ABSTRACT
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.
ABSTRACT
This paper discusses the performance analysis of learner behavior through online learning using Learning Management System (LMS). The analysis is performed based on the survey of lecturers and students activities. The parameters of survey consist of the problems discussion which arise in the online learning, the level of student absorption of lecture material, the level of student attendance, and the feedback on lecturer performance carried out by students. Problems that arise in the online learning include lecturers are not being able to control as much as 37%, network disturbances are as much as 22%, students having difficulty understanding lecture material are as much as 19% which are indicated by students with D score of 10%, C score of 60%, and B score of 30%. Meanwhile 17% of students use LMS and the remaining 5% have no problems with the online learning. On the other hand, students have difficulty obtaining connection for online learning of 45%, do not have a quota of 28%, and lazy of 17%. Lecturer performance feedback carried out by students based on competency parameters of pedagogic, personality, professionalism, and social shows very good score. © 2023 IEEE.
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This study aimed to examine the effect of distance education on the level of educational achievement of children during the Corona period in ten primary schools in the Emirate of Dubai. To achieve the objectives of the study the researchers adopted the descriptive analytical approach. The quantitative method of data collection had been applied using the electronic questionnaire tool consisted of four main axes for data collection and had been distributed to the study sample consisted of 190 students' parents and administrators selected by using simple random techniques. The results of the study indicated that the participation of students in the educational process, and in the establishment of appropriate educational programs and applications for the transmission to distance learning have contributed to reducing the negative effects of the process of shifting from traditional education / face-to-face education classroom teaching to virtual classroom (ZOOM).The study recommended the need for strengthening distance education mechanisms, which contribute in developing the student's interests, tendencies, attitudes, concentrating on the study material, and using of safe and secured electronic devices to increase the search for additional information to reach the correct knowledge. Also, the school administration should have good e-learning plan ahead with required financial credits that will help in overcoming the crisis and mange distance learning processes to reach future objectives successfully. © 2022 Owner/Author.
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After two years of online learning, minor changes happened in some tiny places which we may not always notice. These changes may impact the school management, education arrangement, and curriculum design: what do students expect from their teachers, and the school? Are they expecting forever online learning, and getting their degree completely online? In this study, we examined 93 final-year students from the school of computing science which mainly used work-based learning applied to learn pedagogy. We analyze their viewpoint on how COVID-19 changed their understanding of teaching and learning: what is the role of teachers and students? And how do they see the arrangement for the internship program? We found that over 92% of students agree that a creditable degree can better secure a job;over 68% of the students believed that face-to-face teaching is still a better choice, but at the same time, over 73% wish to have the materials recorded so that they can access them at their convenience time. We also examined some of the course design elements, especially those related to the internship program, to achieve a possible curriculum improvement for the students in the Asia Pacific region. © 2022 ACM.
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During the covid-19 pandemic, students' online learning quality is imbued with teachers' support strategies while students' learning engagement is another great indicator underlies their learning experiences. Through a questionnaire survey of 500 freshmen who have had their college English class online in 2022 fall, an investigation using exploratory factor analysis, Pearson correlation analysis, stepwise regression analysis and parallel mediator model reveals the impact of teachers' support strategies (the six dimensions of challenge, authentic context, curiosity, autonomy, recognition and feedback) on the learners' online college English learning engagement (the four dimensions of cognitive engagement, behavioral engagement, emotional engagement, social engagement), thus particular concern is also given to the correlation with students' online learning experiences. It was found that even under diversified and comprehensive guiding strategies from teachers, university students' online college English learning engagement is at the medium level, among which the cognitive engagement should be devoted more. The experimental data also shows that teachers' support strategies have significant influence on learners' engagement, especially teachers' feedback and challenge setting will stimulate students to involve more in their study. In addition, both teachers' support strategies and students' learning engagement involves significant reflection of learning experiences accordingly. Based on this learning concept, related proposals see different degrees of prominence reflected in online instructional design, teachers' and students' feedback literacy, and technology-enabled innovative teaching practice are put forward, in order to effectively play the role of teacher scaffolding, learning experiences enrichment and students' engagement enhancement of online English learning. © 2023 IEEE.
