Research Article, J Electr Eng Electron Technol Vol: 10 Issue: 5
Usage of Digital Technology in Higher Education: Teacher and Student Digital Competency
Hailye Tekleselase*
Department of Information Systems, Wolaita Sodo University, Addis Ababa, Ethiopia
*Corresponding Author:Hailye T
Department of Information Systems
Wolaita
Sodo University
Addis
Ababa
Ethiopia
Tel: 251922406360
Email: hailye83@gmail.com
Received date: April 07, 2021; Accepted date: April 22, 2021; Published date: April 29, 2021
Citation: Tekleselase H (2021) Usage of Digital Technology in Higher Education: Teacher and Student Digital Competency. J Electr Eng Electron Technol 10:5.
Abstract
Background digital technology plays an important role in higher education institutions. Aim the objective of this study is to identify the status of students and teacher digital competence in higher education. Methodology structural equation modeling was used, data have been collected from the students (n=168), teachers (n=64) using a survey questionnaire and an in-depth interview with students, instructors. Data was analyzed using SPSS v26. Findings based the findings more than 88.09 percent of the students use digital tools for non-academic purposes (for entertainment), like playing games, online chatting with their friends, watching videos, telegram, face book for personal or social use. However digital technology plays a great role on student academic achievement especially for students who score in GPA are greater than 3.5. Higher education students have access to digital technologies like the internet, desktop computers, laptops and smart phone. The digital competency of teachers and students are very low. Contribution the study contrives on theory and practical knowledge add. Recommendation Higher education institutions should have strategic digital policy or legal framework and initiatives fostering on how to use digital technologies in higher education.
Keywords: Digital technology; Digital transformation; Digital competency; Academic; Non-academic
Keywords
Digital technology; Digital transformation; Digital competency; Academic; Non-academic
Introduction
Digitilization” refers specifically to the conversion of information or data from analogue to digital format. ‘Digitalization', by contrast, refers to the adoption or increases in use of digital or computer technology (by an organization, an industry, or a country) and therefore describes more generally the way digitization is affecting economy and society” [1].
Technology has definitely transformed the way we live, we shop, work, communicate and we learn. it plays a crucial role in all aspect of our life. In 21st century digital technology has becoming an inevitable or an integral part of our life. Numerous manual tasks can be automated or computerized, thanks to technology. Also, several difficult and serious or dangerous procedures can be carried out with ease and greater efficiency with the help of current technology (robotics application of artificial intelligence) [2].
Acknowledges to the application of technology, life has become easy except emerging cyber security threats like cyber-attacks due to the advancement in technology (internet of things or IoT, cloud computing, 5G mobile technology, and Zoom or video teleconference). Technology has transformed the field of education like e-learning, e- government, e-commerce, e-business, m-learning, m-pesa (m-money), bit coin, distance learning, virtual learning, video conferencing, teleconferencing, and online discussion forums [3].
Digital technologies are measured to be a theme of attention in many ranges of actual lifetime typically in education for lifelong learning, active learning and self-learning. A study link advanced in the arena of distance learning universities emphases on the students' access, capabilities, activities and perception to digital technologies and smartphones and on in what way those variables are connected to education. Instructors can currently use digital tools as an instrument that permits adapting the pedagogical method in the laboratory so as to produce digitally competent students [4].
Digital transformation is one way of serving higher education institutions to reduce costs, saving time, improving active learning, enhancing efficiency and effectiveness. Education organizations are accepting digital tools as a centered pedagogical, technological and organizational method and giving digital technology focused on educational platforms. Lately, the Government of Ethiopia has also accepted the use of digital tools in the education sector, but still no adequate ICT infrastructures and lack of qualified IT professionals in Ethiopia [3]
Hence, students individualized the digital services for the educational and non-educational purposes exhausting different smart phone and the internet. The study associated towards the usage of ICT in education by students has been conducted in numerous studies [1,3].
