IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v12y2025i1d10.1057_s41599-025-04777-0.html
   My bibliography  Save this article

From innovativeness to insecurity: unveiling the facets of translation technology use behavior among EFL learners using TRI 2.0

Author

Listed:
  • Junfeng Zhao

    (Guangdong University of Foreign Studies)

  • Xiang Li

    (Guangdong University of Foreign Studies
    Panzhihua University)

  • Zhaoyang Gao

    (Panzhihua University)

Abstract

Translation technologies are essential in supporting English as a Foreign Language (EFL) students by overcoming language barriers and enhancing academic performance. Despite their potential benefits, the actual use behavior of these technologies is underexplored in the existing literature. This study investigates the drivers and inhibitors of translation technology use behavior among college EFL students by pioneering the application of the Technology Readiness Index (TRI) 2.0 framework. A structured questionnaire was administered to 554 junior and senior EFL students across six Chinese universities. Data were analyzed utilizing Partial Least Squares Structural Equation Modeling (PLS-SEM) to evaluate the measurement and structural models and a multigroup analysis (MGA) to examine potential differences based on socioeconomic background. The results showed that optimism positively influenced behavioral intention (β = 0.251, p

Suggested Citation

  • Junfeng Zhao & Xiang Li & Zhaoyang Gao, 2025. "From innovativeness to insecurity: unveiling the facets of translation technology use behavior among EFL learners using TRI 2.0," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-15, December.
  • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04777-0
    DOI: 10.1057/s41599-025-04777-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-025-04777-0
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-025-04777-0?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. Sachin Kamble & Angappa Gunasekaran & Himanshu Arha, 2019. "Understanding the Blockchain technology adoption in supply chains-Indian context," International Journal of Production Research, Taylor & Francis Journals, vol. 57(7), pages 2009-2033, April.
    2. Robinson, Leroy Jr. & Marshall, Greg W. & Stamps, Miriam B., 2005. "Sales force use of technology: antecedents to technology acceptance," Journal of Business Research, Elsevier, vol. 58(12), pages 1623-1631, December.
    3. Markus Blut & Cheng Wang, 2020. "Technology readiness: a meta-analysis of conceptualizations of the construct and its impact on technology usage," Journal of the Academy of Marketing Science, Springer, vol. 48(4), pages 649-669, July.
    4. Ritu Agarwal & Jayesh Prasad, 1998. "A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology," Information Systems Research, INFORMS, vol. 9(2), pages 204-215, June.
    5. Vimala Balakrishnan & Meesha Lini Eesan, 2024. "Enablers and disablers for contactless payment acceptance among Malaysian adults," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    6. Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
    7. Maya Escueta & Andre Joshua Nickow & Philip Oreopoulos & Vincent Quan, 2020. "Upgrading Education with Technology: Insights from Experimental Research," Journal of Economic Literature, American Economic Association, vol. 58(4), pages 897-996, December.
    8. Son, Minhee & Han, Kyesook, 2011. "Beyond the technology adoption: Technology readiness effects on post-adoption behavior," Journal of Business Research, Elsevier, vol. 64(11), pages 1178-1182.
    9. Yukun Hou & Zhonggen Yu, 2023. "RETRACTED ARTICLE: The unified theory of acceptance and use of DingTalk for educational purposes in China: an extended structural equation model," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-12, December.
    10. Heger, Stephanie A. & Papageorge, Nicholas W., 2018. "We should totally open a restaurant: How optimism and overconfidence affect beliefs," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 177-190.
    11. Hirschman, Elizabeth C, 1980. "Innovativeness, Novelty Seeking, and Consumer Creativity," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 7(3), pages 283-295, December.
    12. Basarir-Ozel, Birgul & Nasir, V. Aslihan & Turker, Hande B., 2023. "Determinants of smart home adoption and differences across technology readiness segments," Technological Forecasting and Social Change, Elsevier, vol. 197(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. El Barachi, May & Salim, Taghreed Abu & Nyadzayo, Munyaradzi W. & Mathew, Sujith & Badewi, Amgad & Amankwah-Amoah, Joseph, 2022. "The relationship between citizen readiness and the intention to continuously use smart city services: Mediating effects of satisfaction and discomfort," Technology in Society, Elsevier, vol. 71(C).