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Despite the widespread use of emergency remote learning (ERL) during the COVID-19 pandemic in higher education, little is known about the determinants of Chinese normal student satisfaction with ERL. This study uses a questionnaire survey method to examine how Chinese normal students' satisfaction with ERL during the COVID-19 pandemic. The results show that Chinese normal students prefer face-to-face teaching to online teaching to some extent. According to the findings, it is important to emphasize students' pre-class preparation, adjust course assessment methods, change teachers' teaching strategies, create a positive teaching environment, boost students' learning confidence, and help them deal with their anxiety during ERL to improve the online course experience for Chinese students at normal universities. © 2023 ACM.
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As a critical influencing factor of learning engagement, teacher expectation plays a vital role in ensuring the quality of online teaching under COVID-19. This paper investigates the relationship between teacher expectations (three dimensions of teacher support, teaching interaction, and academic feedback) on students' online English learning engagement (three dimensions of cognitive engagement, behavioral engagement, and emotional engagement) in e-learning through a questionnaire survey of 513 college students. Pearson correlation analysis and multiple regression analysis were applied as research methods. The results manifest that college students' online English learning engagement was above average, but emotional engagement needs improvement. In addition, teacher expectations of teaching interaction positively and significantly predict English e-learning engagement. Based on this, the article puts forward suggestions on the future of online teaching from the aspects of online teaching design, feedback quality of teachers and students, innovative teaching practice of technology empowerment to effectively play the role of teachers as scaffolding and improve the effectiveness of online English teaching. © 2023 IEEE.
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The COVID-19 pandemic has significantly changed education and caused unprecedented disruptions. These changes may disappear once the schools resume face-to-face classes in full force. Likewise, a positive change may not be necessarily what we want in education. This may be due to the existence of digital divide among students which cannot be ignored. During the COVID-19 pandemic, OneNote Class Notebook is used as an interactive digital whiteboard and has been evident as one of the best alternatives to the traditional whiteboard in the teaching and learning process. In this study, we aim to analyze students' perceptions of OneNote Class Notebook and the level of their continuous intention to use OneNote Class Notebook as an interactive digital whiteboard to replace the traditional whiteboard when school reopens with face-to-face lessons in the classroom in full force. The findings show that the students perceived that OneNote Class Notebook is indeed a useful tool to be used for calculus learning. But, it cannot be perceived as suitability to continue to be used during post COVID-19 period, when school reopens with physical classes in full force. In this regard, it reminds educators of the importance of rethinking education in the new normal post COVID-19 era from the perspective of curriculum studies. © 2023 IEEE.
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Introduction: Arterial lines are used within our intensive care unit to allow invasive blood pressure monitoring and regular blood gas analysis. Inadvertent use of dextrose containing fluids in the flush have been associated with falsely high glucose readings. When these are acted on with insulin, it can cause devastating hypoglycaemic brain injury. There have been a number of deaths and other incidents relating to the wrong fluid being used in arterial line set up reported within the UK in recent years. In 2014 the AAGBI released a safety guideline on the use of arterial lines specifically to reduce to the risk of hypoglycaemic brain injury. Objective(s): Our objective was to ensure that 100% of arterial lines in use within Royal Victoria Hospital's intensive care unit were compliant with our trust policy on the management of arterial lines. Method(s): We audited our intensive care unit's compliance with our trust policy and found that we were 80% compliant. We formed a multi-disciplinary arterial line working group in order to tackle the problem. Our quality improvement project consisted of two main approaches: 1. To educate staff on how to manage arterial lines correctly. We divided the management of arterial lines into S.A.L.T steps (a 7 step bundle on "Setting up an Arterial Line Transducer") and SUGAR checks ( a series of red flag moments to prompt staff to review the patient prior to starting or increasing insulin administration).We developed educational posters for key areas in ICU and presented our findings at departmental meetings. 2. To change the system, in order to make it easier to do the right thing. We developed a Universal Adult Arterial Pack (UAAP) containing key components in the setup of an arterial line. This also included aide memoires for the S.A.L.T steps and SUGAR checks. In order to measure the effect of these changes, we: 1. Audited compliance on a regular basis. 2. Monitored serious bundle breaches ( for example no label, wrong fluid used) 3. Assessed usage of the UAAP. Result(s): 1. Bundle compliance improved during the first half of 2021, however then reduced in the second half with the number of serious bundle breaches increasing. This coincided with COVID surge 4 - associated with reduced nursing ratios and staff redeployment. 2. UAAP usage increased throughout the project, from an average of 6 to 9 per day. 86% of staff found the packs useful and 85% thought that they reduced the potential for error. Conclusion(s): The presence of a policy does not ensure that staff will know about it or adhere to it. Although we have not yet achieved our target of 100% compliance, we have seen evidence of how our project has the potential to do so in the near future. We aim to roll out our new e-learning module for staff education, manufacture our UAAP on a bigger scale, and disseminate the project to other departments within the trust.