Many studies conducted in higher education that need completely accepted digital technologies have verified huge progression in the use of digital tools for the development of education approaches, training, investigation, and economic growth. However, not strong what influence the digital technology uses has on the competency and success of students, by way of each the reviews accompanied by [2]. Other study showed that in Ethiopia, about 85%” of the respondents do not agree that the digital technology” is valuable in promoting or empowering the educational achievement; they rather consider this a major enjoyment [3]. Which support my findings 88.09% of the respondent use digital tools for non-academic purposes, this show that the problem become more serious that means it increases from 85% to 88,09%.
The investigator wants to address the following study objectives in this research:
Related Work
Shortage of digital infrastructure seems as main obstacles in student’s digital tools usage. Though students ‘insights are explicated in varied educations as significant variables to examine digital tools usage, which lone depends on sufficient digital services. Showing to show an important part. But, “students are not using digital tools continuously for an academic purpose; but it can be used for the different purposes. For instance, students might use digital tools to make class equipment or for individual use”. Students spent more time on social media or networks, like Facebook, telegram, you tube, Instagram, online chatting, watching movies (videos), and playing games [4].
By computers and the internet in education actions is anticipated to inspire learners to study additional self-sufficiently and continuously “with the skills and ordinary abilities they have. The expansion of inventiveness and independency of students is also actually extensively exposed by building the internet a new learning system" [5].
Digital technology can influence student knowledge once instructors “are digitally literate and understand how to integrate it into curriculum.” It is influencing every aspect of education from teaching-learning to assessment, evaluation, to show student result and grading. It improves the effectiveness of education in general [6].
Digital technology makes life fantastic and easy, so digital tools such as mobile devices, tablets, small laptops, the internet, and Wi-Fi should be an integral part of our life as water, air, and food [7]. Recently almost all students have a mobile phone or smartphones with a capacity to search or browse for information form the internet.” Recent research suggests that many students perceive the cell phone primarily as a relaxation device, and most commonly use cell phones for social networking, surfing the internet, watching videos or movies and playing games, online chatting with their fiends [8]. With the number of ‘wicked challenges’ growing around the world, the need for university graduates to possess a range of collaborative and interdisciplinary skills is ever increasing [9].
“Equipping students with digital competencies as part of their higher education experience is necessary, in order to empower their “agency and identity in digital spaces”. In Germany, despite young people (aged 14–29) being the biggest consumers and users of the internet and digital tools, they place less importance on the teaching of digital media in schools than other age groups”.
“To drive the digital transformation of teaching and learning within German higher education institutions, it is paramount to understand the technology skills and knowledge of both teachers and students, to discover their respective needs, and to aim for a mutual understanding of both perspectives.”
Methodology
Research design
This research was planned via a case study model and structural equation modeling one of the qualitative research models, to inspect the purposes and ambitions of digital transformation in the strategic plans of Ethiopian universities, which are among the first 100 in most of the world ranking organizations. The case study includes the process of collecting, analyzing and reporting data on the basis of the event or samples [10,11].
The dataset of this research was collected using survey questionnaires directed to students (n=168) instructors (n=64) and technical assistant (n=17) in higher education in Ethiopia. SPSS software version 26 and SmartPLS3 were used, besides an extensive talk through students, instructors and technical assistant to obtain real information/dataset. Also, from the researcher actual working experience (more than 7 years university teaching, research and consulting experience) (Figure 1).
Results and Discussion
The findings of this research show that the students have access to digital tools especially mobile phone. However, most of students (88.09%) use digital tools for non-academic purpose such as watching videos, playing games, online chatting with their friends, only 11.90% use digital tools for academic purposes. The previous study supports my findings that mean 85% of the student use digital tools for nonacademic purpose. Another study conducted in Germany “84% of students use the internet for” non-academic purpose daily.
In Germany 99.4% “of the students use the internet and digital tools, more than 99% of the students have internet access at home and are well equipped digital devices”, but in the case of Ethiopia no internet access at home at all even 80% of university instructors including me we have no internet access at home. Image how much the “digital divide”!?
