IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v10y2023i1d10.1057_s41599-023-02221-9.html
   My bibliography  Save this article

Using SOR framework to explore the driving factors of older adults smartphone use behavior

Author

Listed:
  • Tianyang Huang

    (Guangdong Ocean University)

Abstract

At a time when the population is aging and the digital divide among older adults is becoming increasingly prominent, the research on the smartphone use behavior of the older adult in China is slightly insufficient. Therefore, this study aims to develop a smartphone acceptance model for older adults in China to predict the factors of their behavioral intention to use smartphones. Using Stimulus-organism-response (SOR) theory as the framework, planned behavior theory, self-efficacy theory and technology acceptance model as the theoretical basis, and employed a mixed quantitative and qualitative research approach to analyze the data from 244 older adults using structural equation modeling. The results show that technology anxiety, subjective norms, self-efficacy, perceived usefulness, facilitating conditions, and perceived ease of use had significant effects on the behavioral intention smartphones among older adults. In addition, perceived usefulness was directly influenced by subjective norms and perceived ease of use, facilitating conditions significantly influenced perceived ease of use and self-efficacy, and subjective norms and self-efficacy significantly affect technology anxiety. This study expanded the applicability of SOR framework, further expanded the technology acceptance model, and enriched the theory of smart phone use behavior of older adults users. The results of this study provide a valuable theoretical framework for the study on older adults users’ behaviors and have implications for the design and marketing of smartphones with high acceptancy from older adults.