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The COVID-19 pandemic created unprecedented disruptions in models for engineering student training. At The Citadel, an undergraduate-focused college in the Southeastern United States, a variety of modalities were implemented following the onset of the pandemic, including emergency online and Hyflex learning. We conducted a longitudinal study to analyze the cognitive load among our undergraduate engineering students throughout changing modalities. Using data from the NASA Task Load Index (TLX) and open-ended reflections on student challenges, we found that total workload (a surrogate for cognitive load) was generally highest during emergency online learning in the second half of Spring 2020 semester, with experiences possibly varying across different demographic and academic groups. Emergency online challenges were often related to time management, personal organization, and responsibility for learning. In contrast, HyFlex challenges were often related to technology and communication challenges. While emergency online learning was a cognitive load disruption, that disruption was often associated with personal and/or academic development. HyFlex learning mediated cognitive load disruption;although, student challenges may have been simple nuisances rather than mediators of developmental change. © 2023 American Society of Civil Engineers.
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The problem of introducing online learning is becoming more and more popular in our society. Due to COVID-19 and the war in Ukraine, there is an urgent need for the transition of educational institutions to online learning, so this paper will help people not make mistakes in the process and afterward. The paper's primary purpose is to investigate the effectiveness of machine learning tools that can solve the problem of assessing student adaptation to online learning. These tools include intelligent methods and models, such as classification techniques and neural networks. This work uses data from an online survey of students at different levels: school, college, and university. The survey consists of questions such as gender, age, level of education, whether the student is in the city, class duration, quality of Internet connection, government/non-government educational institution, availability of virtual learning environment, whether the student is familiar with IT, financial conditions, type of Internet connection, a device used for studying, etc. To obtain the results on the effectiveness of online education were used the following machine learning algorithms and models: Random Forest (RF), Extra Trees (ET), Extreme, Light, and Simple Gradient Boosting (GB), Decision Trees (DT), K-neighbors (K-mean), Logistic Regression (LR), Support Vector Machine (SVM), Naїve Bayes (NB) classifier and others. An intelligent neural network model (NNM) was built to address the main issue. © 2023 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). CEUR Workshop Proceedings (CEUR-WS.org)
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The study aims to evaluate the impact of the experience of using cloud computing on the development of accounting education in the Gulf Cooperation Council countries in light of the Corona pandemic. To achieve this goal, the researchers relied on reviewing previous literature and conducting interviews with a number of accounting professors and students in universities in the Gulf Cooperation Council countries in order to develop a proposed framework for developing accounting education programs using both traditional education and cloud-based education. During the Corona pandemic, educational institutions in the Gulf Cooperation Council countries relied on the interactive learning management system such as Microsoft Teams, Zoom, and Modal. to support the e-learning process, because these systems enable them to interact with their students and meet their needs, which made studying easier. These systems help Students acquire the skill of self-learning, organizing and managing time. In addition, improving the efficiency of the lecturer in managing his time, due to the decrease in the weekly time needed for lecture and preparation, and helping to social distance between students and the lecturer. On the other hand, students suffered from not accepting e-learning due to the difficulty of understanding lectures, and the lack of skills and experience of some professors and students in the field of e-learning due to the familiarity with traditional education. In addition, the professors suffered from the difficulty of evaluating students under this system. Through personal interviews with a number of accounting professors and students in universities in the Gulf Cooperation Council countries, the researchers found that the previous obstacles were at a great level at the beginning of the application of e-learning through cloud computing applications, but the level of these obstacles has decreased over time as professors and students gradually acquired teaching skills at the same time, many technical problems were solved. Despite some advantages achieved through the transition to accounting education based on cloud computing, the Gulf Cooperation Council countries decided to return completely to traditional education. Therefore, the GCC countries should draw on the advantages that have been achieved from e-learning with a return to traditional education and study the possibility of adopting hybrid accounting education. Therefore, the researchers tried to propose a framework for the development of hybrid accounting education programs, based on several basic components that represent the elements of the educational process represented in the material and technological capabilities, the preparation and preparation of human elements (professor, student, technicians and administrators) and the teaching process (commitment to international accounting education standards, the development of accounting curricula and educational aids, And the use of different teaching styles, and the development of methods of evaluating students). © The Author(s), under exclusive license to Springer Nature Switzerland AG 2022.