Even in Tanzania 85% of student owns laptops, 65% own smartphones and 78% of students owns mobile phones (in 2016) [12-14]. But in the case of Ethiopia only 4.16% of student owns laptops and 83.92% of students own mobile devices (in 2020). The present generation of students has grown up surrounded by digital technology. The digital technology has been a critical component of teaching and learning in higher education over the last few decades. The widespread availability of mobile devices and wireless networks offer enormous opportunities for knowledge acquisition [7,15].
Another study conducted in Taiwan “found that using internet for information seeking was associated with better academic performance and using it for online gaming was associated with lower academic” grades. Another study conducted in Saudi Arabia, found that there exists a relationship between digital technology and academic performance and that digital technology adoption resulted in the improvement of the academic performance of the female students more than male [8,16].
more study conducted in Malaysia; it was concluded that smart phones have negative effects on student`s academic performance. A report by the OECD, argues that there is little evidence of digital technology having a positive impact on academic performance.
Jumoke Salso found that students are negatively influenced by mobile phone due to entertainment [9,17].
“In order to improve student - and teacher - perceptions of using digital tools for learning, it is essential to help them understand why technology is important in their professional lives as lifelong learners. However, students may not be prepared to use digital tools for learning and they may ask for guidance and support" [10,18].
Earlier investigation also found mobile phone use as an interruption in academic settings. Students supposed cell phone or smart phone mainly as a relaxation method rather than as an educational tool. Here is an increasing volume of study that recommends automated broadcasting in first system inspires multitasking and mission transferring, both of which are harmfully associated to educational achievement [11,19].
Here is an important correlation (with p<0.08) of 0.510 between digital technology uses and academic achievement. This is for students whose GPA is greater than 3.5, but student who score GPA less than 2.75 have no correlation because all use digital tools only for nonacademic purposes. In addition female students score highest GPA (3.93).
Participant background information
This is accepted through an opinion towards providing knowledge for data student (n=168), instructors (n=64) and technical assistant (n=17) [20-27]. Descriptive statistics or percentage techniques were customized for defining experience features of the information/data. This suggestion in Figure 1 maximum participants 93 (55.35%) were men whereas 75 (44.64%) women. This investigation shows, 3.57% of scholars “use the internet for about 1 to 2 hours, 14.28% for three hours, and 65.13% for more than 4 hours daily". Figure 1 tells 94.34% learners surf the internet daily aimed at various drives. According to the based on result of this study, only (11.90%) of learners use a laptops and only 2.39% of students use mobile devices for entertainment, 17.86% have access only to the internet for their academic purpose, 82.14% student’s usage educational technology for enjoyment.
Expressive figures
The separate objects of survey Pointers three unique sizes; incomes, normal nonconformities, and consequence of consistency objects are done in (Table 2). The general nasty and SD in various objects go to 2.311and1.201 correspondingly. ‘Educational achievement and use of digital tools, the general coefficient is 0.211
As many respondents confirmed that instructors are not use digital tools in class room. Because they are not well – trained, lack of training, lack of instructor’s digital competency, lack of computers, laptops, fast internet access, secured wireless networks, lack of wellequipped computer laboratory, electric power interruption, lack of educational software, and inadequate ICT infrastructure and lack of well-trained instructors (IT professionals) [28-34].
As I observed most of the instructors are theory oriented than practical, computer RAM is not sufficient to install and run applications like android studio, visual studio, and Microsoft SQL Server and virtual machine. Frequent electric power interruption, students have no programming background but they join in computing science just I am delivering the courses for last 7 years up to now. Students learn for exam only but not for knowledge, computers and students are not proportional 1 computer for 6 students in the computer laboratory. Students are more interested on theory rather than coding or programing, students read only lecture notes a maximum of 100 slides they did not read supplementary books. I remember that when I was BSc and MSc student 9 years ago, I was read 2 up to 4 supplementary books for each course. These and others are obstacles for quality of education in Ethiopian higher education institutions (Figure 2).
