IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v183y2022ics004016252200453x.html
   My bibliography  Save this article

Understanding the users' motivation and barriers in adopting healthcare apps: A mixed-method approach using behavioral reasoning theory

Author

Listed:
  • Yadav, Rambalak
  • Giri, Arunangshu
  • Chatterjee, Satakshi

Abstract

Despite the proven capabilities of smartphone-based health care apps their adoption in developing nations is still not encouraging. The present research attempts to understand the users' motivations and barriers to adopting and using healthcare apps through the lens of Behavioral Reasoning Theory (BRT). The present research uses a mixed-method approach conducted in the two-phase: Phase 1- qualitative study (thematic analysis) and phase 2- quantitative analysis (structural equation modeling). The thematic analysis helps identify the motivators- “reason for” and barriers- “reason against” among users while using healthcare apps. Further, the output of the thematic analysis was incorporated into the questionnaire survey to get a comprehensive understanding. A total of 311 usable responses were collected through the survey for testing the hypothesized relationships. The findings suggested personal value (openness to change) and social value were associated with “reason for” and “reason against,” which further influences users' attitudes and intentions towards using healthcare apps. The findings also confirm domain-specific innovativeness moderating effect on the association between reason against & intention and attitude and intention towards using healthcare apps. The findings provide insights to policymakers and marketers that will help to increase the adoption intention of healthcare apps among users.

Suggested Citation

  • Yadav, Rambalak & Giri, Arunangshu & Chatterjee, Satakshi, 2022. "Understanding the users' motivation and barriers in adopting healthcare apps: A mixed-method approach using behavioral reasoning theory," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
  • Handle: RePEc:eee:tefoso:v:183:y:2022:i:c:s004016252200453x
    DOI: 10.1016/j.techfore.2022.121932
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S004016252200453X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2022.121932?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Chao, Chih-Wei & Reid, Mike & Mavondo, Felix T., 2012. "Consumer innovativeness influence on really new product adoption," Australasian marketing journal, Elsevier, vol. 20(3), pages 211-217.
    2. Rezaei, Rohollah & Ghofranfarid, Marjan, 2018. "Rural households' renewable energy usage intention in Iran: Extending the unified theory of acceptance and use of technology," Renewable Energy, Elsevier, vol. 122(C), pages 382-391.
    3. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    4. Changjun Lee & Kyoungsun Lee & Daeho Lee, 2017. "Mobile Healthcare Applications and Gamification for Sustained Health Maintenance," Sustainability, MDPI, vol. 9(5), pages 1-12, May.
    5. Sahu, Aditya Kumar & Padhy, R.K. & Dhir, Amandeep, 2020. "Envisioning the future of behavioral decision-making: A systematic literature review of behavioral reasoning theory," Australasian marketing journal, Elsevier, vol. 28(4), pages 145-159.
    6. Tierney Bondy & Vishal Talwar, 2011. "Through Thick and Thin: How Fair Trade Consumers Have Reacted to the Global Economic Recession," Journal of Business Ethics, Springer, vol. 101(3), pages 365-383, July.