    2. Markus Blut & Cheng Wang, 2020. "Technology readiness: a meta-analysis of conceptualizations of the construct and its impact on technology usage," Journal of the Academy of Marketing Science, Springer, vol. 48(4), pages 649-669, July.
    3. Małecka, Agnieszka & Mitręga, Maciej & Mróz-Gorgoń, Barbara & Pfajfar, Gregor, 2022. "Adoption of collaborative consumption as sustainable social innovation: Sociability and novelty seeking perspective," Journal of Business Research, Elsevier, vol. 144(C), pages 163-179.
    4. Domina, Tanya & Lee, Seung-Eun & MacGillivray, Maureen, 2012. "Understanding factors affecting consumer intention to shop in a virtual world," Journal of Retailing and Consumer Services, Elsevier, vol. 19(6), pages 613-620.
    5. Chia-chi Sun & Shih-chi Chang, 2021. "An Examination of the Catalyst for Tapping into Mobile Financial Services in the Post-COVID-19 World," Mathematics, MDPI, vol. 9(16), pages 1-19, August.
    6. Lin, Zhibin & Filieri, Raffaele, 2015. "Airline passengers’ continuance intention towards online check-in services: The role of personal innovativeness and subjective knowledge," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 81(C), pages 158-168.
    7. Kwabena Frimpong & Obaid Al-Shuridah & Alan Wilson & Frederick Asafo-Adjei Sarpong, 2017. "Effect of inherent innovativeness and consumer readiness on attitudes to mobile banking," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 22(4), pages 187-201, December.
    8. Son, Minhee & Han, Kyesook, 2011. "Beyond the technology adoption: Technology readiness effects on post-adoption behavior," Journal of Business Research, Elsevier, vol. 64(11), pages 1178-1182.
    9. Eung-Suk Park & ByungYong Hwang & Kyungwan Ko & Daecheol Kim, 2017. "Consumer Acceptance Analysis of the Home Energy Management System," Sustainability, MDPI, vol. 9(12), pages 1-15, December.
    10. Miao Guo, 2019. "Social Television Viewing with Second Screen Platforms: Antecedents and Consequences," Media and Communication, Cogitatio Press, vol. 7(1), pages 139-152.
    11. Theeralak Satjawathee & Shang-Chun Ma & Shih-Tung Shu & Ching-Hung Chang, 2022. "The Moderating Effect of Self-Efficacy on Fitness Use Innovativeness and Usage Pattern," Sustainability, MDPI, vol. 15(1), pages 1-13, December.
    12. Kim, Jiyeon & Forsythe, Sandra, 2008. "Adoption of Virtual Try-on technology for online apparel shopping," Journal of Interactive Marketing, Elsevier, vol. 22(2), pages 45-59.
    13. Caner Dincer & Banu Dincer, 2015. "Key Factors of Online Customer Satisfaction," International Journal of Academic Research in Business and Social Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Business and Social Sciences, vol. 5(7), pages 97-111, July.
    14. Jan, Ihsan Ullah & Ji, Seonggoo & Kim, Changju, 2023. "What (de) motivates customers to use AI-powered conversational agents for shopping? The extended behavioral reasoning perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    15. Gong, Taeshik, 2025. "Bridging the gap: Exploring the nexus of service robot personalization, customer identification, and citizenship behaviors," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
    16. Truong, Yann, 2013. "A cross-country study of consumer innovativeness and technological service innovation," Journal of Retailing and Consumer Services, Elsevier, vol. 20(1), pages 130-137.
    17. Leroy Robinson, 2017. "Embracing online education: exploring options for success," Journal of Marketing for Higher Education, Taylor & Francis Journals, vol. 27(1), pages 99-111, January.
    18. Lily Chen & Karen Wu, 2014. "Antecedents of intention to use CUSS system: moderating effects of self-efficacy," Service Business, Springer;Pan-Pacific Business Association, vol. 8(4), pages 615-634, December.
    19. Elodie Attié & Lars Meyer-Waarden, 2022. "The acceptance and usage of smart connected objects according to adoption stages: an enhanced technology acceptance model integrating the diffusion of innovation, uses and gratification and privacy ca," Post-Print hal-04065165, HAL.
    20. Henning, Dennis, 2023. "Blockchain Technology Adoption among Consumers: An Analysis of Usage Intention and Application Usefulness," Junior Management Science (JUMS), Junior Management Science e. V., vol. 8(3), pages 798-826.

    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:12:y:2025:i:1:d:10.1057_s41599-025-04777-0. 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.