One major caveat with these figures is that not all Internet users will have used the Internet from their home, with some using the Internet from work or school, for example. So although 2019 figures serve as a baseline, it is unclear what the figures would be during the lockdown periods in 2020.
Considering households, it is estimated that 57% of households have Internet access. Household Internet access is fairly ubiquitous in developed countries (87% of households) and in the region of Europe (86.5%), but it’s much lower in LDCs (11.8%) and in the Africa region (17.8%).
Those households having Internet access may not necessarily have a computer with which to use it for performing detailed tasks: Just 9.5% of households in LDCs compared to 82.3% in developing countries (Figure 3).
A point of particular relevance to COVID-19 is the fact that use of ICTs varies by age. Although insufficient data exists for producing global estimates, the table and chart below illustrate that those below 15 years of age and those in older age groups generally have much lower rates of Internet use than those in the 15 to 24-year age lang (Table 1) [35-39].
Variables | Variable types | Frequency(f) | Percent (%) |
---|---|---|---|
Gender | Female | 75 | 44.64 |
Male | 93 | 55.35 | |
Internet surf frequently | Yes | 160 | 95.23 |
No | 8 | 4.76 | |
Browsing frequency per day | Zero hour | 6 | 3.57 |
1 to 2 hours | 24 | 14.28 | |
Three hours | 50 | 29.76 | |
Four or more | 88 | 52.38 | |
Use of digital tools | Laptop | 7 | 4.16 |
Desktop | 20 | 11.9 | |
personal mobile | 141 | 83.92 | |
Mobile phone use in non-academic purpose | Yes | 148 | 88.09 |
No | 20 | 11.9 |
Table 1: Respondents dataset.
As the respondent confirm above in table 1, 95.23% of the students spent their time by browsing the internet for non-academic purpose like Facebook, telegram, YouTube, twitter, Skype, for enjoyment (online chatting with their friends, playing games, watching movies and videos, hearing music and song, capturing photos, football game or betting. Betting reveals by British Broadcast Corporation (BBC) and FBC in 2020 in Ethiopia as pandemic in higher education this may lead social crisis in Ethiopia. BBC and FBC support or demonstrate my findings (Table 2).
Questionnaires | Point displays | Mean | SD | Coefficient |
---|---|---|---|---|
Digital tools in Class Room | PD | 2.104 | 0 | 0.413 |
Multimedia classroom | PD1 | 2.131 | 0.02 | 0.414 |
Use of digital tools by lecturers during lecture | PD2 | 2.134 | 0.14 | 0.412 |
Class taken by the projector | PD3 | 2.143 | 0.13 | 0.413 |
Outdoor the teaching | PD4 | 1.452 | 0.13 | 0.412 |
To make project | PD5 | 1.134 | 0.02 | 0.413 |
Planning of the exam | DT | 2.1 | 0.3 | 0.413 |
Viewing educational notes | DT1 | 1.331 | 0.11 | 0.413 |
Arena learning | DT2 | 1.301 | 0.02 | 0.421 |
View to digital tools usage | DT3 | 1.321 | 0 | 0.412 |
I paid greatest of the period with digital tools | DT4 | 0.05 | 0 | 0.412 |
individual management of data | VD | 1.304 | 0.22 | 0.412 |
Habit of digital tools | VD1 | 1.421 | 1.04 | 0.413 |
Exhausting digital tools my educational result | VD2 | 0.11 | 0.21 | 0.412 |
Gameplaying in online | HD | 2.112 | 0.22 | 0.413 |
Educational Effects | HD1 | 1.421 | 0.14 | 0.413 |
Digital technology advances learners ‘achievement | HD2 | 0.12 | 0.21 | 0.421 |
Exhausting digital technology individual skills | EE | 0.23 | 0.21 | 0.41 |
To search grant | EE1 | 0.13 | 0.1 | 0.423 |
General | 168 | 0.31 | 0.1 | 0.422 |
Table 2: Respondents dataset.
