IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i3p1972-d1041897.html
   My bibliography  Save this article

Sustainable Digital Marketing: Factors of Adoption of M-Technologies by Older Adults in the Chinese Market

Author

Listed:
  • Bohan Zhang

    (School of Engineering, University of Bristol, Bristol BS81TH, UK)

  • Li Ying

    (School of Economics and Management, Ningxia University, Yinchuan 750021, China)

  • Muhammad Asghar Khan

    (School of Economics and Management, Panzhihua University, Panzhihua 617000, China)

  • Madad Ali

    (School of Economics and Management, Qujing Normal University, Qujing 655011, China)

  • Sergey Barykin

    (Peter the Great St. Sergey-Barykin—Graduate School of Science and Trade, Petersburg Polytechnic University, 195251 St. Petersburg, Russia)

  • Agha Jahanzeb

    (Department of Business Administration, Sukkur IBA University, Sukkur 65200, Pakistan)

Abstract

A rapidly graying population has coincided with the widespread use of information technology (IT) since the turn of the 20th century. As the elderly are less familiar with IT, paying attention to the acceptance of the rapidly evolving digital marketing ecosystem is essential. Engagement with consumers and M-technologies is one of the most significant aspects of the digital marketing environment. The technology acceptance model (TAM) and the theory of planned behavior (TPB) were used to develop the theoretical framework of this study. Using technological anxiety as a moderating variable, we tested the theoretical model linking perceived value, subjective norm, effort expectancy, performance expectancy, and self-efficacy to measure older adults’ attitudes and intentions toward M-technology. Sample sizes of 251 respondents were selected with 95% confidence. To analyze the relationships between the variables proposed, structural equation modeling (SEM) was implemented. The results revealed that perceived value positively affects performance expectancy, effort expectancy, self-efficacy, subjective norm, attitude, and intention to adopt M-technology. Furthermore, technology anxiety moderated the effect of intention toward M-technology. The results explain that technology anxiety dampens the positive impact of the attitude of older adults on their intention to adopt M-technology. Managers must address this issue while developing marketing strategies for elderly consumers.

