E-Learning Readiness Assessment Using Machine Learning Methods

Assessing e-learning readiness is crucial for educational institutions to identify areas in their e-learning systems needing improvement and to develop strategies to enhance students' readiness. This paper presents an effective approach for assessing e-learning readiness by combining the ADKAR model and machine learning-based feature importance identification methods. The motivation behind using machine learning approaches lies in their ability to capture nonlinearity in data and flexibility as data-driven models. This study surveyed faculty members and students in the Economics faculty at Tlemcen University, Algeria, to gather data based on the ADKAR model's five dimensions: awareness, desire, knowledge, ability, and reinforcement. Correlation analysis revealed a significant relationship between all dimensions. Specifically, the pairwise correlation coefficients between readiness and awareness, desire, knowledge, ability, and reinforcement are 0.5233, 0.5983, 0.6374, 0.6645, and 0.3693, respectively. Two machine learning algorithms, random forest (RF) and decision tree (DT), were used to identify the most important ADKAR factors influencing e-learning readiness. In the results, ability and knowledge were consistently identified as the most significant factors, with scores of ability (0.565, 0.514) and knowledge (0.170, 0.251) using RF and DT algorithms, respectively. Additionally, SHapley Additive exPlanations (SHAP) values were used to explore further the impact of each variable on the final prediction, highlighting ability as the most influential factor. These findings suggest that universities should focus on enhancing students' abilities and providing them with the necessary knowledge to increase their readiness for e-learning. This study provides valuable insights into the factors influencing university students' e-learning readiness.

Examination of Variables Affecting the Perceptions of Academic Performance of Higher Education Students during the Distance Education Process

COVID-19 has had serious consequences in all areas of social life, including education. In this period, distance education appeared as an inevitable solution. Even today, when the pandemic process is over and re-normalization has begun, online teaching environments have become such an indispensable part of education systems that it has been decided that a certain proportion of the courses will be conducted online in universities. For this reason, determining student experiences in online courses is important in planning the future of distance education. Since academic performance is the output of the teaching process, students' academic performance is one of the topics of interest in higher education research. There may be different factors affecting the academic performance of students in the distance education process, which imposes more responsibility on students and requires self-control. This study aimed to examine the relationship of academic performance in the distance education with home infrastructure, student interaction, computer skills, academic satisfaction. This research is based on a large-scale study, "The impact of the COVID-19 pandemic on the lives of higher education students", examining the pandemic's impact on higher education student perceptions in 2020. It has been observed that home infrastructure has a significant impact on the student's academic performance. The infrastructure increases the interaction of the student. When home infrastructure is taken as a control variable, students' computer skills are the highest predictor of their perception of academic performance, followed by their online interactions and, finally, perceived satisfaction. Today, pandemic conditions are still ongoing. In addition, even as the pandemic ends, online education has become an indispensable part of our education system. Therefore, the findings of the research would be beneficial for the ongoing planning process.

Development of Teaching Digital Skills: possibilities in Distance Education

The objective of this investigation is to understand how online distance education can contribute to promoting the development of digital skills, in particular, teaching digital skills. Contemporary society increasingly demands the use of digital technologies in the various areas of life, including in the teaching and learning process, even more evident in the pandemic context of COVID-19, which caused the suspension of face-to-face classes worldwide and imposed a new educational model, facilitated by digital technologies and based on online education methodologies, designated as emergency remote teaching. Among the many challenges, teachers had to adapt and reformulate their pedagogical practices and teaching methodologies in a virtual learning environment, often without having fundamental digital skills to promote quality learning. Through a narrative bibliographic review of an exploratory nature and qualitative methodology, studies, programs and models were identified that could be used as a reference to enable training propositions for the development of teaching digital skills, a key factor for pedagogical innovation.

