Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak

Authors

DOI:

https://doi.org/10.7160/eriesj.2022.150105

Keywords:

COVID-19, e-Learning, examination, results, distance education

Abstract

The COVID-19 pandemic outbreak has upended the educational system worldwide, possibly with severe long-term consequences as most training institutions were forced to move to an online environment. Given the sudden transition to remote education, the main objective of this contribution is to evaluate the impact of distance education on examination results. We investigated the examination results of tax related subjects collected at the Czech University of Life Sciences in Prague during the period from 2014 to 2020. The sample consists of examination results of 120 different classes within 6 years with a total amount of 7268 observations.  Firstly, we pivoted the data into the long format and performed binary logistic regression. Our findings suggest that the odds that student successfully passes the exam increases if the student was examined online compared to in-person. Additionally, we used KNN regression which enables us to predict success rate for an upcoming semester. According to our analysis, it is expected that on average 82 students out of 100 will successfully pass the exam. The model was calibrated using cross-validation to choose optimal K.

References

Agasisti, T. and Soncin, M. (2020) ‘Higher education in troubled times: on the impact of Covid-19 in Italy’, Studies in Higher Education, Vol. 46, No. 1, pp. 1–10. https://doi.org/10.1080/03075079.2020.1859689

Altman, N. S. (1992) ‘An Introduction to Kernel and Nearest Neighbor Nonparametric Regression‘, The American Statistician, Vol. 46, No. 3. pp. 175–185. https://doi.org/10.2307/2685209

Aristovnik, A., Keržič, D., Ravšelj, D., Tomaževič, N. and Umek, L. (2020) ‘Impacts of the COVID-19 Pandemic on Life of Higher Education Students: A Global Perspective’, Sustainability, Vol. 12, No. 20, 8438. https://doi.org/10.3390/su12208438

Choi, B., Jegatheeswaran, L., Minocha, A., Alhilani, M., Nakhoul, M. and Mutengesa, E. (2020) ‘The impact of the COVID-19 pandemic on final year medical students in the United Kingdom: a national survey’, BMC Medical Education, Vol. 20, No. 206, pp. 1–11. https://doi.org/10.1186/s12909-020-02117-1

Clark, T. M., Callam, C. S., Paul, N. M., Stoltzfus, M. W. and Turner, D. (2020) ‘Testing in the Time of COVID-19: A Sudden Transition to Unproctored Online Exams‘, Journal of Chemical Education, Vol. 97, No. 9, pp. 3413–3417. https://doi.org/10.1021/acs.jchemed.0c00546

Elfaki, N. K., Abdulraheem, I., Abdulrahim, R. (2019) ‘Impact of E-Learning vs Traditional Learning on Student's Performance and Attitude‘, International Journal of Medical Research & Health Sciences, Vol. 8, No. 10, pp. 76–82.

Eltayeb, L. B., Alharthi, N. S., Elmosaad, Y. M. and Waggiallah, H. A. (2020) ‘Students' perception on E-Learning and Remote Exams during COVID 19 Outbreak 2020’, International Journal of Pharmaceutical Research and Phytopharmacological Research, Vol. 10, No. 5, pp. 142–148.

Galloway, T., Bowra, A., Butsang, T. and Mashford-Pringle, A. (2020) ‘Education in uncertainty: Academic life as Indigenous health scholars during COVID-19’, International Review of Education, Vol. 66, No. 5–6, pp. 817–832. https://doi.org/10.1007/s11159-020-09876-5

García Aretio, L. (2021) ‘COVID-19 and digital distance education: pre-confinement, confinement and post-confinement’, Ried-revista Iberoamericana de Educacion a Distancia, Vol. 24, No. 1. pp. 9–32. https://doi.org/10.5944/ried.24.1.28080

Harmon, O. R. and Lambrinos, J. (2008) ‘Are online exams an invitation to cheat?‘, Journal of Economic Education, Vol. 39, No. 2, pp. 116–⁠125. https://doi.org/10.3200/JECE.39.2.116-125

Ho, N. T. T., Sivapalan, S., Pham, H. H., Nguyen, L. T. M., Pham, A. T. V. and Dinh, H. V. (2021) ‘Students' adoption of e-learning in emergency situation: the case of a Vietnamese university during COVID-19’, Interactive Technology and Smart Education, Vol. 18, No. 3, pp. 246–269. https://doi.org/10.1108/ITSE-08-2020-0164

Ilgaz, H. and Adanir, G. A. (2020) ’Providing online exams for online learners: Does it really matter for them?’, Education and Information Technologies, Vol. 25, No. 2, pp. 1255–1269. https://doi.org/10.1007/s10639-019-10020-6

Ječmínek, J., Kukalová, G., Moravec, L. and Bína Filipová, D. (2018) ’Tax Courses Exams Results at FEM CULS PRAGUE Evaluation’, Proceedings of the 15th International Conference Efficiency and Responsibility in Education (ERIE 2018), Prague, pp. 132–139.

Klůfa, J. (2015) ‘Analysis of Entrance Examinations’, Proceedings of the 12th International Conference Efficiency and Responsibility in Education, Prague, pp. 250–256.

Klůfa, J. (2016) ‘Analysis of the Differences between Results of Test Variants’, Proceedings of the 13th International Conference Efficiency and Responsibility in Education, Prague, pp. 279–285.

Kruszewska, A., Nazaruk, S. and Szewczyk, K. (2020) ‘Polish teachers of early education in the face of distance learning during the COVID-19 pandemic - the difficulties experienced and suggestions for the future’, Education 3-13, Vol. 50, No. 3, pp. 304–315. https://doi.org/10.1080/03004279.2020.1849346

Kuchařová, I., Pfeiferová, D. and Prášilová, M. (2018) ‘Results Analysis of the Exam in Accounting Theory’, Proceedings of the 15th International Conference Efficiency and Responsibility in Education (ERIE 2018), Prague, pp. 171–179.

