IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i23p13328-d693065.html
   My bibliography  Save this article

Determinants and Cross-National Moderators of Wearable Health Tracker Adoption: A Meta-Analysis

Author

Listed:
  • Chenming Peng

    (School of Economics and Management, University of Chinese Academy of Sciences, Beijing 100190, China
    School of Economics and Business, University of Groningen, 9747 AE Groningen, The Netherlands)

  • Hong Zhao

    (Sino-Danish College, University of Chinese Academy of Sciences, Beijing 100190, China)

  • Sha Zhang

    (School of Economics and Management, University of Chinese Academy of Sciences, Beijing 100190, China)

Abstract

Wearable health trackers improve people’s health management and thus are beneficial for social sustainability. Many prior studies have contributed to the knowledge on the determinants of wearable health tracker adoption. However, these studies vary remarkably in focal determinants and countries of data collection, leading to a call for a structured and quantitative review on what determinants are generally important, and whether and how their effects on adoption vary across countries. Therefore, this study performed the first meta-analysis on the determinants and cross-national moderators of wearable health tracker adoption. This meta-analysis accumulated 319 correlations between nine determinants and adoption from 59 prior studies in 18 countries/areas. The meta-analytic average effects of the determinants revealed the generalized effect and the relative importance of each determinant. For example, technological characteristics generally had stronger positive correlations with adoption than consumer characteristics, except for privacy risk. Second, drawing on institutional theory, it was observed that cross-national characteristics regarding socioeconomic status, regulative systems, and cultures could moderate the effects of the determinants on adoption. For instance, the growth rate of gross domestic product decreased the effect of innovativeness on adoption, while regulatory quality and control of corruption could increase this effect.