How a Sense of Collective Efficacy Influences Teacher Learning during Change: The Role of Academic Optimism and Shared Vision

Purpose: The purpose of this study is twofold. First, this study reflects on the development of professional capital through understanding collective cultural factors, namely, academic optimism and shared vision. Second, it aims at exploring teacher learning. Teacher learning resulting in changes to teacher knowledge, attitudes and practices is crucial for the necessary changes education is continually confronted with. This learning is too often studied as a result of individual traits or structural factors, such as motivation or time. The authors investigated how teacher learning is influenced by academic optimism and shared vision. Design/methodology/approach: The authors administered an online web-based survey to 278 teachers in higher education, using the educational change to online learning due to the COVID pandemic as a unique chance to study the role of collective cultural factors in teacher learning. Findings: Results showed how teachers characterized their learning, academic optimism and shared vision during the educational change to online learning resulting from the COVID pandemic. The authors found that teacher learning was greatly influenced by teachers' collective sense of efficacy, an aspect of their academic optimism. Teachers' strong belief in each other, that they as fellow professionals could handle the challenging changes that the COVID pandemic required, strongly enhanced teacher learning during the COVID pandemic. Teachers' feeling of a professional community helped teacher to make sense of, and push through, the undeniable chaos that was the COVID pandemic. Originality/value: Collective cultural factors are rarely studied in conjunction with educational change. Insights into how a collective culture of professionalism enhances or hinders teacher learning are important for theory, policy and practice as it helps understand how teacher teams can be supported to build their professional capital by learning from educational change.

Measurement and Evaluation Challenges in Distance Education: Systematic Review and Qualitative Meta-Synthesis

The challenges experienced in measurement and evaluation during the distance education process among student and instructor groups are discussed in the study. A qualitative meta-synthesis method is used in this research. Twenty studies were included in the meta-synthesis. The challenges experienced by the instructors are program utilization, technological inadequacies, a lack of in-service seminars, online exam diversity, inconsistency between what is measured and what is intended to be measured, interference of other features with the measurement, unsuitability of the measurement tools, academic dishonesty, lack of control over online exam diversity, preparation and grading challenges, infrastructural issues, and a lack or latency of feedback. Challenges experienced by learners include alienation to the electronic environment, language, technological inadequacies, lack of materials, validity-reliability issues, application difficulty, lack of guidance in exams, infrastructural issues, network problems, lack of interest and motivation, anxiety about online exams, and avoidance and resistance to self-disclosure in virtual environments.

Bridging the Digital Divide: Distance Music Learning among Older Adult Musicians

The purpose of this study was to examine the experiences of conductor-teachers and older adult musicians in a New Horizons ensemble engaged in distance online music-making and music learning. This study employed intrinsic and particularistic qualitative case study designs in which older adult musicians and conductor-teachers of a New Horizons orchestra were interviewed and observed for one year during the COVID-19 pandemic. Primary data sources included verbatim interview transcripts of 11 older adult musicians and the principal conductor, e-mail correspondences, video recordings, and the principal conductor's journal entries. Findings distilled from the data included (a) the information communication technology (ICT) and music learning technology (MLT) introduced and the technological pedagogical and content knowledge (TPACK) needed to teach orchestra members and (b) how orchestra members navigated both ICT and MLT to engage in meaningful music-making and music learning in a distance learning environment. Implications for research and practice include challenging implicit assumptions and messages regarding technology use among older adult musicians, continuing post-COVID distance music learning that may lead to promising models for informal music learning, and continued connectivity beyond the locality of the rehearsal hall.

Successful School Interventions for Students with Disability during COVID-19: Empirical Evidence from Australia

Children and young people with disability are a "vulnerable" population within a pandemic context as they face structural inequities and discrimination as a result of their impairments. In this paper, we report research that sought to examine the learning experiences of children and young people with disability during the COVID-19 pandemic. We wanted to understand how this group fared and whether different interventions impacted on these experiences. Data were collected from an online survey organized by Children and Young People with Disability Australia (CYDA) that garnered responses from more than 700 families. The study contributes empirical evidence to the growing literature about COVID-19-related impacts on learners already recognized as experiencing multiple disadvantages in schooling. We find some significant gaps in supports offered to students with disability and their families. Notwithstanding that some students did not receive any support from their schools, where supports were offered, social supports had the greatest positive impact on feelings of learner engagement. Our findings support key propositions in the social and emotional learning literature, namely that particular resourcing should be dedicated to social interaction and feelings of belonging as these are crucial to learners engaging in learning processes. There are clear implications of these findings in terms of what educational institutions might do to help engage students with disability in remote learning.

