Document Type : Original Research Manuscripts
Authors
1 PhD student in Public administration,comparative management and development Qaemshahr Branch,Islamic Azad University, Qaemshahr,Iran
2 Assistant Professor, Assistant Professor ,Department of Managemen, Qaemshahr Branch,Islamic Azad University, Qaemshahr,Iran
3 Assistant Professor, Assistant Professor Department of Industrial Engineering, Qaemshahr Branch, Islamic Azad university, Qaemshahr, Iran
4 Department of Management,Dehaghan Branch,Islamic Azad University ,Dehaghan, Iran
Abstract
This research aims to develop a data-based model for fifth-generation universities. Creating a data-driven model in a university environment is essential in education. The primary mission of higher education is to address the specific educational needs of individuals, as well as the needs of society and its economic development. The study was conducted in both qualitative and quantitative sections. The grounded theory is conducted based on the perspectives of the chancellors of Islamic Azad University. 21 people were selected using snowball sampling techniques. In the following, a six-category model is provided. Analysis was done using NVIVO software. The statistical population in the quantitative section consisted of all professors from Islamic Azad University nationwide. A sample size of 381 professors was selected using the Cochran sampling formula. The research tool was a questionnaire created by the researcher. Then, using the model presented and the suggested pattern fit, the performance of the model is predicted based on the K-Mean method in Weka and RapidMiner software. According to the results, the proposed model was approved by experts. The analysis of structural equations was also confirmed. According to the Waode algorithm model, the highest accuracy was 81%.
Keywords
Main Subjects
- Ahmad, M., Junus, K., & Santoso, H. B. (2022). Automatic content analysis of asynchronous discussion forum transcripts: A systematic literature review. Education and Information Technologies, 27(8), 11355-11410. https://doi.org/10.1007/s10639-022-11065-w
- Ballantine, J. H., Stuber, J., & Everitt, J. G. (2021). The sociology of education: A systematic analysis. Routledge. https://doi.org/10.4324/9781003023715
- Bangkara, B. A., Fatmawati, E., Siregar, M. T., Wirawan, V., & Wisman, W. (2022). Managing Higher Education in Pandemic Era in the Challenge of Education Quality and Equity. Jurnal Iqra': Kajian Ilmu Pendidikan, 7(1), 120-138. org/10.25217/ji.v7i1.2068
- Barron, G. R. (2022). How university rankings are made through globally coordinated action: a transnational institutional ethnography in the sociology of quantification. Higher Education, 1-18. org/10.1007/s10734-022-00903-y
- El-Tawy, N., & Abdel-Kader, M. (2022). Higher education challenges: accounting and finance academia in a research-led teaching universities. Journal of Financial Reporting and Accounting. https://doi.org/10.1108/JFRA-01-2020-0007
- Etuk, G. K. (2015). Innovations in Nigerian Universities: Perspectives of an Insider from a" Fourth Generation" University. International journal of higher education, 4(3), 218-232. https://doi.org/10.5430/ijhe.v4n3p218
- Gallagher, S. E., & Savage, T. (2022). Challenge Based Learning: Recommendations for the Future of Higher Education. In The Emerald Handbook of Challenge Based Learning(pp. 391-411). Emerald Publishing Limited. https://doi.org/10.1108/978-1-80117-490-920221018
- Gopinath, R., & Poornappriya, T. S. (2022). Opportunities and Challenges in Indian Higher Education Due to Corona Crises.
- Hatim L. Hassan K. Gianluca D. (2022). Analytics of learning tactics and strategies in an online learner sourcing environment. Journal of Computer Assisted Learning, 39: 94-119. https://doi.org/10.1111/jcal.12729
- Hilliger, I. Camila A. Constanza M. Sergio C. Mar Pérez-Sanagustín, (2022). Lessons learned from designing a curriculum analytics tool for improving student learning and program quality. Journal of Computing in Higher Education, 3: 633-657.doi.org/10.1007/s12528-022-09315-4
- Huerta, C. M., Atahua, A. S., Guerrero, J. V., & Andrade-Arenas, L. (2023). Data mining: Application of digital marketing in education. Advances in Mobile Learning Educational Research, 3(1), 621-629. doi.org/10.25082/AMLER.2023.01.011
- Kioupi, V., & Voulvoulis, N. (2022). The Contribution of Higher Education to Sustainability: The Development and Assessment of Sustainability Competences in a University Case Study. Education Sciences, 12(6), 406. doi.org/10.3390/educsci12060406
- Klofsten, M., Fayolle, A., Guerrero, M., Mian, S., Urbano, D., & Wright, M. (2019). The entrepreneurial university as driver for economic growth and social Change-Key strategic challenges. Technological Forecasting and Social Change, 141, 149-158. https://doi.org/10.1016/j.techfore.2018.12.004
- Kukharska, L. (2022). QUALITY OF EDUCATIONAL SERVICE IN UKRAINIAN HIGHER EDUCATION INSTITUTIONS: CHALLENGE-RESULT PARADIGM. Collection of scientific papers «ΛΌГOΣ», (August 12, 2022; Zurich, Switzerland), 142-146. doi.org/10.36074/logos-12.08.2022.43
- Leathwood, C., & Read, B. (2022). Short-term, short-changed? A temporal perspective on the implications of academic casualization for teaching in higher education. Teaching in higher education, 27(6), 756-771. org/10.1080/13562517.2020.1742681
- Lezhnina, O., & Kismihók, G. (2022). Combining statistical and machine learning methods to explore German students’ attitudes towards ICT in PISA. International journal of research & method in education, 45(2), 180-199. org/10.1080/1743727X.2021.1963226
- Llerena-Izquierdo, J., Rodriguez, M. E., & Guerrero-Roldán, A. E. (2023). Monitoring and Adaptation of Assessment Activities in a VLE Supported by Learning Analytic. In Intelligent Technologies: Design and Applications for Society: Proceedings of CITIS 2022 (pp. 409-419). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-24327-1_35
- Lukovics, M., & Zuti, B. (2017). New functions of universities in century XXI towards “fourth generation” universities. edu, 9.