Lee, T.-S., Wang, C.-H., Yu, C.-M. (2019) ‘Fuzzy Evaluation Model for Enhancing E-Learning Systems‘, Mathematics, Vol. 7, No. 10, pp. 918. https://doi.org/10.3390/math7100918

Lu, D.-N., Le, H.-Q. and Vu, T.-H. (2020) ‘The Factors Affecting Acceptance of E-Learning: A Machine Learning Algorithm Approach’, Education Sciences, Vol. 10, No. 10, 270. https://doi.org/10.3390/educsci10100270

Malkawi, E., Bawaneh, A. K. and Bawaaneh, M. S. (2021) ‘Campus off, education on: UAEU students’ satisfaction and attitudes towards e-learning and virtual classes during covid-19 pandemic’, Contemporary Educational Technology, Vol. 13, No. 1, pp. 1–14. https://doi.org/10.30935/cedtech/8708

Mudrák, M., Turčáni, M. and Reichel, J. (2020) ‘Impact of Using Personalized E-Course in Computer Science Education’, Journal on Efficiency and Responsibility in Education and Science, Vol. 13, No. 4, pp. 174–188. http://dx.doi.org/10.7160/eriesj.2020.130402

Noskova, T., Pavlova, T. and Yakovleva, O. (2021) ‘A Study of Students’ Preferences in the Information Resources of the Digital Learning Environment’, Journal on Efficiency and Responsibility in Education and Science, Vol. 14, No. 1, pp. 53–65. http://dx.doi.org/10.7160/eriesj.2021.140105

Otavová, M. and Sýkorová, I. (2017) ‘The Differences in Results among Students Admitted in Different Ways‘, Proceedings of the 14th International Conference Efficiency and Responsibility in Education (ERIE 2017), Prague, pp. 295–302.

Peréz-López, E., Vázquez Atochero, A. and Cambero Rivero, S. (2021) ‘Distance Education in COVID-19's period: An Analysis from the perspective of university students’, Ried-revista Iberoamericana de Educacion a Distancia, Vol. 24, No. 1, pp. 331–350. https://doi.org/10.5944/ried.24.1.27855

Ranney, M. L., Griffeth, V. and Jha, A. K. (2020) ‘Critical Supply Shortages - The Need for Ventilators and Personal Protective Equipment during the Covid-19 Pandemic’, New England Journal of Medicine, Vol. 382, No. 18, pp. e41(1)–e41(3). https://doi.org/10.1056/NEJMp2006141

Resnick, B. A., Mui, P. C., Bowie, J., Kanchanaraksa, S., Golub, E. and Sharfstein, J. M. (2021) ‘The COVID-19 Pandemic: An Opportunity to Transform Higher Education in Public Health’, Public Health Reports, Vol. 136, No. 1, pp. 23–⁠26. https://doi.org/10.1177/0033354920966024

Ruiz, J. G., Mintzer, M. J. and Leipzig, R. M. (2006) ‘The impact of e-learning in medical education‘, Academic Medicine, Vol. 81, No. 3, pp. 207–⁠212. https://doi.org/10.1097/00001888-200603000-00002

Šánová, P., Kučera, P., Vostrá Vydrová, H. and Regnerová, O. (2014) ‘The Impact of Teaching Form on Study Results in Subject Food Goods’, Proceedings of the 11th International Conference Efficiency and Responsibility in Education (ERIE 2014), Prague, pp. 687–693.

Scherer, R., Howard, S. K., Tondeur, J. and Siddiq, F. (2021) ‘Profiling teachers' readiness for online teaching and learning in higher education: Who's ready? Computers in Human Behavior, Vol. 118, 106675. https://doi.org/10.1016/j.chb.2020.106675

Sun, P.-C., Tsai, R. J., Finger, G., Chen, Y.-Y. and Yeh, D. (2008) ‘What drives a successful e-Learning? An empirical investigation of the critical factors influencing learner satisfaction’, Computers & Education, Vol. 50, No. 4, pp. 1183–⁠1202. https://doi.org/10.1016/j.compedu.2006.11.007

Tlili, A., Amelina, N., Burgos, D., Othman, A., Huang, R., Jemni, M., Lazor, M., Zhang, X. and Chang, T. W. (2021) ‘Remote Special Education During Crisis: COVID-19 as a Case Study’, in Burgos D., Tlili A. and Tabacco A. (ed.) Radical Solutions for Education in a Crisis Context. Lecture Notes in Educational Technology. Singapore: Springer. https://doi.org/10.1007/978-981-15-7869-4_5

Weible, C. M., Nohrstedt, D., Cairney, P., Carter, D. P., Crow, D. A., Durnová, A. P., Heikkila, T., Ingold, K., McConnell, A. and Stone, D. (2020) ‘COVID-19 and the policy sciences: initial reactions and perspectives’, Policy Sciences, Vol. 53, pp. 225–241. https://doi.org/10.1007/s11077-020-09381-4

Zhang, D. S., Zhao, J. L., Zhou, L. and Nunamaker, J. F. (2004) ‘Can e-learning replace classroom learning?’, Communications of the ACM, Vol. 47, No. 5, pp. 75–79. https://doi.org/10.1145/986213.986216

Additional Files

Published

2022-03-22

How to Cite

Moravec, L., Ječmínek, J. and Kukalová, G. (2022) ’Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak’, Journal on Efficiency and Responsibility in Education and Science, vol. 15, no. 1, pp. 47–52 https://doi.org/10.7160/eriesj.2022.150105.

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Section

Research Paper