Is Distance Education Fun? The Implications of Undergraduates' Epistemological Beliefs for Improving Their Engagement and Satisfaction with Online Learning

The epistemological beliefs of students are an important area for higher education research. This paper firstly reports on a research review concerning the impact of epistemological beliefs on academic outcomes. This review indicates that students' epistemological beliefs are an influence on their engagement with learning and academic success, and that educators should consider them in developing learning experiences. This issue became particularly pertinent in the context of a global pandemic that necessitated an international trend in moving to online distance education, where student disengagement is more likely to occur. However, research into distance education students' epistemological beliefs emerged as an under-researched field. Consequently, an empirical questionnaire study was conducted with data collected from 550 distance education students. A principal component analysis indicated that particular epistemological beliefs were significantly associated with students' enjoyment of studying online. Their beliefs regarding the role of fun in online learning materials and activities are discussed, and the usefulness of considering fun and epistemological beliefs as factors within distance learning in higher education is highlighted. [Note: The page range (213-232) shown on the PDF is incorrect. The correct page range is 213-231.]

Students Learning Experiences during COVID-19: Work from Home Period in Malaysian Higher Learning Institutions

Recently, the whole globe was affected by the Coronavirus disease (COVID-19), which caused a major disruption in every economy sector as well as the education sector. Most of the education systems in the world shifted to a full online learning method, either conducted in a synchronous or asynchronous method. Thus, making the traditional teaching and learning methods were no longer option of learning method. This reality of online teaching and learning methods by the Malaysian education system, especially the Higher Learning Institution as an alternative teaching method is compulsory throughout the pandemic. This paper evaluates the experience of the students of higher learning institutions in Malaysia with the implementation of online learning during this pandemic.

Effects of Education Transformation in Pandemic: A Regional Perspective

In the COVID-19 reality, educational organizations worldwide faced the urgent need to transform the educational process to prevent the uncontrolled spread of infection while ensuring that students' competencies were built at the desired level. The primary way to solve this problem was an accelerated transition to distance education. In order to switch to this type of learning, educational institutions are devoting significant resources to training their staff in new teaching methods and improving technology for interacting with students. However, fast is not always good. Moreover, radical changes that do not correspond with the perceptions of the participants in the educational process may not bring the expected results, even if they are implemented in the spirit of the latest trends. In this regard, it is advisable to conduct research to update the ideas about the advantages and disadvantages of distance education, the timely identification of which can help improve the quality and effectiveness of the educational process. The paper presents the results of research conducted among the students of one of the flagship universities of Russia. The conducted study shows that students negatively perceive some advantages of distance education. Therefore, it is necessary to reconsider the conceptual foundations of distance education. © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022.

What we have learned from adult students' online learning experiences to enhance online learning of other students' groups?

Adults used to be the largest online student population before the COVID-19 pandemic. However, the number of online students multiplied during the pandemic, and now includes the complete conglomeration of all student groups. Due to their longer experience of online education, adult students continue to provide valuable insights on how to enhance online learning for other higher education students. This article reports the results of phenomenographic research on the qualitative differences in the ways of experiencing learning by fifteen adult students enrolled in two online postgraduate programmes. The analysis on in-depth, participant-led interviews demonstrated that online learning is conceptualised in three ways: as an investment, as a process that brings structure, and as a process that enables and empowers an individual. The results of this study are of particular importance for those who are concerned with introducing online learning to the higher education curricula. The paper argues that the stigma of online education being the second choice, maintained in the educational research literature, should be replaced by a holistic approach to education as a process that organically incorporates the online educational elements into higher education. Focusing on how adult students experience online learning provides a broader and deeper understanding of adopted effective practices and the variety of online learning opportunities and outcomes for other students' groups. Insights based on the results of this study are summarised. © 2024, Asia-Pacific Society for Computers in Education. All rights reserved.

Strategies and Challenges to Teaching Students with Special Needs during a Pandemic

The COVID-19 pandemic has led to immediate school closures resulting in online learning. Online learning under such circumstances has presented challenges for teachers of students with mild to extensive support needs. The current study interviewed twenty special education teachers about the strategies they used when teaching online and the challenges they faced. Teachers discussed several strategies including the use of direct instruction, providing active engagement, caregiver involvement, and their frequent use of informal assessments. Challenges included time constraints and student inattention. Findings of this study can be used to inform strategies to use when teaching students with special needs online and in future online emergency teaching environments.

