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Behavioral intention to continuously use learning apps: A comparative study from Taiwan universities

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  • Huang, Duen-Huang
  • Chueh, Hao-En

Abstract

The COVID-19 pandemic has shifted people's attention back to digital learning, and many online courses and digital language learning systems have attracted numerous language learners. This study explored the key factors affecting Japanese language learners’ behavioral intention to continue using Japanese language learning apps. A questionnaire survey was administered to Taiwanese students majored in Applied Japanese in six universities in Taiwan (including four comprehensive and two technology universities) from February 21 to March 20, 2021, and 269 valid responses were collected. The application of this study results may limit to the students of similar learning habits. The data were analyzed from different perspectives and through a multiple regression analysis and fuzzy-set qualitative comparative analysis (fsQCA). The empirical results from fsQCA successfully identify three types of learners: Kinesthetic learners (technology university students), consisting of positive performance expectancy, positive effort expectancy, and positive social influence; Inducible learners (comprehensive university students), who are Kinesthetic learners with negative self-efficacy; and Facilitating learners (comprehensive university students), who are Kinesthetic learners with positive facilitating conditions. The contribution is to determine the key factors in Japanese learners’ intentions to continue using Japanese language learning apps.

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  • Huang, Duen-Huang & Chueh, Hao-En, 2022. "Behavioral intention to continuously use learning apps: A comparative study from Taiwan universities," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    • Handle: RePEc:eee:tefoso:v:177:y:2022:i:c:s0040162522000634
    DOI: 10.1016/j.techfore.2022.121531
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    1. Karina Cicha & Mariia Rizun & Paulina Rutecka & Artur Strzelecki, 2021. "COVID-19 and Higher Education: First-Year Students’ Expectations toward Distance Learning," Sustainability, MDPI, vol. 13(4), pages 1-20, February.
    2. Zhu, Yu-Qian & Alamsyah, Nurwahyu, 2022. "Citizen empowerment and satisfaction with smart city app: Findings from Jakarta," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    3. Sohayla M. El-Sherbiny Attalla & Reem El-Sherbiny & Wafaa A. Mokbel & Rania M. El-Moursy & Ahmed G. Abdel-Wahab, 2012. "Screening of Students’ Intentions to Adopt Mobile - Learning: A Case from Egypt," International Journal of Online Pedagogy and Course Design (IJOPCD), IGI Global, vol. 2(1), pages 65-82, January.
    4. Ehrenhard, Michel & Wijnhoven, Fons & van den Broek, Tijs & Zinck Stagno, Marc, 2017. "Unlocking how start-ups create business value with mobile applications: Development of an App-enabled Business Innovation Cycle," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 26-36.
    5. Pal, Debajyoti & Vanijja, Vajirasak, 2020. "Perceived usability evaluation of Microsoft Teams as an online learning platform during COVID-19 using system usability scale and technology acceptance model in India," Children and Youth Services Review, Elsevier, vol. 119(C).
    6. Beynon, Malcolm & Jones, Paul & Pickernell, David, 2016. "Country-level investigation of innovation investment in manufacturing: Paired fsQCA of two models," Journal of Business Research, Elsevier, vol. 69(11), pages 5401-5407.
    7. Hsu, Chin-Lung & Lin, Judy Chuan-Chuan, 2016. "Effect of perceived value and social influences on mobile app stickiness and in-app purchase intention," Technological Forecasting and Social Change, Elsevier, vol. 108(C), pages 42-53.
    8. Hasan, Najmul & Bao, Yukun, 2020. "Impact of “e-Learning crack-up” perception on psychological distress among college students during COVID-19 pandemic: A mediating role of “fear of academic year loss”," Children and Youth Services Review, Elsevier, vol. 118(C).
    9. Pappas, Ilias O. & Woodside, Arch G., 2021. "Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing," International Journal of Information Management, Elsevier, vol. 58(C).
    10. Kapasia, Nanigopal & Paul, Pintu & Roy, Avijit & Saha, Jay & Zaveri, Ankita & Mallick, Rahul & Barman, Bikash & Das, Prabir & Chouhan, Pradip, 2020. "Impact of lockdown on learning status of undergraduate and postgraduate students during COVID-19 pandemic in West Bengal, India," Children and Youth Services Review, Elsevier, vol. 116(C).
    11. Chen, Chun-Shuo & Yu, Chih-Ching & Hu, Jer-San, 2018. "Constructing performance measurement indicators to suggested corporate environmental responsibility framework," Technological Forecasting and Social Change, Elsevier, vol. 135(C), pages 33-43.
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