IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v20y2023i5p3907-d1076917.html
   My bibliography  Save this article

Understanding Post-Adoption Behavioral Intentions of Mobile Health Service Users: An Empirical Study during COVID-19

Author

Listed:
  • Yanmei Jiang

    (The School of Business, Anhui University of Technology, Ma’anshan 243032, China
    Key Laboratory of Multidisciplinary Management and Control of Complex Systems of Anhui Higher Education Institutes, Anhui University of Technology, Ma’anshan 243032, China)

  • Antonio K. W. Lau

    (The School of Management, Kyung Hee University, Seoul 02447, Republic of Korea)

Abstract

This study aims to understand the post-adoption behaviors of mobile health (m-Health) service users during the COVID-19 pandemic. Drawing on the stimulus-organism-response framework, we examined the effects of user personality traits, doctor characteristics, and perceived risks on user continuance intentions and positive word of mouth (WOM) when using m-Health, as mediated by cognitive and emotional trust. The empirical data were collected via an online survey questionnaire from 621 m-Health service users in China and were verified with partial least squares structural equation modeling. The results showed that personal traits and doctor characteristics were positively associated and the perceived risks were negatively associated with both cognitive and emotional trust. Both cognitive and emotional trust significantly influenced users’ post-adoption behavioral intentions in terms of continuance intentions and positive WOM, with different magnitudes. This study provides new insights for the promotion of the sustainable development of m-Health businesses after or during the pandemic.