Differences in the Intensity and the Nature of Foreign Language Anxiety in In-Person and Online EFL Classes during the Pandemic: A Mixed-Methods Study

This paper explores differences in 437 learners' "foreign language classroom anxiety" (FLCA) in in-person and online English as a Foreign Language (EFL) classes before the outbreak of the pandemic and during the first lockdown in spring 2020. Statistical analyses of data gathered with a web survey revealed a slight, yet significant drop in learners' overall FLCA in "emergency remote teaching." In order to obtain a more granular view, item-level analyses revealed that learners in online classes were significantly less worried about being outperformed by peers, suffered less from physical symptoms of anxiety when called on in class, and were less anxious when they were in fact well-prepared. Feeling embarrassed to volunteer answers was significantly higher in online classes. Interviews with 21 participants revealed that the interviewees mentioned anxiety-provoking aspects of the class considerably more frequently online than in in-person classes. However, the sources of anxiety in online classes differed from the ones in classes taught on-site. Thus, it seems that the newness of the setting foregrounded anxiety-provoking aspects specific to emergency remote teaching, making others fade into the background at the beginning of the pandemic.

Assessing the Satisfaction of Kashan University of Medical Sciences Staff with Virtual Education Implemented Through Social Media during the COVID-19 Pandemic

Background: Following the coronavirus disease 2019 (COVID-19) outbreak and the need for social distance, the use of e-learning has become essential. The use of e-learning has always been associated with many challenges. Considering the importance of this issue and the lack of a study on virtual education in social media, the purpose of this study was to assess the satisfaction level of staff of Kashan University of Medical Sciences, Kashan, Iran, with virtual education provided through social media during the COVID-19 pandemic. Methods: The present cross-sectional-analytical study was conducted in 2020 using cluster sampling method on 300 staff of Kashan University of Medical Sciences in the occupational groups of health workers, health care providers, experts, physicians, and staff experts. The data collection tool was a validated questionnaire from other studies and was provided to the participants virtually. This questionnaire contained 6 demographic questions and 17 questions related to the satisfaction of the subjects. The questionnaire had three sections: training course content, training presentation method, and training program through virtual media. Finally, the data were analyzed using SPSS software and various statistical tests. Findings: The lowest level of satisfaction was related to educational content with a score of 17.59 and educational method with 25 scores had the highest level of satisfaction. In general, the level of satisfaction with e-learning in women was higher than men, but this relationship was not significant (P > 0.05). In addition, the health care group had the highest and the expert group had the lowest overall satisfaction score of the training provided. Conclusion: The results indicate that the level of total satisfaction is approximately high, so in addition to education, special attention should be paid to its quality. Evaluating the opinions of Kashan Health Department staffs about the quality of education in the virtual context is not only a criterion for evaluating the quality of teaching but also focuses on the possibilities and necessities of improving and evaluating education by discovering educational shortcomings. © 2022, Isfahan University of Medical Sciences(IUMS). All rights reserved.

Internationalization of higher education during and after COVID-19: Crossing Borders on a flying carpet

As a response to the impact of economic globalization on academia, internationalization of higher education has gained momentum in the past few decades. The COVID-19 pandemic, however, seems to have posed an unprecedented challenge to it. Governments have restricted mobility across borders as a measure to curb the spread of the virus, making it less appealing, if not impossible, for students to venture into studying abroad. Against this backdrop, this chapter introduces and explores a way out of this impasse. It questions the validity of dividing internationalization efforts into the two categories of "abroad and at home" and introduces emerging categories. Such categories primarily rely on the use of information and communication technology tools to enable students to pursue international education despite the current global health concerns. It also discusses how collaborative online international learning, as an approach to virtual mobility, can be a solution for internationalization of higher education during a global crisis and beyond. © Springer Nature Switzerland AG 2021. All rights reserved.