Suggested Citation

  • Tianyang Huang, 2023. "Using SOR framework to explore the driving factors of older adults smartphone use behavior," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-16, December.
  • Handle: RePEc:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-02221-9
    DOI: 10.1057/s41599-023-02221-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-023-02221-9
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-023-02221-9?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. Nastasia Griffioen & Hanneke Scholten & Anna Lichtwarck-Aschoff & Marieke Rooij & Isabela Granic, 2021. "Everyone does it—differently: A window into emerging adults’ smartphone use," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-11, December.
    2. Kumar, Sushant & Dhir, Amandeep & Talwar, Shalini & Chakraborty, Debarun & Kaur, Puneet, 2021. "What drives brand love for natural products? The moderating role of household size," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    3. Ganesh Dash & Syed Akmal & Prashant Mehta & Debarun Chakraborty, 2022. "COVID-19 and E-Learning Adoption in Higher Education: A Multi-Group Analysis and Recommendation," Sustainability, MDPI, vol. 14(14), pages 1-20, July.
    4. Zhaorui Wang & Zuwang Chu, 2023. "Examination of Higher Education Teachers’ Self-Perception of Digital Competence, Self-Efficacy, and Facilitating Conditions: An Empirical Study in the Context of China," Sustainability, MDPI, vol. 15(14), pages 1-22, July.
    5. Jyoti Choudrie & Sutee Pheeraphuttranghkoon & Soheil Davari, 2020. "The Digital Divide and Older Adult Population Adoption, Use and Diffusion of Mobile Phones: a Quantitative Study," Information Systems Frontiers, Springer, vol. 22(3), pages 673-695, June.
    6. Xin Yi Chan & Muhammad Khalilur Rahman & Abdullah Al Mamun & Anas A. Salameh & Wan Mohd Hirwani Wan Hussain & Syed Shah Alam, 2022. "Predicting the Intention and Adoption of Mobile Shopping During the COVID-19 Lockdown in Malaysia," SAGE Open, , vol. 12(2), pages 21582440221, April.
    7. Meuter, Matthew L. & Ostrom, Amy L. & Bitner, Mary Jo & Roundtree, Robert, 2003. "The influence of technology anxiety on consumer use and experiences with self-service technologies," Journal of Business Research, Elsevier, vol. 56(11), pages 899-906, November.
    8. Leyla Dogruel & Sven Joeckel & Nicholas D. Bowman, 2015. "The use and acceptance of new media entertainment technology by elderly users: development of an expanded technology acceptance model," Behaviour and Information Technology, Taylor & Francis Journals, vol. 34(11), pages 1052-1063, November.
    9. Charlie Chen & Shanshan Lou & Laddawan Kaewkitipong, 2022. "Online social anxiety and mobile instant messaging adoption and continuance usage intention: How does it relate to social, technical, and mobility factors?," Cogent Business & Management, Taylor & Francis Journals, vol. 9(1), pages 2133632-213, December.
    10. Yulin Hswen & Ulrich Nguemdjo & Elad Yom-Tov & Gregory M Marcus & Bruno Ventelou, 2022. "Individuals’ willingness to provide geospatial global positioning system (GPS) data from their smartphone during the COVID-19 pandemic," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-8, December.
    11. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    12. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    13. Viswanath Venkatesh & Fred D. Davis, 2000. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, INFORMS, vol. 46(2), pages 186-204, February.
    14. Alaa M. Momani & Wael M. Yafooz & Mamoun M. Jamous, 2018. "The Influence of Enjoyment Factor Toward the Acceptance of Social Commerce," International Journal of E-Business Research (IJEBR), IGI Global, vol. 14(2), pages 76-86, April.
    15. Yulin Hswen & Ulrich Nguemdjo & Elad Yom-Tov & Gregory M Marcus & Bruno Ventelou, 2022. "Correction: Individuals’ willingness to provide geospatial global positioning system (GPS) data from their smartphone during the COVID-19 pandemic," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-1, December.
    16. Kuttimani Tamilmani & Nripendra P. Rana & Yogesh K. Dwivedi, 2021. "Consumer Acceptance and Use of Information Technology: A Meta-Analytic Evaluation of UTAUT2," Information Systems Frontiers, Springer, vol. 23(4), pages 987-1005, August.
    17. Nisar Ahmed Dahri & Waleed Mugahed Al-Rahmi & Abeer S. Almogren & Noraffandy Yahaya & Muhammad Saleem Vighio & Qusay Al-maatuok & Ali Mugahed Al-Rahmi & Ahmad Samed Al-Adwan, 2023. "Acceptance of Mobile Learning Technology by Teachers: Influencing Mobile Self-Efficacy and 21st-Century Skills-Based Training," Sustainability, MDPI, vol. 15(11), pages 1-22, May.
    18. Perez-Vega, Rodrigo & Kaartemo, Valtteri & Lages, Cristiana R. & Borghei Razavi, Niloofar & Männistö, Jaakko, 2021. "Reshaping the contexts of online customer engagement behavior via artificial intelligence: A conceptual framework," Journal of Business Research, Elsevier, vol. 129(C), pages 902-910.
    19. Kim, Minseong, 2021. "A psychological approach to Bitcoin usage behavior in the era of COVID-19: Focusing on the role of attitudes toward money," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    20. Sun, Jia & Chen, Po-Ju & Ren, Lianping & Shih, Erin Hui-Wen & Ma, Caiwei & Wang, Han & Ha, Nhu-Hang, 2021. "Place attachment to pseudo establishments: An application of the stimulus-organism-response paradigm to themed hotels," Journal of Business Research, Elsevier, vol. 129(C), pages 484-494.
    21. Phaik Khee Beh & Yuvaraj Ganesan & Mohammad Iranmanesh & Behzad Foroughi, 2021. "Using smartwatches for fitness and health monitoring: the UTAUT2 combined with threat appraisal as moderators," Behaviour and Information Technology, Taylor & Francis Journals, vol. 40(3), pages 282-299, February.
    22. Shaoxiong Fu & Xiaoyu Chen & Han Zheng, 2021. "Exploring an adverse impact of smartphone overuse on academic performance via health issues: a stimulus-organism-response perspective," Behaviour and Information Technology, Taylor & Francis Journals, vol. 40(7), pages 663-675, May.
