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Article

Factors Influencing Teachers’ Use of ICT in Class: Evidence from a Multilevel Logistic Model

by
Nerea Gómez-Fernández
1,2,* and
Mauro Mediavilla
3,4
1
Centre for Quality and Change Management, Universitat Politècnica de València, 46022 Valencia, Spain
2
Department of Applied Economy, Centro Universitario EDEM-Escuela de Empresarios, 46024 Valencia, Spain
3
Department of Applied Economics, Universitat de València, 46022 Valencia, Spain
4
Institut d’Economia de Barcelona, 08034 Barcelona, Spain
*
Author to whom correspondence should be addressed.
Mathematics 2022, 10(5), 799; https://doi.org/10.3390/math10050799
Submission received: 31 January 2022 / Revised: 24 February 2022 / Accepted: 1 March 2022 / Published: 2 March 2022
(This article belongs to the Special Issue Economics of Education: Quantitative Methods for Educational Policies)

Abstract

Information and Communication Technologies (ICTs) have become a key factor in the educational context, especially in the aftermath of the COVID-19 pandemic, and, correctly implemented, can help to improve academic performance. The aim of this research was to analyse the factors that influence teachers’ decisions to use ICT more- or less frequently to carry out tasks and exercises in their classes. To this end, we estimated a multilevel logistic model with census data from the individualized evaluation of students of the Community of Madrid (Spain) carried out at the end of the 2018–2019 academic year in primary and secondary education. Additionally, we applied multiple imputation techniques to deal with missing values. Based on our results, we found that motivated teachers who have received ICT training, teach calm and respectful classes, and work at schools where students have access to digital devices and frequently use ICT at home, have a high predisposition to use ICT in their classes. Considering our results, our recommendations are aimed at improving teacher training in ICT, encouraging a frequent but responsible use of ICT at home, and increasing the provision of technological resources in schools.
Keywords: ICT; logistic regression; multilevel or hierarchical model; multiple imputation; teaching ICT; logistic regression; multilevel or hierarchical model; multiple imputation; teaching

Share and Cite

MDPI and ACS Style

Gómez-Fernández, N.; Mediavilla, M. Factors Influencing Teachers’ Use of ICT in Class: Evidence from a Multilevel Logistic Model. Mathematics 2022, 10, 799. https://doi.org/10.3390/math10050799

AMA Style

Gómez-Fernández N, Mediavilla M. Factors Influencing Teachers’ Use of ICT in Class: Evidence from a Multilevel Logistic Model. Mathematics. 2022; 10(5):799. https://doi.org/10.3390/math10050799

Chicago/Turabian Style

Gómez-Fernández, Nerea, and Mauro Mediavilla. 2022. "Factors Influencing Teachers’ Use of ICT in Class: Evidence from a Multilevel Logistic Model" Mathematics 10, no. 5: 799. https://doi.org/10.3390/math10050799

APA Style

Gómez-Fernández, N., & Mediavilla, M. (2022). Factors Influencing Teachers’ Use of ICT in Class: Evidence from a Multilevel Logistic Model. Mathematics, 10(5), 799. https://doi.org/10.3390/math10050799

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