Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study

During the last decade, information and communication technology has brought remarkable changes to the education style of developed countries, especially in the context of online learning materials accessibility. However, in developing nations such as the East African (EA) countries, university stud...

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Main Authors: Jean-Pierre Niyigena, Qingshan Jiang, Djemel Ziou, Ruey-Shiang Shaw, A S M Touhidul Hasan
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/7/2613
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spelling doaj-fbec498dacba4a95a3eae86a6d43a2e52020-11-25T02:23:40ZengMDPI AGApplied Sciences2076-34172020-04-01102613261310.3390/app10072613Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case StudyJean-Pierre Niyigena0Qingshan Jiang1Djemel Ziou2Ruey-Shiang Shaw3A S M Touhidul Hasan4Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, ChinaShenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, ChinaShenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, ChinaDepartment of Information Management, Tamkang University, New Taipei 25137, TaiwanDepartment of Computer Science and Engineering, University of Asia Pacific, Dhaka 1205, BangladeshDuring the last decade, information and communication technology has brought remarkable changes to the education style of developed countries, especially in the context of online learning materials accessibility. However, in developing nations such as the East African (EA) countries, university students may lack the necessary ICT training to take advantage of e-learning resources productively. Therefore, the comprehension of the key factors behind ICT fluency is a significant concern for this region and all the developing countries in general. This paper applies the Concentration Index and proposes a Logistic Regression based model to discover the key determinants of ICT fluency and to explore the evolution of the digital divide among EA students within the four years of undergraduate studies. To identify the principal determinants, data composing of 1237 participants is collected from three different universities in EA within a one year period. The experimental results indicate that the digital divide among students decreases quite fast from the first year to the fourth year. Regression computational findings show that the key determinants of ICT fluency are the student urban/rural origin, computer ownership, computer experience, class year, and major. The findings provide heuristic implications for developers, practitioners, and policy makers for an improved ICT environment implementation in EA and the developing nations in general.https://www.mdpi.com/2076-3417/10/7/2613logistic regressionconcentration indexdigital dividefactors of ICT fluencyEast Africa
collection DOAJ
language English
format Article
sources DOAJ
author Jean-Pierre Niyigena
Qingshan Jiang
Djemel Ziou
Ruey-Shiang Shaw
A S M Touhidul Hasan
spellingShingle Jean-Pierre Niyigena
Qingshan Jiang
Djemel Ziou
Ruey-Shiang Shaw
A S M Touhidul Hasan
Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
Applied Sciences
logistic regression
concentration index
digital divide
factors of ICT fluency
East Africa
author_facet Jean-Pierre Niyigena
Qingshan Jiang
Djemel Ziou
Ruey-Shiang Shaw
A S M Touhidul Hasan
author_sort Jean-Pierre Niyigena
title Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
title_short Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
title_full Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
title_fullStr Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
title_full_unstemmed Modeling the Measurements of the Determinants of ICT Fluency and Evolution of Digital Divide Among Students in Developing Countries—East Africa Case Study
title_sort modeling the measurements of the determinants of ict fluency and evolution of digital divide among students in developing countries—east africa case study
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-04-01
description During the last decade, information and communication technology has brought remarkable changes to the education style of developed countries, especially in the context of online learning materials accessibility. However, in developing nations such as the East African (EA) countries, university students may lack the necessary ICT training to take advantage of e-learning resources productively. Therefore, the comprehension of the key factors behind ICT fluency is a significant concern for this region and all the developing countries in general. This paper applies the Concentration Index and proposes a Logistic Regression based model to discover the key determinants of ICT fluency and to explore the evolution of the digital divide among EA students within the four years of undergraduate studies. To identify the principal determinants, data composing of 1237 participants is collected from three different universities in EA within a one year period. The experimental results indicate that the digital divide among students decreases quite fast from the first year to the fourth year. Regression computational findings show that the key determinants of ICT fluency are the student urban/rural origin, computer ownership, computer experience, class year, and major. The findings provide heuristic implications for developers, practitioners, and policy makers for an improved ICT environment implementation in EA and the developing nations in general.
topic logistic regression
concentration index
digital divide
factors of ICT fluency
East Africa
url https://www.mdpi.com/2076-3417/10/7/2613
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