Assenting Influence Investigation (AII) has been used to describe the model appropriate of the assumption. The subsequent Assumption has been measured in the Organizational equality model: Assumption: Here is no arithmetically major association among the students ‘purpose to use digital technology for academic and nonacademic[ 40-43].
As shown below describes the inside reliability of many objects beside through deterioration constants. For assessing inside constancy of the influence charging, maximum worth outstrips 1.60 exposed apart from PD5, DT1, DT2, VD1, EE1, and EE3. educational influence of digital technology the factors DT5, PD1, PD2, PD1, AI1, and VD3 are measured, since the outcome reveals trustworthiness objects in coefficient more 1.60. This planned prototypical described inconsistency
Below the thoughtful measurement model coefficient, compound reliability, and the normal variance removed are evaluated. As shown blow shown that although coefficient of one variable is low, but compound dependability and the variance removed are evaluated fulfill smallest limit value 1.6 [20]. While consistency standards more 1.60 assessment respectable, nevertheless among 1.50–1.60 satisfactory uncertainty additional measurement concept‘s legitimacy respectable [21].
As shown blow that completely concept indicates suitable cogency anywhere oblique assessment was bigger associations to entirely philosophical concepts [22]. It is obvious that, habit of digital technology is the maximum persuasive result on students’ educational influence β=0.454, shadowed by View to digital technology custom for entertainment. Nonetheless digital tools usage for internal or external wasn’t important. For likely motive, instructors didn’t custom ICT while they are teaching.
Conclusion
In 21st century, digital technology promotes dramatic changes in our actions like the way we live, we shop and the way we learn, in teaching and learning process. University scholars need admission for ICT such as internet, desktop computers (1 computer for 6 students), laptops (4.16%) and mobile devices (97.61%). However, most of students use those digital tools for enjoyment rather than academic purposes. This study reveals the negative impact of use of mobile phone and the internet on student’s educational achievement. In Ethiopia use of the internet is no more Facebook, Unfortunately Africa far behind 200 years in technology, only 20% of African use the internet.
The data analysis reveals that more than 88.09% of students use digital technologies for non-academic purpose (for entertainment) like playing games, online chatting with their friends, watching videos, watching movies, they use telegram, Facebook, YouTube, Skype, twitter, what Sapp and Instagram for personal and social use rather than academic purposes. However, digital technology has a great impact on student academic achievement especially for students who score GPA greater than 3.5.
Here is an important correlation (with p<0.08) of 0.510 between digital technology uses and academic achievement. The technology skills or digital competency of instructors, technical assistants and students are very low. Based on the data analyzed 71.42% of instructors not use digital tools in the Classrooms and Computer laboratory class due to lack of digital skills or digital competency. This is a root cause for quality of education and unemployment, so training is an important to enhance instructor’s digital competency and skills. Institutions of higher education is not well equipped with digital technologies (lack of computers, laptops, tablet, smartphone, projectors, whiteboard, table, chair (2 students sit on one chair), I am not exaggerate but I am really faced this problems for the last seven years up to now in higher education in Ethiopia (in the case of WolaitaSodo University), weak internet connection, no secured wireless networks, lack of well-equipped computer laboratory, electric power interruption (like dime light), lack of educational software, inadequate ICT infrastructures and shortage of well-trained instructors or IT professionals).
Author Contributions
The researcher (Instructor of University) has reveals notable findings in this study based on the data analyzed and from his actual experience (more than 7 years teaching, research and consulting experience).
The findings contribute to the present philosophy and preparation associated to digital tools usage (for academic or non-academic purposes) in higher education. This investigation can be a motivation for refining willingness of instructors and students about digital technology uses in learning and teaching process, to improve the quality of education in Ethiopia.
Recommendations
I recommend the following based on the data analyzed (dataset students n=168, lecturers n=64 & technical assistants n=17) and from my real working experience (more than 7 years university teaching, research and consulting experience).
• The classrooms and computer laboratory should be equipped with adequate digital tools (desktop computers, laptops, digital projectors, fast internet connection or access, secured wireless networks, educational software and uninterrupted electric power.).