The impact of the COVID-19 pandemic on teaching mathematics and students' knowledge, skills, and grades

As a consequence of the COVID-19 pandemic and measures to secure public health, many processes have moved to the online space. The educational process is not an exception. Our main goal, which is presented in this article, was to re-design the educational process from face-to-face to distance learning in the Mathematics 1 course at the Technical University of Kosice. This article describes our approach to teaching, observations, and experience. This case study examines three factors: Firstly, the impact of distance education on overall assessments of students. Using descriptive statistics, the results of student evaluations were compared from the overall assessments for the last six academic years. It was found that distance learning does not affect excellent students and eliminates the number of students who do not pass. Secondly, the participation of students during online lessons, and thirdly, the use of electronic materials. The questionnaire survey and the data from the learning management system Moodle were used to examine the second and third factors. Descriptive statistics were used to describe the questionnaire survey data (frequencies, percentages and averages). An exploratory factor analysis was performed in order to assess the underlying key concepts regarding student evaluation of the teaching process. The exploratory factor analysis confirmed that this questionnaire followed the four key concepts. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

Understanding student technology teams within K-12 technology ecosystems

Access and use of computer-based educational technology within K-12 schools have been steadily increasing since the 1980s (Cuban, 1993;Delgado et al., 2015;Penuel, 2006), including more school districts providing every student with a device (1:1) after the year 2000 (Gray & Lewis, 2021;Harper & Milman, 2016;Penuel, 2006;Zheng et al., 2016). Despite this steady increase in devices, information systems, and learning platforms within schools, growth of information technology (IT) staff positions has not grown proportionally with technology and has resulted in a staff capacity issue for district technology departments (CoSN, 2021;Gao & Murphy, 2016;Kentucky Department of Education, 2017). This issue was exacerbated by the emergency switch to distance learning as a result of the COVID-19 pandemic, which relied on devices and online systems for learning to continue and further strained the technology departments (CoSN, 2022a, 2022b;Rauf, 2020;White, 2020).Since computers were introduced to these educational institutions, schools and districts have positioned students as technical and pedagogical supports for educational technology (National School Boards Association, 2002;Van Eck et al., 2001). Commonly known as student tech teams (STTs), this type of program is still frequent today within schools and there is a wealth of practitioner-created resources on the topic. Yet, studies on these programs are absent from the decades of research on technology integration within K-12 schools (Peterson & Scharber, 2017).This dissertation was designed to fill this void within the literature, provide a foundational understanding of STTs within K-12 educational technology initiatives, and identify practical strategies for school educators and leaders. Using a philosophically pragmatic lens and an ecological framework (Zhao & Frank, 2003), this explanatory sequential mixed-methods study (Creswell & Plano Clark, 2011) explored the following research questions:* How are student technology teams structured within K-12 school ecosystems?* What is the role of student technology teams within K-12 technology integration initiatives?Results from the study indicated that STTs are structured as work- and project-based courses, assistantships, and extracurriculars that can support the technical and instructional needs of staff and students within a school or district environment. STTs also provide opportunities for students to collaborate and create by tinkering with technologies and developing products that interest them while building their digital literacy skills. No two STTs are structured the same;however, staff and students' technical and instructional needs are common programmatic focus areas across STT environments.The role of STTs within K-12 technology integration initiatives is to give students autonomy, unique experiences, and opportunities to learn while serving the school and/or district community. The role of STT, as well as the benefit to its student members, is shaped by the coaches, tech department, and administrators' intentionality and mindset related to the capacity of students. Secondly, the STT's role is also shaped by the school and district's technology, schedules, and location. The findings of this study contribute to and extend the current understanding of educational technology initiatives, student tech teams, computing education in schools, and ecological framing of educational technologies. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

Digital Reading Check-Ins: Supporting Independent Digital Reading

We know that teacher support during independent reading can greatly impact the growth and development of beginning readers. However, the rapid conversion to online learning in the 2020-2021 school year required teachers to rethink and retool traditional strategies to meet the needs of their online learners. This teaching and learning guide explores the use of a digital reading check-in strategy to support beginning readers as they read independently on digital platforms. We explain how this strategy was implemented successfully in a first-grade classroom and how it can be employed with any digital reading platform used in classrooms today.

