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Extending the technology acceptance model (TAM): Factors influencing behavioural intentions of investors to use the advice of finfluencers

Author

Listed:
  • Chandani, Arti
  • Sanghvi, Manisha
  • Wagholikar, Smita
  • Pathak, Mohit
  • Bagade, Sonali
  • Ubarhande, Prashant
  • Saini, Udita

Abstract

Financial Influencers (Finfluencers) have a considerable influence on investment advice, and they use multiple social media platforms to reach target audience. Using Technology Acceptance Model (TAM), the study aims to understand how Perceived Usefulness (PU), Perceived Ease of Use (PEoU), Perceived Awareness (PA), and Subjective Norms (SN) influence the investors' Behavioural Intention (BI) to adopt the recommendations of Finfluencers. We also used Age, Gender, Education Qualification (EQ), and Investment Experience (IE) as the moderating variables. A quantitative research design was adopted, and data was collected from 442 retail investors in India which was analysed using PLS-SEM. Our findings show that PU and PEoU have a significant influence on the intention to adopt the advice of Finfluencers. PU partially mediates the relationship between PEoU and BI. The findings are useful to the regulator for granting license to them as well as to the Finfluencers to offer independent investment advice to build trust among the investors.

Suggested Citation

  • Chandani, Arti & Sanghvi, Manisha & Wagholikar, Smita & Pathak, Mohit & Bagade, Sonali & Ubarhande, Prashant & Saini, Udita, 2025. "Extending the technology acceptance model (TAM): Factors influencing behavioural intentions of investors to use the advice of finfluencers," Journal of Behavioral and Experimental Finance, Elsevier, vol. 47(C).
  • Handle: RePEc:eee:beexfi:v:47:y:2025:i:c:s2214635025000735
    DOI: 10.1016/j.jbef.2025.101092
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    as
    1. Sharma, Manisha & Banerjee, Subhojit & Paul, Justin, 2022. "Role of social media on mobile banking adoption among consumers," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    2. Lashitew, Addisu A. & van Tulder, Rob & Liasse, Yann, 2019. "Mobile phones for financial inclusion: What explains the diffusion of mobile money innovations?," Research Policy, Elsevier, vol. 48(5), pages 1201-1215.
    3. Shareef, Mahmud Akhter & Baabdullah, Abdullah & Dutta, Shantanu & Kumar, Vinod & Dwivedi, Yogesh K., 2018. "Consumer adoption of mobile banking services: An empirical examination of factors according to adoption stages," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 54-67.
    4. Yang Tian & Tak Jie Chan, 2024. "Predictors of Mobile Payment Use Applications from the Extended Technology Acceptance Model: Does Self-Efficacy and Trust Matter?," SAGE Open, , vol. 14(4), pages 21582440241, October.
    5. Mölders, Marius & Bock, Lennart & Barrantes, Eloy & Zülch, Henning, 2025. "Understanding finfluencers: Roles and strategic partnerships in retail investor engagement," Journal of Business Research, Elsevier, vol. 198(C).
    6. Daniel Broby, 2021. "Financial technology and the future of banking," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-19, December.
    7. Luigi Wewege & Jeo Lee & Michael C. Thomsett, 2020. "Disruptions and Digital Banking Trends," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 10(6), pages 1-2.
    8. Rabindra Kumar Jena, 2025. "Factors Influencing the Adoption of FinTech for the Enhancement of Financial Inclusion in Rural India Using a Mixed Methods Approach," JRFM, MDPI, vol. 18(3), pages 1-25, March.
    9. Milan Yadav & Subramanian Shanmugam, 2024. "Factors Influencing Behavioral Intentions to Use Digital Lending: An Extension of TAM Model," Jindal Journal of Business Research, , vol. 13(2), pages 213-226, December.
    10. Sandeep Singh & Atul Kumar, 2024. "Investing in the future: an integrated model for analysing user attitudes towards Robo-advisory services with AI integration," Vilakshan - XIMB Journal of Management, Emerald Group Publishing Limited, vol. 22(1), pages 158-175, September.
    11. Ibrahim Arpaci, 2020. "The Influence of Social Interactions and Subjective Norms on Social Media Postings," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 19(03), pages 1-10, September.
    12. Fan, Xiaoming, 2024. "Fintech platforms and information service quality from the perspective of investor cognition," Technology in Society, Elsevier, vol. 77(C).
    13. Peter, J Paul & Tarpey, Lawrence X, Sr, 1975. "A Comparative Analysis of Three Consumer Decision Strategies," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 2(1), pages 29-37, June.
    14. Daragmeh, Ahmad & Lentner, Csaba & Sági, Judit, 2021. "FinTech payments in the era of COVID-19: Factors influencing behavioral intentions of “Generation X” in Hungary to use mobile payment," Journal of Behavioral and Experimental Finance, Elsevier, vol. 32(C).
    15. Anjali Chopra & Vrushali Avhad & and Sonali Jaju, 2021. "Influencer Marketing: An Exploratory Study to Identify Antecedents of Consumer Behavior of Millennial," Business Perspectives and Research, , vol. 9(1), pages 77-91, January.
    16. Weidong Huo & Wang Xiohui & Muhammad Zulfiqar & Ahmed Chand & Muhammad Rizwan Ullah, 2024. "Communication dynamics: Fintech’s role in promoting sustainable cashless transactions," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