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Purpose: The primary purpose of this research paper is to evaluate e-learning among employees of Information Technology (IT) companies based in Hyderabad, India. Design/methodology/approach: A survey was undertaken among the employees from different IT companies based in Hyderabad, India, to gauge the perception towards e-learning. The participants were selected randomly. The evaluation is based on a few factors: convenience, usefulness, course content, quality, effectiveness and benefits for employees and organizations. The responses were recorded online through a structured questionnaire. In total, 237 responses have been collected for this present study, of which 227 questionnaires were used for analysis. Findings: The surveyed employees perceived that e-learning helped them enhance their workplace competency in a flexible but effective manner. The e-learning also empowered the learners and ultimately contributed to the enhancement of organizational performance in some ways. Research limitations/implications: Limitation of the study – by examining the pris study was confined to employees working with IT companies based in Hyderabad City, India. The data is collected online, and there may be some insufficient responses. Implications of the study – the study results show a deep insight into the critical aspects of e-learning as a tool for employee training for the benefit of employees and organizational development. The surveyed respondents from the IT sector at Hyderabad perceived that keys to successful e-learning programs should give due consideration towards availability of internet bandwidth, making the course more interactive, providing more choices to the learners and user-friendly and personalized learning experience. The study also shows that the e-learning programs primarily benefit the employees as well as the organization in a manner, namely, improved productivity, helping to achieve business objectives of the firm, growth and advancement to the employees and enhancing the job-related knowledge. The study also discovered that e-learning improves employees' opportunities for professional growth and advancement inside and outside the organization by assisting them in learning new skills and enhancing job-related information. Practical implications: The internet penetration in recent years, as well as post-Covid-19, has given rise to online learning in the education and corporate sectors. The emergence of online or e-learning has been gaining ground in the corporate world by replacing the existing face-to-face or physical training model because of the cost factor and flexible learning to the learners. E-learning improves the learner's ability to adapt to the company's constantly changing business environment, which in turn helps the company increase departmental productivity and, ultimately, achieve its overall business goals. Social implications: The e-learning also empowered the learners and ultimately contributed to the enhancement of organizational performance in some ways. The e-learning also empowers the learner to perform better at his workplace and at the same time moving on the social ladder as the learning makes him/her confident at the job market. Originality/value: This study provides a valuable understanding of employee perceptions on the adoption and effectiveness of e-learning, which ultimately improves the benefits of the training and development department in realizing and enhancing the quality in corporate companies. © 2023, Emerald Publishing Limited.
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The phenomenon that occurs in universities today is the increase in the use of e-learning during the Covid-19 pandemic. However, the readiness of students and universities is seen as too short. The purpose of this research is to examine the relationship between expected benefits, e-learning curriculum, and educational partners in supporting student e-learning adoption. This study supports the sustainability of technology used in e-learning concepts. This research method is a quantitative survey of students in the city of Bandung (Indonesia) who implement e-learning as a learning medium. Data from students were taken through a questionnaire and processed using SmartPLS. The analysis was carried out using regression analysis with research hypothesis testing. The results of the study found that the expected benefits, e-learning curriculum, and educational partners have a positive relationship with the e-learning adoption of students in online learning. The E-learning curriculum is an antecedent variable that has better support for e-learning adoption. The research findings explain that e-learning adoption in universities can be built by three aspects starting from the e-learning curriculum, expected benefits, to educational partners. There is important information from this research that can be used as information support on the implementation and sustainability of online learning. E-learning organizers are expected to be able to improve the concept of e-learning, especially in the curriculum, because it has an important role to increase student e-learning adoption. © 2023 Author(s).
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In today's computer systems, the mouse is an essential input device. Touch interfaces are high-contact planes that we use on a regular basis and frequently throughout the period. As a result, the input device gets infested with bacteria and pathogens. Despite the fact that wireless mouse have eliminated the bunch of tangled wires, there is still a desire to tap the gadget. In light of the epidemic, this proposed method employs a outlying webcam or an in-built image sensor to capture arm gestures and identify fingertip detection, allowing users to execute standard mouse activities such as left click, scrolling and other mouse activities. The algorithm is trained using machine learning with the use of image sensor and the fingers are identified efficiently. As a result, this reliance on corporeal devices to manage the computational system cancels out the requirement of man-machine interface. Thus the suggested approach will prevent the proliferation of Covid-19. © 2023 IEEE.