    7. Ilin, Vladimir & Ivetić, Jelena & Simić, Dragan, 2017. "Understanding the determinants of e-business adoption in ERP-enabled firms and non-ERP-enabled firms: A case study of the Western Balkan Peninsula," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 206-223.
    8. Ajitha, S. & Sivakumar, V.J., 2017. "Understanding the effect of personal and social value on attitude and usage behavior of luxury cosmetic brands," Journal of Retailing and Consumer Services, Elsevier, vol. 39(C), pages 103-113.
    9. Westaby, James D., 2005. "Behavioral reasoning theory: Identifying new linkages underlying intentions and behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 98(2), pages 97-120, November.
    10. Rezaei, Mojtaba & Jafari-Sadeghi, Vahid & Cao, Dongmei & Mahdiraji, Hannan Amoozad, 2021. "Key indicators of ethical challenges in digital healthcare: A combined Delphi exploration and confirmative factor analysis approach with evidence from Khorasan province in Iran," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    11. Hajiheydari, Nastaran & Delgosha, Mohammad Soltani & Olya, Hossein, 2021. "Scepticism and resistance to IoMT in healthcare: Application of behavioural reasoning theory with configurational perspective," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    12. Balapour, Ali & Reychav, Iris & Sabherwal, Rajiv & Azuri, Joseph, 2019. "Mobile technology identity and self-efficacy: Implications for the adoption of clinically supported mobile health apps," International Journal of Information Management, Elsevier, vol. 49(C), pages 58-68.
    13. Mehra, Aashish & Rajput, Sneha & Paul, Justin, 2022. "Determinants of adoption of latest version smartphones: Theory and evidence," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    14. Arfi, Wissal Ben & Nasr, Imed Ben & Kondrateva, Galina & Hikkerova, Lubica, 2021. "The role of trust in intention to use the IoT in eHealth: Application of the modified UTAUT in a consumer context," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    15. Debarun Chakraborty & Aaliyah Siddiqui & Mujahid Siddiqui, 2021. "Factors Associated With the Adoption of Health Apps: Evidence From Emerging Economies," Journal of Electronic Commerce in Organizations (JECO), IGI Global, vol. 19(4), pages 20-39, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yadav, Rambalak & Yadav, Radha, 2024. "Are consumers ready to adopt electric vehicles? Analyzing the barriers and motivators associated with electric vehicle adoption in India: Policy implications for various stakeholders," Energy Policy, Elsevier, vol. 190(C).
    2. Thomas, Nibu John & Baral, Rupashree & Crocco, Oliver S. & Mohanan, Swathi, 2023. "A framework for gamification in the metaverse era: How designers envision gameful experience," Technological Forecasting and Social Change, Elsevier, vol. 193(C).
    3. Saif, Mashaal A.M. & Hussin, Nazimah & Husin, Maizaitulaidawati Md & Muneer, Amgad & Alwadain, Ayed, 2024. "Beyond conventions: Unravelling perceived value's role in shaping digital-only banks' adoption," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    4. Behera, Rajat Kumar & Bala, Pradip Kumar & Rana, Nripendra P. & Irani, Zahir, 2023. "Responsible natural language processing: A principlist framework for social benefits," Technological Forecasting and Social Change, Elsevier, vol. 188(C).