- Lukovics, M., & Zuti, B. (2017). Successful universities towards the improvement of regional competitiveness: 'fourth generation 'universities. Available at SSRN 3022717. https://doi.org/10.2139/ssrn.3022717
- Martin, F., Sun, T., Westine, C., & Ritzhaupt, A. (2022). Examining research on the impact of distance and online learning: A second-order meta-analysis study. Educational Research Review, 100438. https://doi.org/10.1016/j.edurev.2022.100438
- Mateos-Ronco, A. (2022). Redesigning methodologies in remote learning in higher education: challenges and results. In INTED2022 Proceedings(pp. 7535-7540). IATED. https://doi.org/10.21125/inted.2022.1911
- Mei, W., & Symaco, L. (2022). University-wide entrepreneurship education in China’s higher education institutions: issues and challenges. Studies in Higher Education, 47(1), 177-193. org/10.1080/03075079.2020.1735330
- Nagy, S., & Veresne Somosi, M. (2020). Students' Perceptions of Sustainable Universities in Hungary: An Importance-Performance Analysis. Amfiteatru Economic, 22(54), 496-515. org/10.24818/EA/2020/54/496
- Núñez-Canal, M., de Obesso, M. D. L. M., & Pérez-Rivero, C. A. (2022). New challenges in higher education: A study of the digital competence of educators in Covid times. Technological Forecasting and Social Change, 174, 121270.
- O’Connor, K. (2022). Constructivism, curriculum and the knowledge question: tensions and challenges for higher education. Studies in Higher Education, 47(2), 412-422. org/10.1080/03075079.2020.1750585
- Ogunsanya, O. F. (2021). Monitoring and evaluation mechanisms of community engagement initiatives in Universities of Technology in South Africa(Doctoral dissertation).
- Pechter, K. (2022). A Retrospective on the University–Industry Innovation Nexus in Japan: Empirical Assessment of Co-authorship in the Light of New Data. In Systems Research II: Essays in Honor of Yasuhiko Takahara on Systems Management Theory and Practice (pp. 21-51). Singapore: Springer Nature Singapore. https://doi.org/10.1007/978-981-16-9941-2_2
- Richard, A. Levine, P. E. Rivera, L. He, J. Marilee J. Bresciani L. (2023). A learning analytics case study: On class sizes in undergraduate writing courses, Stat, https://doi.org/10.1002/sta4.527
- Sandu, E. A., Solomon, G., Morar, D., & Muhammad, A. S. (2014). Considerations on implementation of a social accountability management system model in higher education. Procedia-Social and Behavioral Sciences, 142, 169-175. https://doi.org/10.1016/j.sbspro.2014.07.638
- Saqr, M., Tuominen, V., Valtonen, T., Sointu, E., Väisänen, S., & Hirsto, L. (2022). Teachers’ learning profiles in learning programming: the big picture!. In Frontiers in Education (p. 318). Frontiers. 10.3389/feduc.2022.840178,
- Steinle, V., Stacey, K., & Price, B. (2022). Beyond Accuracy: A Process for Analysis of Constructed Responses in Large Datasets and Insights into Students’ Equation Solving. Journal of Educational Research in Mathematics, 32(3), 201-228. https://doi.org/10.29275/jerm.2022.32.3.201
- Suprijandoko, F. (2022). Building data Marts in Teaching Management: A Case Study, PUPIL: International Journal of Teaching, Education and Learning, 6(3), 1-14. doi.org/10.20319/pijtel.2022.63.0114
- Tishkina, K. O., Eliseeva, O. V., Bagautdinova, A. S., Shilova, K. S., & Efremova, A. A. (2022). Data-Based Approach to Educational Programs Quality Management. University Management: Practice and Analysis. https://doi.org/10.15826/umpa.2022.03.025
- Vilariño, F. (2022). CITIZEN SCIENCE AS A TOOL FOR CHALLENGE-BASED LEARNING IN HIGHER EDUCATION. In EDULEARN22 Proceedings (pp. 1850-1850). IATED. doi.org/10.21125/edulearn.2022.0492
- Yacoub, M. F., Maghawry, H. A., Helal, N. A., Soto, S. V., & Gharib, T. F. (2022, November). An Efficient 2-Stages Classification Model for Students Performance Prediction. In Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022 (pp. 107-122). Cham: Springer International Publishing.
- Zand, S., Salehi Omran, E., & Karamkhani, Z. (2022). Identifying the components of the green university in the context of the fifth-generation university paradigm. Journal of Educational Planning Studies, 11(21), 53-75. doi: 10.22080/eps.2023.24677.2156
- Zanellati, A., Macauda, A., Panciroli, C., & Gabbrielli, M. (2023). Representation of learning in the post-digital: students’ dropout predictive models with artificial intelligence algorithms. Research on Education and Media, 15(1), 103-110. https://doi.org/10.2478/rem-2023-0014