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Documentation can support design work and create opportunities for learning and reflection. We explore how a novel documentation tool for a remote interaction design course provides insight into design process and integrates strategies from expert practice to support studio-style collaboration and reflection. Using Research through Design, we develop and deploy Kaleidoscope, an online tool for documenting design process, in an upper-level HCI class during the COVID-19 pandemic, iteratively developing it in response to student feedback and needs. We discuss key themes from the real-world deployment of Kaleidoscope, including: tensions between documentation and creation;effects of centralizing discussion;privacy and visibility in shared spaces;balancing evidence of achievement with feelings of overwhelm;and the effects of initial perceptions and incentives on tool usage. These successes and challenges provide insights to guide future tools for design documentation and HCI education that scaffold learning process as an equal partner to execution. © 2023 Owner/Author.
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Using learning analytics and dispositional learning analytics in teaching is difficult. Examples of their use are required for higher educational institutions and teachers. In this paper, we present a flipped learning approach in online settings (due to COVID-19) with particular emphasis on learning analytics and dispositional learning analytics. For this, an understanding of flipped approaches (i.e., flipped classroom and flipped learning) as well as the role of technology in the teaching context is required and presented. The role of technology includes (1) a digital learning system, (2) a conferencing system, (3) the collection and use of learning analytics and dispositional learning analytics, and (4) content-specific technology. Additionally, our aim is to present students' course feedback results from quantitative research methods course practices (2020, 2021) for preservice teachers (i.e., students;N = 70). The content is highly challenging for these students, causing fear, frustration, anxiety, and boredom. Generally, the results for pedagogy were positive, but the results of students' learning perceptions were lower. Based on the approach and results, discussion with new insights is provided. © 2022 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). CEUR Workshop Proceedings (CEUR-WS.org)
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Learning programming is a very complex activity. Student must understand and master the way of thinking, which is often different from the thinking to which he is accustomed in everyday life. A virtual learning environment named Priscilla is based on an educational framework combining primary microlearning activities with an automatic evaluation of programs using automated assessment. The article presents the form and structure of the Java programming course, a pilot course for using the Pricilla system in teaching. This course was used in university education in the COVID pandemic period. The article aims to describe the results of the pilot deployment and, based on the experience and feedback from students, generalise the principles and rules of creating educational courses based on microlearning and automated assessment. © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022.
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Although the Covid-19 pandemic disrupted learning for students worldwide, the 2022 Russian invasion of Ukraine has more severely impacted education for Ukrainian students. This study was conducted in the context of an educational technology master's thesis (Halchevska, 2022) at the University of Tartu, Estonia. A master's student with Ukrainian background contacted a biology teacher in Ukraine and offered to help teach an online collaborative lesson about genetics and the laws of inheritance. The lesson involved using an innovative computer simulation called the Collaborative Rabbit Genetics Lab. The learning materials were translated into Ukrainian. A quasi-experimental research design compared whether prior experience working with a collaborative seesaw simulation would influence outcomes later with the biology-related collaborative simulation. Data from two classes of 9th-grade students were collected using questionnaire items related to the perception of interdependence, an open-ended question about collaboration, and a focus group interview. The results indicate that prior practice with a collaborative simulation somewhat enhanced perceived collaboration the next time students worked with a similar type of interdependent task but did not affect task performance. The findings suggest that more guidance is needed to support learners in online collaboration when they solve interdependent tasks. Copyright © 2023 by SCITEPRESS – Science and Technology Publications, Lda. Under CC license (CC BY-NC-ND 4.0)
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This study aims to explore university students' continuous intention toward online learning during COVID-19 pandemic. A total of 120 students enrolled in online learning were surveyed to collect their perception of an extended model by adding task value to the expectation-confirmation model. Structural equation modeling was employed to verify the hypotheses proposed in this study. The results indicated that task value and technology usefulness were significant predictors of students' continuous intention toward online learning. More specifically, technology usefulness had a direct impact on students' continuous intention, while students' perceived task value played an indirect role in the prediction of their continuous intention. However, the impacts of both confirmation and satisfaction were not statistically significant on students' continuous intention. The results suggest that practitioners and researchers should pay special attention to the technological usefulness of online learning environments and task value, especially task value, in order to enhance students' retention of online learning. This study would contribute to implications to better design and implement online learning. © 2023 IEEE.