    17. Mahfuzur Rahman & Teoh Hui Ming & Tarannum Azim Baigh & Moniruzzaman Sarker, 2021. "Adoption of artificial intelligence in banking services: an empirical analysis," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 18(10), pages 4270-4300, December.
    18. Steffen Westermann & Scott J. Niblock & Jennifer L. Harrison & Michael A. Kortt, 2020. "Financial Advice Seeking: A Review of the Barriers and Benefits," Economic Papers, The Economic Society of Australia, vol. 39(4), pages 367-388, December.
    19. Jünger, Moritz & Mietzner, Mark, 2020. "Banking goes digital: The adoption of FinTech services by German households," Finance Research Letters, Elsevier, vol. 34(C).
    20. Sujeet Kumar Sharma, 2019. "Integrating cognitive antecedents into TAM to explain mobile banking behavioral intention: A SEM-neural network modeling," Information Systems Frontiers, Springer, vol. 21(4), pages 815-827, August.
    21. Blanco-Oliver Antonio & Lara-Rubio Juan & Irimia-Diéguez Ana & Liébana-Cabanillas Francisco, 2024. "Examining user behavior with machine learning for effective mobile peer-to-peer payment adoption," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 10(1), pages 1-30, December.
    22. Hornuf, Lars & Safari, Kulondwa & Voshaar, Johannes, 2025. "Mobile fintech adoption in Sub-Saharan Africa: A systematic literature review and meta-analysis," Research in International Business and Finance, Elsevier, vol. 73(PA).
    23. Itay Goldstein & Wei Jiang & G Andrew Karolyi, 2019. "To FinTech and Beyond," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1647-1661.
    24. Phan Dai Thich, 2021. "A Study on Behavior Intention to Adopt Mobile Banking Apps," International Journal of E-Services and Mobile Applications (IJESMA), IGI Global Scientific Publishing, vol. 13(2), pages 60-72, April.
    25. Nicole Walzhofer & Marcus Riekeberg & Florian Follert, 2022. "From White Collar to Influencer Marketing? How Banks Can Reach Young Customers," IJFS, MDPI, vol. 10(3), pages 1-26, September.
    26. V.V. Ravi Kumar & Anurag Lall & Tanmay Mane, 2017. "Extending the TAM Model: Intention of Management Students to Use Mobile Banking: Evidence from India," Global Business Review, International Management Institute, vol. 18(1), pages 238-249, February.
    27. Inna Romānova & Marina Kudinska, 2016. "Banking and Fintech: A Challenge or Opportunity?," Contemporary Studies in Economic and Financial Analysis, in: Contemporary Issues in Finance: Current Challenges from Across Europe, volume 98, pages 21-35, Emerald Group Publishing Limited.
    28. Zhen Z. Sullivan & Patricia J. Holahan & Jing Ma, 2022. "Adopting technological innovations in work organisations: the role of attitude, subjective norm, and procedural fairness," International Journal of Business Information Systems, Inderscience Enterprises Ltd, vol. 40(3), pages 357-375.
    29. Jen Sheng Wang, 2021. "Exploring biometric identification in FinTech applications based on the modified TAM," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-24, December.
    30. Gupta, Somya & Hassen, Majdi & Pandey, Dharen Kumar & Sahu, Ganesh P., 2024. "Cognitive, affective, and normative factors affecting digital insurance adoption among persons with disabilities: A two-stage SEM-ANN analysis," Global Finance Journal, Elsevier, vol. 63(C).
    31. Norhazimah Che Hassan & Aisyah Abdul-Rahman & Siti Ngayesah Ab. Hamid & Syajarul Imna Mohd Amin, 2024. "What factors affecting investment decision? The moderating role of fintech self-efficacy," PLOS ONE, Public Library of Science, vol. 19(4), pages 1-25, April.
    32. Deepak Mishra & Naveen Agarwal & Sanawi Sharahiley & Vinay Kandpal, 2024. "Digital Financial Literacy and Its Impact on Financial Decision-Making of Women: Evidence from India," JRFM, MDPI, vol. 17(10), pages 1-23, October.
    33. Simran Jit Kaur & Liaqat Ali & M. Kabir Hassan & Md Al-Emran, 2021. "Adoption of digital banking channels in an emerging economy: exploring the role of in-branch efforts," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 26(2), pages 107-121, June.
    34. Tarak Nath Sahu & Sudarshan Maity, 2023. "Mobile banking a new banking model: an empirical investigation of financial innovation," International Journal of Business Innovation and Research, Inderscience Enterprises Ltd, vol. 32(2), pages 188-206.
    35. Hadeel Elmousa & Wong Foong Yee & Jun-Hwa Cheah, 2024. "Effectiveness of social media influencers and their impact on customers' attitudes and buying intention," International Journal of Internet Marketing and Advertising, Inderscience Enterprises Ltd, vol. 20(1), pages 26-49.
    36. Hung-Yu Chen & Raofeng Guo & Chin-Chao Hung & Zong-Han Lin & Mengshan Wu, 2023. "Behavioral Intentions of Bank Employees to Implement Green Finance," Sustainability, MDPI, vol. 15(15), pages 1-20, July.
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    Keywords

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    JEL classification:

    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • G53 - Financial Economics - - Household Finance - - - Financial Literacy
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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