Suggested Citation

  • Chenming Peng & Hong Zhao & Sha Zhang, 2021. "Determinants and Cross-National Moderators of Wearable Health Tracker Adoption: A Meta-Analysis," Sustainability, MDPI, vol. 13(23), pages 1-16, December.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:23:p:13328-:d:693065
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/23/13328/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/23/13328/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jaeki Song & Junghwan Kim & Kwangmin Cho, 2018. "Understanding users’ continuance intentions to use smart-connected sports products," Sport Management Review, Taylor & Francis Journals, vol. 21(5), pages 477-490, December.
    2. Jian Wang & Yen Hsu, 2019. "Does Sustainable Perceived Value Play a Key Role in the Purchase Intention Driven by Product Aesthetics? Taking Smartwatch as an Example," Sustainability, MDPI, vol. 11(23), pages 1-24, November.
    3. Naglis, Michael & Bhatiasevi, Veera, 2019. "Why do people use fitness tracking devices in Thailand? An integrated model approach," Technology in Society, Elsevier, vol. 58(C).
    4. Irina V. Kozlenkova & Ju-Yeon Lee & Diandian Xiang & Robert W. Palmatier, 2021. "Sharing economy: International marketing strategies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 52(8), pages 1445-1473, October.
    5. Nascimento, Bruno & Oliveira, Tiago & Tam, Carlos, 2018. "Wearable technology: What explains continuance intention in smartwatches?," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 157-169.
    6. Lin Jia & Yuting Tan & Feiyu Han & Yi Zhou & Chu Zhang & Yufei Zhang, 2019. "Factors Affecting Chinese Young Adults’ Acceptance of Connected Health," Sustainability, MDPI, vol. 11(8), pages 1-22, April.
    7. Sami S. Binyamin & Md. Rakibul Hoque, 2020. "Understanding the Drivers of Wearable Health Monitoring Technology: An Extension of the Unified Theory of Acceptance and Use of Technology," Sustainability, MDPI, vol. 12(22), pages 1-20, November.
    8. Viechtbauer, Wolfgang, 2010. "Conducting Meta-Analyses in R with the metafor Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 36(i03).
    9. Jaewoon Lee & Dongho Kim & Han-Young Ryoo & Byeong-Seok Shin, 2016. "Sustainable Wearables: Wearable Technology for Enhancing the Quality of Human Life," Sustainability, MDPI, vol. 8(5), pages 1-16, May.
    10. Patricia Baudier & Chantal Ammi & Samuel Fosso Wamba, 2020. "Differing perceptions of the Smartwatch by users within developed countries," Post-Print hal-02512543, HAL.
    11. Shane, Scott, 1993. "Cultural influences on national rates of innovation," Journal of Business Venturing, Elsevier, vol. 8(1), pages 59-73, January.
    12. Park, Jongchul & Lee, Hanjoon & Kim, Chankon, 2014. "Corporate social responsibilities, consumer trust and corporate reputation: South Korean consumers' perspectives," Journal of Business Research, Elsevier, vol. 67(3), pages 295-302.
    13. Martin Eisend, 2019. "Explaining Digital Piracy: A Meta-Analysis," Information Systems Research, INFORMS, vol. 30(2), pages 636-664, June.
    14. Lee, Sang Yup & Lee, Keeheon, 2018. "Factors that influence an individual's intention to adopt a wearable healthcare device: The case of a wearable fitness tracker," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 154-163.
    15. Riccardo Reith & Christoph Buck & Torsten Eymann & Bettina Lis, 2020. "Integrating Privacy Concerns Into the Unified Theory of Acceptance and Use of Technology to Explain the Adoption of Fitness Trackers," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 17(07), pages 1-28, November.
    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. Xin Liao & Dongming Wu & Qianqian Zhang & Ge Han, 2021. "How to Improve Users’ Loyalty to Smart Health Devices? The Perspective of Compatibility," Sustainability, MDPI, vol. 13(19), pages 1-17, September.
    2. Carolin Siepmann & Pascal Kowalczuk, 2021. "Understanding continued smartwatch usage: the role of emotional as well as health and fitness factors," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(4), pages 795-809, December.
    3. Inje Cho & Kyriaki Kaplanidou & Shintaro Sato, 2021. "Gamified Wearable Fitness Tracker for Physical Activity: A Comprehensive Literature Review," Sustainability, MDPI, vol. 13(13), pages 1-15, June.
    4. Jeeyeon Jeong & Yaeri Kim & Taewoo Roh, 2021. "Do Consumers Care About Aesthetics and Compatibility? The Intention to Use Wearable Devices in Health Care," SAGE Open, , vol. 11(3), pages 21582440211, August.
    5. Man Lai Cheung & Ka Yin Chau & Michael Huen Sum Lam & Gary Tse & Ka Yan Ho & Stuart W. Flint & David R Broom & Ejoe Kar Ho Tso & Ka Yiu Lee, 2019. "Examining Consumers’ Adoption of Wearable Healthcare Technology: The Role of Health Attributes," IJERPH, MDPI, vol. 16(13), pages 1-16, June.
    6. Rakesh Sambharya & Martina Musteen, 2014. "Institutional environment and entrepreneurship: An empirical study across countries," Journal of International Entrepreneurship, Springer, vol. 12(4), pages 314-330, December.
    7. Lusha Huang & Newman Lau, 2020. "Enhancing the Smart Tourism Experience for People with Visual Impairments by Gamified Application Approach through Needs Analysis in Hong Kong," Sustainability, MDPI, vol. 12(15), pages 1-27, August.
    8. Minguzzi, Antonio & Passaro, Renato, 2001. "The network of relationships between the economic environment and the entrepreneurial culture in small firms," Journal of Business Venturing, Elsevier, vol. 16(2), pages 181-207, March.
    9. Talukder, Md. Shamim & Sorwar, Golam & Bao, Yukun & Ahmed, Jashim Uddin & Palash, Md. Abu Saeed, 2020. "Predicting antecedents of wearable healthcare technology acceptance by elderly: A combined SEM-Neural Network approach," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    10. Bart Verkuil & Serpil Atasayi & Marc L Molendijk, 2015. "Workplace Bullying and Mental Health: A Meta-Analysis on Cross-Sectional and Longitudinal Data," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-16, August.
    11. Francesca Pilotto & Ingolf Kühn & Rita Adrian & Renate Alber & Audrey Alignier & Christopher Andrews & Jaana Bäck & Luc Barbaro & Deborah Beaumont & Natalie Beenaerts & Sue Benham & David S. Boukal & , 2020. "Meta-analysis of multidecadal biodiversity trends in Europe," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    12. repec:cup:judgdm:v:15:y:2020:i:6:p:972-988 is not listed on IDEAS
    13. Naresh Khatri, 2009. "Consequences of Power Distance Orientation in Organisations," Vision, , vol. 13(1), pages 1-9, January.
    14. Jonas Schmidt & Tammo H. A. Bijmolt, 2020. "Accurately measuring willingness to pay for consumer goods: a meta-analysis of the hypothetical bias," Journal of the Academy of Marketing Science, Springer, vol. 48(3), pages 499-518, May.
    15. Minbaeva, Dana & Rabbiosi, Larissa & Stahl, Günter K., 2018. "Not walking the talk? How host country cultural orientations may buffer the damage of corporate values’ misalignment in multinational corporations," Journal of World Business, Elsevier, vol. 53(6), pages 880-895.
    16. Yu-Muo Lee & Jin-Li Hu, 2018. "Integrated Approaches for Business Sustainability: The Perspective of Corporate Social Responsibility," Sustainability, MDPI, vol. 10(7), pages 1-20, July.
    17. Diana Escandon-Barbosa & Agustin Ramirez & Jairo Salas-Paramo, 2022. "The Effect of Cultural Orientations on Country Innovation Performance: Hofstede Cultural Dimensions Revisited?," Sustainability, MDPI, vol. 14(10), pages 1-13, May.
    18. Zelong Wei & Hao Shen & Kevin Zheng Zhou & Julie Juan Li, 2017. "How Does Environmental Corporate Social Responsibility Matter in a Dysfunctional Institutional Environment? Evidence from China," Journal of Business Ethics, Springer, vol. 140(2), pages 209-223, January.
    19. Sander Wennekers & Roy Thurik & André Stel & Niels Noorderhaven, 2010. "Uncertainty Avoidance and the Rate of Business Ownership Across 21 OECD Countries, 1976–2004," Springer Books, in: Andreas Freytag & Roy Thurik (ed.), Entrepreneurship and Culture, chapter 0, pages 271-299, Springer.
    20. Mario Herberz & Tobias Brosch & Ulf J. J. Hahnel, 2020. "Kilo what? Default units increase value sensitivity in joint evaluations of energy efficiency," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 15(6), pages 972-988, November.
    21. Irina Maiorescu & Mihaela Bucur & Bogdan Georgescu & Daniel Moise & Vasile Alecsandru Strat & Ion Daniel Zgură, 2020. "Social Media and IOT Wearables in Developing Marketing Strategies. Do SMEs Differ From Large Enterprises?," Sustainability, MDPI, vol. 12(18), pages 1-18, September.

    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:jsusta:v:13:y:2021:i:23:p:13328-:d:693065. 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.