    23. Ashraf, Abdul R. & Thongpapanl Tek, Narongsak & Anwar, Ali & Lapa, Luciano & Venkatesh, Viswanath, 2021. "Perceived values and motivations influencing m-commerce use: A nine-country comparative study," International Journal of Information Management, Elsevier, vol. 59(C).
    24. Anastasia Theodorou & Leonidas Hatzithomas & Thomas Fotiadis & Anastasios Diamantidis & Antonios Gasteratos, 2023. "The Impact of the COVID-19 Pandemic on Online Consumer Behavior: Applying the Theory of Planned Behavior," Sustainability, MDPI, vol. 15(3), pages 1-17, January.
    25. Untung Rahardja & Claudia Teresa Sigalingging & Panca O. Hadi Putra & Achmad Nizar Hidayanto & Kongkiti Phusavat, 2023. "The Impact of Mobile Payment Application Design and Performance Attributes on Consumer Emotions and Continuance Intention," SAGE Open, , vol. 13(1), pages 21582440231, March.
    26. Maduku, Daniel K. & Thusi, Philile, 2023. "Understanding consumers' mobile shopping continuance intention: New perspectives from South Africa," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    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. Yu Wang & Shanyong Wang & Jing Wang & Jiuchang Wei & Chenglin Wang, 2020. "An empirical study of consumers’ intention to use ride-sharing services: using an extended technology acceptance model," Transportation, Springer, vol. 47(1), pages 397-415, February.
    2. Jinkyung Jenny Kim & Heesup Han, 2022. "Hotel Service Innovation with Smart Technologies: Exploring Consumers’ Readiness and Behaviors," Sustainability, MDPI, vol. 14(10), pages 1-15, May.
    3. Taneja, Shilpa & Ali, Liaqat, 2021. "Determinants of customers’ intentions towards environmentally sustainable banking: Testing the structural model," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
    4. Han, Liu & Wang, Shanyong & Zhao, Dingtao & Li, Jun, 2017. "The intention to adopt electric vehicles: Driven by functional and non-functional values," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 185-197.
    5. Wang, Shanyong & Wang, Jing & Lin, Shoufu & Li, Jun, 2020. "How and when does information publicity affect public acceptance of nuclear energy?," Energy, Elsevier, vol. 198(C).
    6. Sudarsan Jayasingh & T. Girija & Sivakumar Arunkumar, 2021. "Factors Influencing Consumers’ Purchase Intention towards Electric Two-Wheelers," Sustainability, MDPI, vol. 13(22), pages 1-20, November.
    7. Jaiswal, Deepak & Deshmukh, Arun Kumar & Thaichon, Park, 2022. "Who will adopt electric vehicles? Segmenting and exemplifying potential buyer heterogeneity and forthcoming research," Journal of Retailing and Consumer Services, Elsevier, vol. 67(C).
    8. Cruz-Jesus, Frederico & Figueira-Alves, Hugo & Tam, Carlos & Pinto, Diego Costa & Oliveira, Tiago & Venkatesh, Viswanath, 2023. "Pragmatic and idealistic reasons: What drives electric vehicle drivers' satisfaction and continuance intention?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    9. Jaiswal, Deepak & Kaushal, Vikrant & Kant, Rishi & Kumar Singh, Pankaj, 2021. "Consumer adoption intention for electric vehicles: Insights and evidence from Indian sustainable transportation," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    10. Zhihui Wang & Liangzhen Nie & Eila Jeronen & Lihua Xu & Meiai Chen, 2023. "Understanding the Environmentally Sustainable Behavior of Chinese University Students as Tourists: An Integrative Framework," IJERPH, MDPI, vol. 20(4), pages 1-17, February.
    11. 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).
    12. Chun-Hsi Vivian Chen & Yu-Cheng Chen, 2021. "Assessment of Enhancing Employee Engagement in Energy-Saving Behavior at Workplace: An Empirical Study," Sustainability, MDPI, vol. 13(5), pages 1-18, February.
    13. Wei Zheng & Hongliang Qiu & Alastair M. Morrison, 2023. "Applying a Combination of SEM and fsQCA to Predict Tourist Resource-Saving Behavioral Intentions in Rural Tourism: An Extension of the Theory of Planned Behavior," IJERPH, MDPI, vol. 20(2), pages 1-23, January.
    14. Tuğba Yeğin & Muhammad Ikram, 2022. "Analysis of Consumers’ Electric Vehicle Purchase Intentions: An Expansion of the Theory of Planned Behavior," Sustainability, MDPI, vol. 14(19), pages 1-27, September.
    15. 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.
    16. Long, Xingle & Chen, Yaqiong & Du, Jianguo & Oh, Keunyeob & Han, Insoo, 2017. "Environmental innovation and its impact on economic and environmental performance: Evidence from Korean-owned firms in China," Energy Policy, Elsevier, vol. 107(C), pages 131-137.
    17. Siti Salwa Mohd Ishak & Sidney Newton, 2018. "Testing a Model of User Resistance Towards Technology Adoption in Construction Organizations," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 15(06), pages 1-27, December.
    18. Faqih, Khaled M.S., 2016. "An empirical analysis of factors predicting the behavioral intention to adopt Internet shopping technology among non-shoppers in a developing country context: Does gender matter?," Journal of Retailing and Consumer Services, Elsevier, vol. 30(C), pages 140-164.
    19. Shah, Sayed Kifayat & Zhongjun, Tang & Sattar, Abdul & XinHao, Zhou, 2021. "Consumer's intention to purchase 5G: Do environmental awareness, environmental knowledge and health consciousness attitude matter?," Technology in Society, Elsevier, vol. 65(C).
    20. Chien-Chi Lin & Chih-Ming Dong, 2023. "Exploring Consumers’ Purchase Intention on Energy-Efficient Home Appliances: Integrating the Theory of Planned Behavior, Perceived Value Theory, and Environmental Awareness," Energies, MDPI, vol. 16(6), pages 1-16, March.

    More about this item

    Statistics

    Access and download statistics

    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:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-02221-9. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: https://www.nature.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.