• Instructor needs training to promote academic digital literacy or digital skills.
• Scholars must practice digital technologies to improve digital literacy commonly or more period rather than non-academic purpose.
• Higher education institutions should have strategic digital policy or legal framework and initiatives fostering on how to use digital technologies in higher education.
• Assess or monitor how students are using digital tools specially the internet and smartphones based on the findings the internet and smartphones usage need urgent solution or policy framework (when, why, how and for what purpose students use the internet & smartphones).
• Curriculum revision is needed, assess student evaluation systems or make national even international standards finally all higher education institutions should integrate digital technologies into their curriculum.
• The governments should invest on ICT infrastructures, digital economy and IT professionals to transform the education system. Once education is transformed then every aspect of the country or world will be transformed. Because education is a base for all.
References
- Ullah A M, Alam MM, Shan-A-Alahi A, Rahman MM, Masum AKM, et al. (2019) Impact of ICT on students academic performance: Applying association rule mining and structured equation modeling. Int J AdvComput Technol 10: 387-393.
- Alban M, Mauricio D (2019) Predicting university dropout through data mining: A systematic literature. Indian J Sci Technol 12: 1-12.
- Mir SA, Shakeel D (2019) The impact of information and communication technologies (ICTs) on academic performance of medical students: An exploratory study. Int J Res Med Sci 7: 904-908.
- Ghavifekr S, Rosdy WAW (2015) Teaching and learning with technology: effectiveness of ICT integration in schools. IJRES 1: 175-191.
- Abdulkareem ESA, Soomro S (2010) Barriers to effective use of information technology in science education at yanbu kingdom of Saudi Arabia. 35-46.
- Amstrong BD, Nhamo E, Magonde S (2018) Factors affecting ICT integration in the teaching and learning of physical education in south africa: A case of johannesburg east cluster primary schools in the gauteng province. Int J Sport Exerc 2: 88-92.
- Bond M, Marin VI, Dolch C, Bedenlier S, Zawacki-Richter O (2018) Digital transformation in german higher education: Student and teacher perceptions and usage of digital media. Int J Educ Technol High Educ 15: 1-20.
- Basri W, Alandejani JA, Almadani FM (2018) ICT adoption impact on students’ academic performance: Evidence from saudi universities. Educ Res J 2018: 1-10.
- Chiraz K (2016) Measuring the impact of ICTS on academic performance: Evidence from higher education in Tunisia. JRTE 48: 322-337.
- Fatemeh T, El-Den J (2017) The impact of knowledge management on organizational productivity: A case study on koosar bank of iran. ProcediaComputSci 124: 300–310.
- HEA. (2019) Digital transformation and empowering technologies in higher education. Discussion Paper 1-18.
- Islam AYMA, Mok MMC, Gu X, Spector JM, Hai-Leng C (2019). ICT in higher education: An exploration of practices in malaysian universities. IEEE Access 1-17.
- Sulungai MW (2017) Influence of teacher accessibility and attitude towards integration of computers in mathematics instruction in secondary schools in Kenya. Int J Res InnovSocSci 1: 6-13.
- Javier B, Romero SJ, Luna M, Pamplona S (2015) Exploring the influence of ICT in online students through data mining tools. Madrid Open University 540-543.
- Mahdum, Hadriana, Safriyanti M (2019) Exploring teacher perceptions and motivations to ICT use in learning activities in Indonesia. JITER 18: 294-317.
- Mahenge MPJ, Sanga C (2016) ICT for e-learning in three higher education institutions in Tanzania. KM&EL 8: 200-212.
- Al-Mothana, Gasaymeh, Al-Tawel AM, Al-Moghrabi KG, Al-Ghonmein AM (2017) University students’ perceptions of the use of digital technologies in their formal learning: A developing country perspective. Int J Train Dev 7: 149-164.
- Marthese S, Rundgren SNC (2020). Literature review on the factors affecting primary teachers’ use of digital technology. TKL 25:115–128.