Suggested Citation

  • Bohan Zhang & Li Ying & Muhammad Asghar Khan & Madad Ali & Sergey Barykin & Agha Jahanzeb, 2023. "Sustainable Digital Marketing: Factors of Adoption of M-Technologies by Older Adults in the Chinese Market," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:3:p:1972-:d:1041897
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/3/1972/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/3/1972/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Yunhui Huang & Jaideep Sengupta & Fischer Eileen & Leonard Lee, 2020. "The Influence of Disease Cues on Preference for Typical versus Atypical Products," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 47(3), pages 393-411.
    2. Ace Bombaes, 2018. "Student's Intentions to Use M-Learning: An Empirical Perspective from the Philippines," Business and Economic Research, Macrothink Institute, vol. 8(1), pages 68-83, March.
    3. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    4. Choudrie, Jyoti & Junior, Chike-Obuekwe & McKenna, Brad & Richter, Shahper, 2018. "Understanding and conceptualising the adoption, use and diffusion of mobile banking in older adults: A research agenda and conceptual framework," Journal of Business Research, Elsevier, vol. 88(C), pages 449-465.
    5. Li-Chun Hsu & Kai-Yu Wang & Wen-Hai Chih & Wei-Ching Lin, 2021. "Modeling revenge and avoidance in the mobile service industry: moderation role of technology anxiety," The Service Industries Journal, Taylor & Francis Journals, vol. 41(15-16), pages 1029-1052, December.
    6. Fred D. Davis & Richard P. Bagozzi & Paul R. Warshaw, 1989. "User Acceptance of Computer Technology: A Comparison of Two Theoretical Models," Management Science, INFORMS, vol. 35(8), pages 982-1003, August.
    7. Giao, Ha Nam Khanh & Vuong, Bui Nhat, 2020. "A model of Factors Influencing Behavioral Intention to Use Internet Banking and the Moderating Role of Anxiety: Evidence from Vietnam," OSF Preprints 3rgh6, Center for Open Science.
    8. Thomas W. Valente & Rebecca L. Davis, 1999. "Accelerating the Diffusion of Innovations Using Opinion Leaders," The ANNALS of the American Academy of Political and Social Science, , vol. 566(1), pages 55-67, November.
    9. Elster, Jon, 1989. "Social Norms and Economic Theory," Journal of Economic Perspectives, American Economic Association, vol. 3(4), pages 99-117, Fall.
    10. Parente Stephen L., 1994. "Technology Adoption, Learning-by-Doing, and Economic Growth," Journal of Economic Theory, Elsevier, vol. 63(2), pages 346-369, August.
    11. Mansour Naser Alraja & Samir Hammami & Billal Chikhi & Samia Fekir, 2016. "The Influence of Effort and Performance Expectancy on Employees to Adopt E-government: Evidence from Oman," International Review of Management and Marketing, Econjournals, vol. 6(4), pages 930-934.
    12. Mansour Naser Alraja & Samir Hammami & Billal Chikhi & Samia Fekir, 2016. "The Influence of Effort and Performance Expectancy on Employees to Adopt E-government: Evidence from Oman," International Review of Management and Marketing, Econjournals, vol. 6(4), pages 930-934.
    13. Nilufer Korkmaz Yaylagul & Hande Kirisik & Joana Bernardo & Carina Dantas & Willeke van Staalduinen & Maddalena Illario & Vincenzo De Luca & João Apóstolo & Rosa Silva, 2022. "Trends in Telecare Use among Community-Dwelling Older Adults: A Scoping Review," IJERPH, MDPI, vol. 19(24), pages 1-20, December.
    14. KruegerJR, Norris F. & Reilly, Michael D. & Carsrud, Alan L., 2000. "Competing models of entrepreneurial intentions," Journal of Business Venturing, Elsevier, vol. 15(5-6), pages 411-432.
    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. McLean, Graeme & Osei-Frimpong, Kofi & Al-Nabhani, Khalid & Marriott, Hannah, 2020. "Examining consumer attitudes towards retailers' m-commerce mobile applications – An initial adoption vs. continuous use perspective," Journal of Business Research, Elsevier, vol. 106(C), pages 139-157.
    2. Salman Zulfiqar & Fahad Asmi & Khurram Ejaz Chandia & Binesh Sarwar & Saira Aziz, 2017. "Measuring Entrepreneurial Readiness among Youth in Pakistan through Theory of Planned Behavior (TPB) Based Approach," Business and Economic Research, Macrothink Institute, vol. 7(1), pages 149-167, June.
    3. Amaro, Suzanne & Duarte, Paulo, 2015. "An integrative model of consumers' intentions to purchase travel online," Tourism Management, Elsevier, vol. 46(C), pages 64-79.
    4. Chong, Lee-Lee & Ong, Hway-Boon & Tan, Siow-Hooi, 2021. "Acceptability of mobile stock trading application: A study of young investors in Malaysia," Technology in Society, Elsevier, vol. 64(C).
    5. David Hirschfeld & Marcus Wagner, 2022. "The Interplay of Attitudes, Norms and Control in Sustainable Entrepreneurship: An Experimental Analysis," Sustainability, MDPI, vol. 14(15), pages 1-22, July.
    6. Santiago Carbo-Valverde & Pedro Cuadros-Solas & Francisco Rodríguez-Fernández, 2020. "A machine learning approach to the digitalization of bank customers: Evidence from random and causal forests," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-39, October.
    7. Schmutzler, Jana & Andonova, Veneta & Díaz Serrano, Lluís, 2015. "When culture does (not) matter: role models and self-efficacy as drivers of entrepreneurial behavior," Working Papers 2072/247806, Universitat Rovira i Virgili, Department of Economics.
    8. Brannback, Malin & Krueger, Norris & Carsrud, Alan & Elfving, Jennie, 2007. ""Trying" to be Entrepreneurial," MPRA Paper 8814, University Library of Munich, Germany.
    9. Clara Cardone-Riportella & María José Casasola-Martinez & Isabel Feito-Ruiz, 2014. "Do Entrepreneurs Come From Venus Or Mars? Impact Of Postgraduate Studies: Gender And Family Business Background," Working Papers 14.04, Universidad Pablo de Olavide, Department of Financial Economics and Accounting (former Department of Business Administration), revised Sep 2014.
    10. Messele Kumilachew Aga, 2023. "The mediating role of perceived behavioral control in the relationship between entrepreneurship education and entrepreneurial intentions of university students in Ethiopia," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-18, December.
    11. Muhammad Shahid Qureshi & Saadat Saeed & Syed Waleed Mehmood Wasti, 2016. "The impact of various entrepreneurial interventions during the business plan competition on the entrepreneur identity aspirations of participants," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 6(1), pages 1-18, December.
    12. Hasan, Rajibul & Lowe, Ben & Petrovici, Dan, 2020. "Consumer adoption of pro-poor service innovations in subsistence marketplaces," Journal of Business Research, Elsevier, vol. 121(C), pages 461-475.
    13. Carlos Bazan, 2022. "Effect of the University’s Environment and Support System on Subjective Social Norms as Precursor of the Entrepreneurial Intention of Students," SAGE Open, , vol. 12(4), pages 21582440221, October.
    14. Debora Bettiga & Lucio Lamberti & Emanuele Lettieri, 2020. "Individuals’ adoption of smart technologies for preventive health care: a structural equation modeling approach," Health Care Management Science, Springer, vol. 23(2), pages 203-214, June.
    15. Leonidas A. Zampetakis & Manolis Lerakis & Konstantinos Kafetsios & Vassilis S. Moustakis, 2016. "The moderating role of anticipated affective ambivalence in the formation of entrepreneurial intentions," International Entrepreneurship and Management Journal, Springer, vol. 12(3), pages 815-838, September.
    16. Nosheena Yasir & Nasir Mahmood & Hafiz Shakir Mehmood & Osama Rashid & An Liren, 2021. "The Integrated Role of Personal Values and Theory of Planned Behavior to Form a Sustainable Entrepreneurial Intention," Sustainability, MDPI, vol. 13(16), pages 1-21, August.
    17. Diego Matricano & Mario Sorrentino, 2018. "Gender Equalities in Entrepreneurship: How Close, Or Far, Have We Come in Italy?," International Journal of Business and Management, Canadian Center of Science and Education, vol. 13(3), pages 1-75, February.
    18. Fayolle, Alain & Liñán, Francisco, 2014. "The future of research on entrepreneurial intentions," Journal of Business Research, Elsevier, vol. 67(5), pages 663-666.
    19. Zellweger, Thomas & Sieger, Philipp & Halter, Frank, 2011. "Should I stay or should I go? Career choice intentions of students with family business background," Journal of Business Venturing, Elsevier, vol. 26(5), pages 521-536, September.
    20. Paul Juinn Bing Tan, 2013. "Applying the UTAUT to Understand Factors Affecting the Use of English E-Learning Websites in Taiwan," SAGE Open, , vol. 3(4), pages 21582440135, October.

    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:15:y:2023:i:3:p:1972-:d:1041897. 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.