- Ajzen, I. Attitude Structure and Behavior. In Attitude Structure and Function; Lawrence Erlbaum Associates, Inc.: Mahwah, NJ, USA, 1989; pp. 241–274.
Paper not yet in RePEc: Add citation now
- Ajzen, I.; Fishbein, M. Understanding Attitudes and Predicting Social Behavior; Prentice-Hall: Hoboken, NJ, USA, 1980.
Paper not yet in RePEc: Add citation now
- Akar, E.; Mardikyan, S. Analyzing factors affecting users’ behavior intention to use social media: Twitter case. Int. J. Bus. Soc. Sci. 2014, 5, 85–95.
Paper not yet in RePEc: Add citation now
- Alsharida, R.; Hammood, M.; Al-Emran, M. Mobile Learning Adoption: A Systematic Review of the Technology Acceptance Model from 2017 to 2020. Int. J. Emerg. Technol. Learn. 2021, 16, 147–162. [CrossRef]
Paper not yet in RePEc: Add citation now
- Alyoussef, I. An empirical investigation on students’ acceptance of (SM) use for teaching and learning. Int. J. Emerg. Technol. Learn. 2020, 15, 158–178. [CrossRef]
Paper not yet in RePEc: Add citation now
- Amo, D.; Gómez, P.; Hernández-Ibáñez, L.; Fonseca, D. Educational warehouse: Modular, private and secure cloudable architecture system for educational data storage, analysis and access. Appl. Sci. 2021, 11, 806. [CrossRef]
Paper not yet in RePEc: Add citation now
- Baek, C.; Doleck, T. Educational data mining versus learning analytics: A review of publications from 2015 to 2019. Interact. Learn. Environ. 2021, 1–23. [CrossRef]
Paper not yet in RePEc: Add citation now
- Barrot, J.S. Social media as a language learning environment: A systematic review of the literature (2008–2019). Comput. Assist. Lang. Learn. 2022, 35, 2534–2562. [CrossRef]
Paper not yet in RePEc: Add citation now
- Boukes, M. Social network sites and acquiring current affairs knowledge: The impact of Twitter and Facebook usage on learning about the news. J. Inf. Technol. Politics 2019, 16, 36–51. [CrossRef]
Paper not yet in RePEc: Add citation now
- Center, T.N.I. 2019 Taiwan Internet Report. 2019. Available online: https://www.twnic.tw/doc/twrp/201912e.pdf (accessed on 9 September 2022). (In Chinese)
Paper not yet in RePEc: Add citation now
Cigno, A.; Luporini, A. Scholarships or student loans? Subsidizing higher education in the presence of moral hazard. J. Public Econ. Theory 2009, 11, 55–87. [CrossRef]
- Cronbach, L.J. Essentials of Psychological Testing. Harper & Row: New York, NY, USA, 1970. Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
Paper not yet in RePEc: Add citation now
- Cuesta-Valiño, P.; Gutiérrez-Rodríguez, P.; Núnez-Barriopedro, E. The role of consumer happiness in brand loyalty: A model of the satisfaction and brand image in fashion. Corp. Gov. 2021, 22, 458–473. [CrossRef]
Paper not yet in RePEc: Add citation now
Dash, G.; Chakraborty, D. Digital transformation of marketing strategies during a pandemic: Evidence from an emerging economy during COVID-19. Sustainability 2021, 13, 6735. [CrossRef] Sustainability 2023, 15, 2676 14 of 15
Davis, F.D.; Bagozzi, R.P.; Warshaw, P.R. User acceptance of computer technology: A comparison of two theoretical models. Manag. Sci. 1989, 35, 982–1003. [CrossRef]
- Doherty, N.A.; Posey, L.L. On the value of a checkup: Adverse selection, moral hazard and the value of information. J. Risk Insur. 1998, 65, 189–211. [CrossRef]
Paper not yet in RePEc: Add citation now
- Evans, C. Twitter for teaching: Can social media be used to enhance the process of learning? Br. J. Educ. Technol. 2014, 45, 902–915. [CrossRef]
Paper not yet in RePEc: Add citation now
- Feng, G.; Fan, M.; Chen, Y. Analysis and Prediction of Students’ Academic Performance Based on Educational Data Mining. IEEE Access 2022, 10, 19558–19571. [CrossRef]
Paper not yet in RePEc: Add citation now
Feroz, A.K.; Zo, H.; Chiravuri, A. Digital transformation and environmental sustainability: A review and research agenda. Sustainability 2021, 13, 1530. [CrossRef]