Covid-19 Pandemisi Sürecinde Ílahiyat Fakültesi Öğrencilerinin Uzaktan Eğitim Hakkındaki Görüşleri

Covid-19 pandemi sürecinde, Ílahiyat fakültesi öğrencilerinin uzaktan eğitime ilişkin görüşleri ve karşılaştıkları problemleri ortaya koymayı amaçlayan bu çalışmada, karma yöntem benimsenmiş olup, yakınsayan paralel desen kullanılmıştır. Araştırma evrenini 2020-2021 öğretim yılı Bahar döneminde Harran Üniversitesi Ílahiyat Fakültesi'nde okuyan yaklaşık 1700 öğrenci oluştururken, araştırma örneklemini ise bu grubu temsilen 447 öğrenci oluşturmaktadır. Veri toplama aracı olarak anket kullanılmıştır. Araştırmaya katılan öğrencilerin yaşadıkları yerin, kullandıkları cihazın, internet bağlantı türü ve imkânlarının, uzaktan eğitime bakışlarını olumlu veya olumsuz yönde etkilediği görülmüştür. Araştırma sonucunda genel olarak katılımcılar, uzaktan eğitimin;zamandan ve mekândan bağımsız olarak derslere katılabilmeye fırsat sunması, zamandan tasarruf sağlaması, ulaşım probleminin ortadan kalkması, ekonomik olması ve ders kayıtlarının tekrar izlenebilmesine imkân vermesi yönlerini olumlu görmektedir. Katılımcılar tarafından uzaktan eğitimin olumsuz görünen tarafları ise;internet bağlantısının kopması, elektrik kesintisi vb. sorunlar, derslerden yüz yüze eğitim kadar verim alınamaması, sınavların yüz yüze eğitime oranla daha zorlayıcı olması, öğrenci-hoca etkileşiminin sınırlı olması, uzaktan eğitimin sosyalleşme bakımından sınırlı olması, öğrenciyi pasif kılması, yeterince motive olamama olarak belirtilmiştir.Alternate : This study aims to reveal the views of theology students regarding distance education and the problems they encounter during the Covid-19 pandemic. The mixed method has been adopted and a convergent parallel design has been used. While the research population consists of approximately 1700 students studying at the Faculty of Theology of Harran University in the spring semester of the 2020-2021 academic year, the research sample consists of 447 students representing this group. Questionnaire was used as data collection tool. It has been observed that the kind of settlement where the participants live, the device that they use, the internet connection type and opportunities affect the views of participants on distance learning as positively or negatively. As a result of the research, the participants generally stated that distance education provides the opportunity to attend classes regardless of time and place, saves time, eliminates transportation problems, is economical and allows the course recordings to be watched again. The negative aspects of distance education by the participants are internet disconnection, power outage, etc., being inefficient of distance education as face-to-face education, being exams more challenging than face-to-face education, limited student-teacher interaction, limited socialization, making students passive, not being motivated enough.

The Experience of Teaching Public Administration in Russia during the Pandemic in 2020-2021

The main aim of the study was to analyze the impact of the COVID-19 Pandemic both on the public services and on public administration (PA) education, to find out how the process of teaching of future public administrators had changed during the Pandemic and how these changes could possibly influence the process of teaching public administrators in future. The research methods included theoretical and analytical research methods, the methodology of empirical research, and comparative research methods. The latest works of PA scholars in the global context, the materials of the study provided by the teams of teachers of the leading Russian universities concerning teaching experience during 2020, and the latest data provided from the analysis carried out at the Institute for Social Sciences of Russian Presidential Academy of National Economy and Public Administration, Moscow, in the conditions of distant and mixed learning in 2020-2021, allowed the author to give some practical advice to teachers and education managers concerning the improvement of the educational programs for PA students regarding the new conditions of the study. The main conclusion made on the results of the analysis is that digitalization of teaching and learning process and organization of distant learning at the time of the COVID-19 Pandemic should be considered to be the most important issues in PA education which could be applied in PA education in future. The recommendations concerned such aspects as the development of digital competencies of students, distant regime implementation, new pedagogy and digital didactics, socialization of students, internationalization and academic mobility of students, improving the qualifications of teachers and university management teams, research work, and the development of meta-competencies of future public servants.