Suggested Citation

  • Yanmei Jiang & Antonio K. W. Lau, 2023. "Understanding Post-Adoption Behavioral Intentions of Mobile Health Service Users: An Empirical Study during COVID-19," IJERPH, MDPI, vol. 20(5), pages 1-21, February.
    • Handle: RePEc:gam:jijerp:v:20:y:2023:i:5:p:3907-:d:1076917
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/20/5/3907/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/20/5/3907/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Yuan Tang & Yu-Tao Yang & Yun-Fei Shao, 2019. "Acceptance of Online Medical Websites: An Empirical Study in China," IJERPH, MDPI, vol. 16(6), pages 1-22, March.
    2. Bleier, Alexander & Eisenbeiss, Maik, 2015. "The Importance of Trust for Personalized Online Advertising," Journal of Retailing, Elsevier, vol. 91(3), pages 390-409.
    3. Gefen, David, 2000. "E-commerce: the role of familiarity and trust," Omega, Elsevier, vol. 28(6), pages 725-737, December.
    4. D. Harrison McKnight & Vivek Choudhury & Charles Kacmar, 2002. "Developing and Validating Trust Measures for e-Commerce: An Integrative Typology," Information Systems Research, INFORMS, vol. 13(3), pages 334-359, September.
    5. Yan, Min & Filieri, Raffaele & Raguseo, Elisabetta & Gorton, Matthew, 2021. "Mobile apps for healthy living: Factors influencing continuance intention for health apps," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    6. Yumei Luo & Guiping Wang & Yuwei Li & Qiongwei Ye, 2021. "Examining Protection Motivation and Network Externality Perspective Regarding the Continued Intention to Use M-Health Apps," IJERPH, MDPI, vol. 18(11), pages 1-17, May.
    7. Nattakit Yuduang & Ardvin Kester S. Ong & Nicole B. Vista & Yogi Tri Prasetyo & Reny Nadlifatin & Satria Fadil Persada & Ma. Janice J. Gumasing & Josephine D. German & Kirstien Paola E. Robas & Thanat, 2022. "Utilizing Structural Equation Modeling–Artificial Neural Network Hybrid Approach in Determining Factors Affecting Perceived Usability of Mobile Mental Health Application in the Philippines," IJERPH, MDPI, vol. 19(11), pages 1-19, May.
    8. Gountas, John & Gountas, Sandra, 2007. "Personality orientations, emotional states, customer satisfaction, and intention to repurchase," Journal of Business Research, Elsevier, vol. 60(1), pages 72-75, January.
    9. Li Cao & Virasakdi Chongsuvivatwong & Edward B. McNeil, 2022. "The Association between mHealth App Use and Healthcare Satisfaction among Clients at Outpatient Clinics: A Cross-Sectional Study in Inner Mongolia, China," IJERPH, MDPI, vol. 19(11), pages 1-11, June.
    10. Hui Sang & Jiuqing Cheng, 2020. "Effects of Perceived Risk and Patient Anxiety on Intention to Use Community Healthcare Services in a Big Modern City," SAGE Open, , vol. 10(2), pages 21582440209, June.
    11. Shahriar Akter & John D'Ambra & Pradeep Ray, 2011. "Trustworthiness in mHealth information services: An assessment of a hierarchical model with mediating and moderating effects using partial least squares (PLS)," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(1), pages 100-116, January.
    12. Wu, Chuanhui & Zhou, Yusheng & Wang, Rui & Huang, Shijing & Yuan, Qinjian, 2022. "Understanding the Mechanism Between IT Identity, IT Mindfulness and Mobile Health Technology Continuance Intention: An Extended Expectation Confirmation Model," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    13. Marko Sarstedt & Christian M. Ringle & Joseph F. Hair, 2022. "Partial Least Squares Structural Equation Modeling," Springer Books, in: Christian Homburg & Martin Klarmann & Arnd Vomberg (ed.), Handbook of Market Research, pages 587-632, Springer.
    14. Shih-Wei Wang & Chun-Chi Chiou & Chien-Hao Su & Cheng-Chih Wu & Shu-Chen Tsai & Tsu-Kung Lin & Chien-Ning Hsu, 2022. "Measuring Mobile Phone Application Usability for Anticoagulation from the Perspective of Patients, Caregivers, and Healthcare Professionals," IJERPH, MDPI, vol. 19(16), pages 1-13, August.
    15. Xiong, Jie & Zuo, Meiyun, 2022. "Understanding factors influencing the adoption of a mobile platform of medical and senior care in China," Technological Forecasting and Social Change, Elsevier, vol. 179(C).
    16. Xiu-Fu Tian & Run-Ze Wu, 2022. "Determinants of the Mobile Health Continuance Intention of Elders with Chronic Diseases: An Integrated Framework of ECM-ISC and UTAUT," IJERPH, MDPI, vol. 19(16), pages 1-19, August.
    17. Johnson, Devon & Grayson, Kent, 2005. "Cognitive and affective trust in service relationships," Journal of Business Research, Elsevier, vol. 58(4), pages 500-507, April.
    18. Dongxiao Gu & Xuejie Yang & Xingguo Li & Hemant K. Jain & Changyong Liang, 2018. "Understanding the Role of Mobile Internet-Based Health Services on Patient Satisfaction and Word-of-Mouth," IJERPH, MDPI, vol. 15(9), pages 1-23, September.