Fleurbaey, M.; Gary-Bobo, R.J.; Maguain, D. Education, distributive justice, and adverse selection. J. Public Econ. 2002, 84, 113–150. [CrossRef]
- Fonseca, D.; García-Peñalvo, F.J.; Camba, J.D. New methods and technologies for enhancing usability and accessibility of educational data. Univers. Access Inf. Soc. 2021, 20, 421–427. [CrossRef]
Paper not yet in RePEc: Add citation now
- Fuchs, C. Social Media: A Critical Introduction; Sage: Thousand Oaks, CA, USA, 2021. [CrossRef]
Paper not yet in RePEc: Add citation now
- Habuchi, I. Social Media Usage and Translocality Among Japanese Young Adults. In The Second Offline; Springer: Singapore, 2021; pp. 245–261. [CrossRef]
Paper not yet in RePEc: Add citation now
- Hashim, K.F.; Rashid, A.; Atalla, S. Social Media for Teaching and Learning within Higher Education Institution: A Bibliometric Analysis of the Literature (2008–2018). Int. J. Interact. Mob. Technol. 2018, 12, 4–19. [CrossRef]
Paper not yet in RePEc: Add citation now
Hellemans, J.; Willems, K.; Brengman, M. Daily Active Users of Social Network Sites: Facebook, Twitter, and Instagram-Use Compared to General Social Network Site Use. In Advances in Digital Marketing and Ecommerce; Springer: Berlin/Heidelberg, Germany, 2020; pp. 194–202. [CrossRef] Sustainability 2023, 15, 2676 15 of 15
- Khan, A.; Ghosh, S.K. Student performance analysis and prediction in classroom learning: A review of educational data mining studies. Educ. Inf. Technol. 2021, 26, 205–240. [CrossRef]
Paper not yet in RePEc: Add citation now
- Khan, M.N.; Ashraf, M.A.; Seinen, D.; Khan, K.U.; Laar, R.A. Social media for knowledge acquisition and dissemination: The impact of the COVID-19 pandemic on collaborative learning driven social media adoption. Front. Psychol. 2021, 12, 648253. [CrossRef]
Paper not yet in RePEc: Add citation now
- Kircaburun, K.; Alhabash, S.; Tosuntaş, Ş.B.; Griffiths, M.D. Uses and gratifications of problematic social media use among university students: A simultaneous examination of the Big Five of personality traits, social media platforms, and social media use motives. Int. J. Ment. Health Addict. 2020, 18, 525–547. [CrossRef]
Paper not yet in RePEc: Add citation now
- Kivistö, J. The government-higher education institution relationship: Theoretical considerations from the perspective of agency theory. Tert. Educ. Manag. 2005, 11, 1–17. [CrossRef]
Paper not yet in RePEc: Add citation now
Klein, T.J.; Lambertz, C.; Stahl, K.O. Market transparency, adverse selection, and moral hazard. J. Political Econ. 2016, 124, 1677–1713. [CrossRef]
- Klein, V.B.; Todesco, J.L. COVID-19 crisis andSMEs responses: The role of digital transformation. Knowl. Process. Manag. 2021, 28, 117–133. [CrossRef]
Paper not yet in RePEc: Add citation now
- Kolhar, M.; Kazi, R.N.A.; Alameen, A. Effect of social media use on learning, social interactions, and sleep duration among university students. Saudi J. Biol. Sci. 2021, 28, 2216–2222. [CrossRef] [PubMed]
Paper not yet in RePEc: Add citation now
- Liu, Y. Social media tools as a learning resource. J. Educ. Technol. Dev. Exch. 2010, 3, 8. [CrossRef]
Paper not yet in RePEc: Add citation now
- Madden, T.J.; Ellen, P.S.; Ajzen, I. A comparison of the theory of planned behavior and the theory of reasoned action. Pers. Soc. Psychol. Bull. 1992, 18, 3–9. [CrossRef]
Paper not yet in RePEc: Add citation now
- Mishra, D.P.; Heide, J.B.; Cort, S.G. Information asymmetry and levels of agency relationships. J. Mark. Res. 1998, 35, 277–295. [CrossRef]
Paper not yet in RePEc: Add citation now
- Nguyen, H.T.H.; Van Pham, H.; Vu, N.H.; Hoang, H.T. Factors Influencing Students’ Intention to Use E-learning System: A Case Study Conducted in Vietnam. Int. J. Emerg. Technol. Learn. 2020, 15, 165–182. [CrossRef]
Paper not yet in RePEc: Add citation now
Oppedisano, V. The (adverse) effects of expanding higher education: Evidence from Italy. Econ. Educ. Rev. 2011, 30, 997–1008. [CrossRef]
