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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
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    References listed on IDEAS

    as
    1. Parente Stephen L., 1994. "Technology Adoption, Learning-by-Doing, and Economic Growth," Journal of Economic Theory, Elsevier, vol. 63(2), pages 346-369, August.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    7. 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.
    8. 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.
    9. 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.
    10. Elster, Jon, 1989. "Social Norms and Economic Theory," Journal of Economic Perspectives, American Economic Association, vol. 3(4), pages 99-117, Fall.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
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