- Monira S (2017) The cause of low implementation of ict in education sector considering higher education: A study on Bangladesh. Can J Sociol 14: 8.
- Peeraer J, Petegen PV (2010) Factors influencing integration of ICT in higher education in vietnam. Global Conference on Learning and Technology 916-924.
- Simin G (2016) Teaching and learning with ICT tools: Issues and challenges from teachers perceptions. Malays Online J EducSci 4: 38-57.
- Khan MS, Khan I, Siraj-u-Din, Ismail HM, Khattak R, et al (2015) The impacts of ICT on the students’ performance: A review of access to information. IISTE 5: 85-94.
- Aman UM, Manjur AM (2019) Impact of ICT on students academic performance applying association rule mining and structured equation modeling. Int J AdvComputSciAppl Applications 10: 387-393.
- Mayra A, David M (2019) Predicting university dropout through data mining a systematic literature. Indian J Sci Technol 12: 1-12.
- Mirsa, Danish S (2019) The impact of information and communication technologies (ICTs) on academic performance of medical students: An exploratory study. Int J Res Med Sci 7: 904-908.
- Athirah W, Ghavifekr, Simin, Rosdy (2015) Teaching and learning with technology effectiveness of ICT integration in schools. Int J SciEduc 1: 175-191.
- Alwani AES, Soomro S (2010) Barriers to effective use of information technology in science education at yanbu kingdom of Saudi Arabia. E-learning Experiences and Future 36-46.
- Dube BA, Nhamo E, Magonde S (2018) Factors affecting ICT integration in the teaching and learning of physical education in South Africa: A case of johannesburg east cluster primary schools in the gauteng province. Int J Sport Exerc 2: 88-92.
- Melissa B, Victoria IM, Carina D, Svenja B, Olaf ZR, et al. (2018) Digital transformation in german higher education: Student and teacher perceptions and usage of digital media. Int J Educ Technol High Educ 15: 1-20.
- Wael SB, Jehan AA, Feras MA (2019) ICT adoption impact on students academic performance: Evidence from saudi universities. Educ Res Int 10: 1-10.
- Chiraz K (2016) Measuring the impact of ICTs on academic performance: Evidence from higher institute of business administration Tunisia. JRTE 48: 322-337.
- Fatemeh T, Jamal ED (2017) The impact of knowledge management on organizational productivity: A case study on koosar bank of iranprocedia computer science 124: 300–310.
- Junhong X (2019) Digital transformation and empowering technologies in higher education. Discussion Paper 40: 515-533.
- ISLAM AY, Magdalena MCM (2019) ICT in higher education: An exploration of practices in malaysian universities. IEEE Access 7: 16892-16908.
- January W (2017) Influence of teacher accessibility and attitude towards integration of computers in mathematics instruction in secondary schools in Kenya. IJRISS 1: 6-13.
- Javier B Exploring the influence of ICT in online students through data mining tools.Madrid Open University 540-543.
- Mahdum, Hadriana, Safriyanti M (2019) Exploring teacher perceptions and motivations to ICT use in learning activities in Indonesia. JITE:Research 18: 294-317.
- Michael PJM, Camilius S (2016) ICT for e-learning in three higher education institutions in Tanzania. KM&EL 8: 201-211.
- Mothana MGA (2018) University students perceptions of the use of digital technologies in their formal learning: A developing country perspective. IJLD 7: 149-164.
- Marthese S, Shu NCR (2020) Literature review on the factors affecting primary teachers’ use of digital technology. TKL 25: 115–128.
- Monira S, Shahabul HM (2018) The cause of low implementation of ICT in education sector considering higher education: A study on Bangladesh. Canadian Social Science 14: 67-73.
- Ghavifekr S, Kunjappan T, Ramasamy L, Anthony A (2018) Teaching and learning with ICT tools: Issues and challenges from teachers’ perceptions. MOJET 4: 38-57.
- Khan MS, Khan I, Siraj D, Ismail HM, Khattak R, et al. (2015) The impacts of ICT on the students performance: A review of access to information. HSSR 5: 85-94.