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

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...

Full description

Bibliographic Details
Main Authors: Lukáš Moravec, Jakub Ječmínek, Gabriela Kukalová
Format: Article
Language:English
Published: Czech University of Life Sciences Prague 2022-03-01
Series:Journal on Efficiency and Responsibility in Education and Science
Subjects:
Online Access:https://www.eriesjournal.com/index.php/eries/article/view/457
_version_ 1818773709089931264
author Lukáš Moravec
Jakub Ječmínek
Gabriela Kukalová
author_facet Lukáš Moravec
Jakub Ječmínek
Gabriela Kukalová
author_sort Lukáš Moravec
collection DOAJ
description 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.
first_indexed 2024-12-18T10:29:33Z
format Article
id doaj.art-950f9ef20bab4ef88b101daf98308805
institution Directory Open Access Journal
issn 2336-2375
1803-1617
language English
last_indexed 2024-12-18T10:29:33Z
publishDate 2022-03-01
publisher Czech University of Life Sciences Prague
record_format Article
series Journal on Efficiency and Responsibility in Education and Science
spelling doaj.art-950f9ef20bab4ef88b101daf983088052022-12-21T21:10:53ZengCzech University of Life Sciences PragueJournal on Efficiency and Responsibility in Education and Science2336-23751803-16172022-03-01151475210.7160/eriesj.2022.150105Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreakLukáš Moravec0https://orcid.org/0000-0002-7713-4221Jakub Ječmínek1Gabriela Kukalová2https://orcid.org/0000-0002-1495-525XCzech University of Life Sciences PragueCzech University of Life Sciences PragueCzech University of Life Sciences PragueThe 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.https://www.eriesjournal.com/index.php/eries/article/view/457covid-19e-learningexaminationresultsdistance education
spellingShingle Lukáš Moravec
Jakub Ječmínek
Gabriela Kukalová
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
covid-19
e-learning
examination
results
distance education
title Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak
title_full Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak
title_fullStr Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak
title_full_unstemmed Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak
title_short Evaluation of final examination performance at Czech University of Life Sciences during the COVID-19 outbreak
title_sort evaluation of final examination performance at czech university of life sciences during the covid 19 outbreak
topic covid-19
e-learning
examination
results
distance education
url https://www.eriesjournal.com/index.php/eries/article/view/457
work_keys_str_mv AT lukasmoravec evaluationoffinalexaminationperformanceatczechuniversityoflifesciencesduringthecovid19outbreak
AT jakubjecminek evaluationoffinalexaminationperformanceatczechuniversityoflifesciencesduringthecovid19outbreak
AT gabrielakukalova evaluationoffinalexaminationperformanceatczechuniversityoflifesciencesduringthecovid19outbreak