- Peñalvo, F.J.G. Digital transformation in the universities: Implications of the COVID-19 pandemic. Educ. Knowl. Soc. 2021, 22, e25465. [CrossRef]
Paper not yet in RePEc: Add citation now
- Rajeh, M.T.; Sembawa, S.N.; Nassar, A.A.; Al Hebshi, S.A.; Aboalshamat, K.T.; Badri, M.K. Social media as a learning tool: Dental students’ perspectives. J. Dent. Educ. 2021, 85, 513–520. [CrossRef] [PubMed]
Paper not yet in RePEc: Add citation now
- Ramaswami, G.; Susnjak, T.; Mathrani, A. On Developing Generic Models for Predicting Student Outcomes in Educational Data Mining. Big Data Cogn. Comput. 2022, 6, 6. [CrossRef]
Paper not yet in RePEc: Add citation now
- Rauniar, R.; Rawski, G.; Johnson, B.; Yang, J. Social media user satisfaction—Theory development and research findings. J. Internet Commer. 2013, 12, 195–224. [CrossRef]
Paper not yet in RePEc: Add citation now
- Sailunaz, K.; Alhajj, R. Emotion and sentiment analysis from Twitter text. J. Comput. Sci. 2019, 36, 101003. [CrossRef]
Paper not yet in RePEc: Add citation now
- Sáiz-Manzanares, M.C.; Rodríguez-Díez, J.J.; Díez-Pastor, J.F.; Rodríguez-Arribas, S.; Marticorena-Sánchez, R.; Ji, Y.P. Monitoring of student learning in learning management systems: An application of educational data mining techniques. Appl. Sci. 2021, 11, 2677. [CrossRef]
Paper not yet in RePEc: Add citation now
- Salloum, S.A.; AlAhbabi, N.M.N.; Habes, M.; Aburayya, A.; Akour, I. Predicting the Intention to use Social Media Sites: A Hybrid SEM-Machine Learning Approach. In Advances in Intelligent Systems and Computing; Springer: Cham, Switzerland, 2021; Volume 1339, pp. 324–334. [CrossRef]
Paper not yet in RePEc: Add citation now
Sheppard, B.H.; Hartwick, J.; Warshaw, P.R. The theory of reasoned action: A meta-analysis of past research with recommendations for modifications and future research. J. Consum. Res. 1988, 15, 325–343. [CrossRef]
- Syarwani, M.; Syahrani, S. The Role of Information System Management For Educational Institutions During Pandemic. Indones. J. Educ. 2022, 3, 270–281. [CrossRef]
Paper not yet in RePEc: Add citation now
Tan, Z.; Sadiq, B.; Bashir, T.; Mahmood, H.; Rasool, Y. Investigating the Impact of Green Marketing Components on Purchase Intention: The Mediating Role of Brand Image and Brand Trust. Sustainability 2022, 14, 5939. [CrossRef]
- Tantiponganant, P.; Laksitamas, P. An Analysis of the Technology Acceptance Model in Understanding Students’ Behavioral Intention To Use University’s Social Media. In Proceedings of the 2014 IIAI 3rd International Conference on Advanced Applied Informatics, Kokura, Japan, 31 August–4 September 2014; pp. 8–12. [CrossRef]
Paper not yet in RePEc: Add citation now
- Tateno, M.; Kim, D.J.; Teo, A.R.; Skokauskas, N.; Guerrero, A.P.; Kato, T.A. Smartphone ddiction in Japanese college students: Usefulness of the Japanese version of the smartphone addiction scale as a screening tool for a new form of internet addiction. Psychiatry Investig. 2019, 16, 115–120. [CrossRef] [PubMed]
Paper not yet in RePEc: Add citation now
- Tijan, E.; Jović, M.; Aksentijević, S.; Pucihar, A. Digital transformation in the maritime transport sector. Technol. Forecast. Soc. Chang. 2021, 170, 120879. [CrossRef]
Paper not yet in RePEc: Add citation now
- Tuten, T.L.; Hanlon, A. Introduction to Social Media Marketing. In The SAGE Handbook of Social Media Marketing; SAGE Publications: Thousand Oaks, CA, USA, 2022; Volume 1.
Paper not yet in RePEc: Add citation now
- Xu, F.; Li, Z.; Yue, J.; Qu, S. A Systematic Review of Educational Data Mining. In Intelligent Computing; Lecture Notes in Networks and Systems; Springer: Cham, Switzerland, 2021; Volume 284, pp. 764–780. [CrossRef]
Paper not yet in RePEc: Add citation now
- Yau, J.C.; Reich, S.M. “It’s just a lot of work”: Adolescents’ self-presentation norms and practices on Facebook and Instagram. J. Res. Adolesc. 2019, 29, 196–209. [CrossRef] [PubMed]
Paper not yet in RePEc: Add citation now