    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. Elizabeth Kempen & Lorna Christie, 2022. "Designing to Attract in an Emerging Market: Applying Behavioural Reasoning Theory to South African Consumer Reactions to an Ultra-High Temperature Milk Product Line Extension," Journal of Marketing and Consumer Behaviour in Emerging Markets, University of Warsaw, Faculty of Management, vol. 1(14), pages 4-21.
    2. Sarah Zafar & Saeed Badghish & Rana Muhammad Shahid Yaqub & Muhammad Zafar Yaqub, 2023. "The Agency of Consumer Value and Behavioral Reasoning Patterns in Shaping Webrooming Behaviors in Omnichannel Retail Environments," Sustainability, MDPI, vol. 15(20), pages 1-21, October.
    3. Sreen, Naman & Dhir, Amandeep & Talwar, Shalini & Tan, Teck Ming & Alharbi, Fatimah, 2021. "Behavioral reasoning perspectives to brand love toward natural products: Moderating role of environmental concern and household size," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    4. Muhammad Zeeshan Zafar & Adnan Maqbool & Lucian-Ionel Cioca & Syed Ghulam Meran Shah & Shahjahan Masud, 2021. "Accentuating the Interrelation between Consumer Intention and Healthy Packaged Food Selection during COVID-19: A Case Study of Pakistan," IJERPH, MDPI, vol. 18(6), pages 1-14, March.
    5. Yang, Feifan & Chu, Rongwei & Cai, Yahua & Chen, Zhijun, 2022. "Breadwinning: Migrant workers’ family motivation in facing life-threatening events and its performance implications," Journal of Business Research, Elsevier, vol. 150(C), pages 491-502.
    6. Hajiheydari, Nastaran & Delgosha, Mohammad Soltani, 2023. "Citizens' support in social mission platforms: Unravelling configurations for participating in civic crowdfunding platforms," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    7. Virmani, Naveen & Sharma, Shikha & Kumar, Anil & Luthra, Sunil, 2023. "Adoption of industry 4.0 evidence in emerging economy: Behavioral reasoning theory perspective," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    8. Saubhagya Bhalla, 2021. "Testing the Motivations and Constraints of Collaborative Consumption: An Empirical Analysis of Disruptive Innovative Business Model," FIIB Business Review, , vol. 10(2), pages 146-157, June.
    9. Nketiah, Emmanuel & Song, Huaming & Cai, Xiang & Adjei, Mavis & Adu-Gyamfi, Gibbson & Obuobi, Bright, 2022. "Citizens’ intention to invest in municipal solid waste to energy projects in Ghana: The impact of direct and indirect effects," Energy, Elsevier, vol. 254(PC).
    10. Qian, Lixian & Yin, Juelin & Huang, Youlin & Liang, Ya, 2023. "The role of values and ethics in influencing consumers’ intention to use autonomous vehicle hailing services," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    11. Hajiheydari, Nastaran & Delgosha, Mohammad Soltani & Olya, Hossein, 2021. "Scepticism and resistance to IoMT in healthcare: Application of behavioural reasoning theory with configurational perspective," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    12. Riffat Ara Zannat Tama & Md Mahmudul Hoque & Ying Liu & Mohammad Jahangir Alam & Mark Yu, 2023. "An Application of Partial Least Squares Structural Equation Modeling (PLS-SEM) to Examining Farmers’ Behavioral Attitude and Intention towards Conservation Agriculture in Bangladesh," Agriculture, MDPI, vol. 13(2), pages 1-22, February.
    13. Muhammad Yaseen Bhutto & Yasir Ali Soomro & Hailan Yang, 2022. "Extending the Theory of Planned Behavior: Predicting Young Consumer Purchase Behavior of Energy-Efficient Appliances (Evidence From Developing Economy)," SAGE Open, , vol. 12(1), pages 21582440221, February.
    14. Yu Hao & Yingting Wang & Qiuwei Wu & Shiwei Sun & Weilu Wang & Menglin Cui, 2020. "What affects residents' participation in the circular economy for sustainable development? Evidence from China," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1251-1268, September.
    15. Fouladvand, Javanshir & Aranguren Rojas, Maria & Hoppe, Thomas & Ghorbani, Amineh, 2022. "Simulating thermal energy community formation: Institutional enablers outplaying technological choice," Applied Energy, Elsevier, vol. 306(PA).
    16. Sanghoon Lee & Eunil Park & Sang Jib Kwon & Angel P. Del Pobil, 2015. "Antecedents of Behavioral Intention to Use Mobile Telecommunication Services: Effects of Corporate Social Responsibility and Technology Acceptance," Sustainability, MDPI, vol. 7(8), pages 1-15, August.
    17. Francesc Miralles & Ferran Giones & Brian Gozun, 2017. "Does direct experience matter? Examining the consequences of current entrepreneurial behavior on entrepreneurial intention," International Entrepreneurship and Management Journal, Springer, vol. 13(3), pages 881-903, September.
    18. Chakraborty, Debarun & Paul, Justin, 2023. "Healthcare apps’ purchase intention: A consumption values perspective," Technovation, Elsevier, vol. 120(C).
    19. Ying, Shiyi & Huang, Youlin & Qian, Lixian & Song, Jinzhu, 2023. "Privacy paradox for location tracking in mobile social networking apps: The perspectives of behavioral reasoning and regulatory focus," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    20. Liobikienė, Genovaitė & Miceikienė, Astrida, 2022. "The role of financial, social and informational mechanisms on willingness to use bioenergy," Renewable Energy, Elsevier, vol. 194(C), pages 21-27.

    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:tefoso:v:183:y:2022:i:c:s004016252200453x. 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.sciencedirect.com/science/journal/00401625 .

    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.