    19. Eunhye Kim & Semi Han, 2021. "Determinants of Continuance Intention to Use Health Apps among Users over 60: A Test of Social Cognitive Model," IJERPH, MDPI, vol. 18(19), pages 1-19, October.
    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. Basem Masoud Alhazmi, 2019. "Religiosity and customer trust in financial services marketing relationships," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 24(1), pages 31-43, June.
    2. Nguyen, Stephanie & Didi Alaoui, Mohamed & Llosa, Sylvie, 2020. "When interchangeability between providers and users makes a difference: The mediating role of social proximity in collaborative services," Journal of Business Research, Elsevier, vol. 121(C), pages 506-515.
    3. Cheng, Junjun & Chen, Bo & Huang, Zihang, 2023. "Collective-based ad transparency in targeted hotel advertising: Consumers’ regulatory focus underlying the crowd safety effect," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    4. Ahmed Ibrahim Alzahrani & T. Ramayah & Nalini Suppiah & Osama Alfarraj & Nasser Alalwan, 2020. "Modeling Blog Usage From a Developing Country Perspective Using Structural Equation Modeling (SEM)," SAGE Open, , vol. 10(3), pages 21582440209, July.
    5. Fernanda Leão Ramos & Jorge Brantes Ferreira & Angilberto Sabino de Freitas & Juliana Werneck Rodrigues, 2018. "The Effect of Trust in the Intention to Use m-banking," Brazilian Business Review, Fucape Business School, vol. 15(2), pages 175-191, March.
    6. Jung Lee & Jae-Nam Lee & Bernard C. Y. Tan, 2015. "Antecedents of cognitive trust and affective distrust and their mediating roles in building customer loyalty," Information Systems Frontiers, Springer, vol. 17(1), pages 159-175, February.
    7. Qin, Li & De-Juan-Vigaray, María D., 2021. "Social commerce: Is interpersonal trust formation similar between U.S.A. and Spain?," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    8. Möhlmann, Mareike, 2021. "Unjustified trust beliefs: Trust conflation on sharing economy platforms," Research Policy, Elsevier, vol. 50(3).
    9. Ming Yang & Jinglu Jiang & Melody Kiang & Fangyun Yuan, 2022. "Re-Examining the Impact of Multidimensional Trust on Patients’ Online Medical Consultation Service Continuance Decision," Information Systems Frontiers, Springer, vol. 24(3), pages 983-1007, June.
    10. Timm Teubner & Marc T. P. Adam & Florian Hawlitschek, 2020. "Unlocking Online Reputation," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 62(6), pages 501-513, December.
    11. Chang, Shuchih Ernest & Shen, Wei-Cheng & Liu, Anne Yenching, 2016. "Why mobile users trust smartphone social networking services? A PLS-SEM approach," Journal of Business Research, Elsevier, vol. 69(11), pages 4890-4895.
    12. Nasser Hamidi & Tahmineh Torabi Rad & Alireza Jahany, 2012. "Evaluation Of Factors Influencing Tendency Towards E- Banking In Bank Customers," Far East Journal of Marketing and Management, Far East Research Centre, vol. 2(3), pages 25-42, August.
    13. Aityoussef, Asmaa & Belhcen, Lhacen, 2022. "“A predictive model of building initial trust in sharing economy: MULTI-DIMENSIONAL analysis of facebook users in Morocco”," Technology in Society, Elsevier, vol. 71(C).
    14. Baozhou Lu & Rudy Hirschheim & Andrew Schwarz, 2015. "Examining the antecedent factors of online microsourcing," Information Systems Frontiers, Springer, vol. 17(3), pages 601-617, June.
    15. Rajković, Borislav & Đurić, Ivan & Zarić, Vlade & Glauben, Thomas, 2021. "Gaining trust in the digital age: The potential of social media for increasing the competitiveness of small and medium enterprises," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 13(4).
    16. Marwa Ghanem & Ibrahim Elshaer & Alaa Shaker, 2020. "The Successful Adoption of IS in the Tourism Public Sector: The Mediating Effect of Employees’ Trust," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
    17. Malhotra, Neeru & Sahadev, Sunil & Purani, Keyoor, 2017. "Psychological contract violation and customer intention to reuse online retailers: Exploring mediating and moderating mechanisms," Journal of Business Research, Elsevier, vol. 75(C), pages 17-28.
    18. repec:dau:papers:123456789/2723 is not listed on IDEAS
    19. Lin, YiHsin & Ryan, Chris, 2016. "From mission statement to airline branding," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 150-160.
    20. Sharma, Kavita & Licsandru, Tana Cristina & Gupta, Suraksha & Aggarwal, Swati & Kanungo, Rama, 2020. "An investigation into corporate trust and its linkages," Journal of Business Research, Elsevier, vol. 117(C), pages 806-824.
    21. Dan J. Kim & Donald L. Ferrin & H. Raghav Rao, 2009. "Trust and Satisfaction, Two Stepping Stones for Successful E-Commerce Relationships: A Longitudinal Exploration," Information Systems Research, INFORMS, vol. 20(2), pages 237-257, June.

    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:gam:jijerp:v:20:y:2023:i:5:p:3907-:d:1076917. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.