Chen, Qin & Jin, Jiahua & Yan, Xiangbin, 2026. "Exploring the relationship between textual reviews and ratings of patients in online healthcare communities: The psychological attribute perspective," Technological Forecasting and Social Change, Elsevier, vol. 223(C).
    4. Jin Jiang & Yuanyuan Dang & Shanshan Guo & Yuxin Sun & Wenhui Zhou, 2025. "Construction of doctors’ reputation systems in online health services: The combination of online and offline mechanisms," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-21, December.
    5. Li, Zhong-Ping & Perera, Sandun C. & Wang, Jian-Jun & Cheng, T.C.E., 2025. "Impacts of competitive and collaborative online channels on dual-channel healthcare supply chain operations: A patient loss aversion perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 203(C).
    6. Wang, Ziwei & Chen, Hongmin & Luo, Jun & Wang, Chunming & Xu, Xinyi & Zhou, Ying, 2024. "Sharing service in healthcare systems: A recent survey," Omega, Elsevier, vol. 129(C).
    7. Liu, Xiaoxiao & Ben Liu, Qianqian, 2024. "Superior medical resources or geographic proximity? The joint effects of regional medical resource disparity, geographic distance, and cultural differences on online medical consultation," Social Science & Medicine, Elsevier, vol. 350(C).
    8. Peiyu Zhou & Yuguang Xie & Changyong Liang & Junhong Zhu & Shuping Zhao, 2024. "The effect of prosocial behavior and its intensity on doctors’ performance in an online health community," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    9. Yifan He & Min Zhang & Tianshi Wu & Xitong Guo & Doug Vogel, 2025. "The influence of similarity heuristics on evaluation deviation: Evidence from an online crowdsourced Q&A healthcare platform," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-21, December.
    10. Nelson Borges Amaral & Jinfeng Jiao, 2023. "Responses to Ethical Scenarios: The Impact of Trade-Off Salience on Competing Construal Level Effects," Journal of Business Ethics, Springer, vol. 183(3), pages 745-762, March.
    11. Qili Wang & Liangfei Qiu & Wei Xu, 2024. "Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control," Information Systems Research, INFORMS, vol. 35(2), pages 706-726, June.
    12. Lianlian (Dorothy) Jiang & Jinghui (Jove) Hou & Xiao Ma & Paul A. Pavlou, 2025. "Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms," Information Systems Research, INFORMS, vol. 36(1), pages 285-306, March.
    13. Linlin Jing & Wei Shan & Richard Evans & Xiaoxiao Shi, 2026. "To continue consultation or not? How physicians’ information cues affect patients continued online consultation behavior," Electronic Commerce Research, Springer, vol. 26(1), pages 929-963, February.
    14. Linlin Jing & Wei Shan & Richard David Evans & Xiaoxiao Shi, 2024. "Getting to know my disease better: The influence of linguistic features of patients’ self-disclosure on physicians’ social support in online health consultation," Electronic Markets, Springer;IIM University of St. Gallen, vol. 34(1), pages 1-24, December.
    15. Tiziano Arduini & Eleonora Patacchini & Edoardo Rainone, 2020. "Treatment Effects With Heterogeneous Externalities," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(4), pages 826-838, October.
    16. Goldfayn-Frank, Olga & Wohlfart, Johannes, 2018. "How do consumers adapt to a new environment in their economic forecasting? Evidence from the German reunification," IMFS Working Paper Series 129, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
    17. Yibei Pu & Norzaidahwati Zaidin & Yaodong Zhu, 2023. "How Do E-Brand Experience and In-Store Experience Influence the Brand Loyalty of Novel Coffee Brands in China? Exploring the Roles of Customer Satisfaction and Self–Brand Congruity," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
    18. Marco Manacorda & Guido Tabellini & Andrea Tesei, 2022. "Mobile internet and the rise of political tribalism in Europe," CEP Discussion Papers dp1877, Centre for Economic Performance, LSE.
    19. Garcia-Fuentes, Pablo A. & Kennedy, P. Lynn & Ferreira, Gustavo F.C., 2025. "Growth effects of remittances in developing countries: A growth accounting approach," Emerging Markets Review, Elsevier, vol. 67(C).
    20. Guo, Hainan & Xie, Yue & Jiang, Bowen & Tang, Jiafu, 2024. "When outpatient appointment meets online consultation: A joint scheduling optimization framework," Omega, Elsevier, vol. 127(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:205:y:2026:i:c:s014829632500726x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.