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.

Interdisciplinary Teaching Reform of Financial Engineering Majors Based on the Analytic Hierarchy Process in the Post-Pandemic Era

In the post-epidemic era, the labor market has become increasingly complex, making it even more crucial to incorporate sustainability into employment demand. As we enter the post-pandemic era, a globalization trend has become more apparent. It is crucial to modernize employability through educational reform in order to assist employees in enhancing their professional skills. This study began by analyzing the importance of financial engineering practice instruction and graduate employability in the post-epidemic era. Second, the study proposed the content and a plan for inter-disciplinary teaching reform to address talent cultivation needs based on labor market requirements. Third, a face-to-face survey and interview were conducted with students affected by changes in teaching, and the results were analyzed and summarized. On this basis, the impact of education reform was evaluated using both the expert scoring method and the analytic hierarchy approach. The results indicated that the suggested financial engineering teaching reform program improved the school's discipline strength, enrollment rate, employment rate, and competition awards, especially discipline strength. This research can be used to inform the teaching of financial engineering majors in various countries, assist job candidates in enhancing their professional skills, and build a formidable talent pool for the labor market.

Critical Feminista Dimensions to Informal Writing Groups for Women of Color Pursuing Doctoral Degrees

The anti-colonial struggle against literary assimilation and the claim to our linguistic space in validating our own stories as W°C, first generation college students, first generation college graduates, and caregivers to dependents, elders, and extended family members requires an activist spirit. [...]someone posted that they would be hosting a virtual writing group on Saturday mornings. A few text messages, utilization of social capital to invite non-M°CA members and a few electronic RSVPs later, we had commitments from the four of us. Being genuine and vulnerable through convivencia allowed us to place extreme care and attention on building social relationships while tearing down the conventional power structure often found in groups.

Optimising students' participation during emergency remote teaching in the Covid-19 pandemic

This study examined issues related to students' participation and online absenteeism among students at Zimbabwe's universities during COVID-19 induced online teaching and learning. More specifically, the study examined some of the ethical issues related to students' participation and assessment during online learning in selected universities in Zimbabwe. The study also examined some of the strategies that can be adopted to optimize students' participation during online learning to make online learning a more honest and interactive endeavour. To fully understand the challenges related to participation and online absenteeism, the study extrapolated the perspectives of students and academic staff who had adopted online learning since the outbreak of the COVID-19 pandemic. The research was a mixed-methods study, employing a descriptive-analytical approach which utilised three main methods of data collection. Firstly, semi-structured questionnaires distributed electronically among participants in the selected universities were used to collect research data. Secondly, follow-up online focus-group discussions (FGDs) were conducted to elicit participants' views on some of the ethical challenges posed by online learning and possible strategies for dealing with the challenges. Finally, follow-up telephone interviews were also conducted with lecturers with the same objective as the FGDs. The study's population consisted of 110 students and 77 academic staff randomly selected from six universities in Zimbabwe. Two of the selected universities were privately owned and four were public universities. The study showed some of the technological and pedagogical issues regarding students' participation and strategies for optimising students' participation during online learning. The study also shared some of the ethical challenges that arose from the adoption of online teaching and assessment systems and the policy, resource and training interventions needed to make online learning more interactive, while at the same time safeguarding academic integrity. The findings of this study, therefore, have implications for universities, learners and academic staff if online learning programmes are to be successful. Firstly, universities for instance, need to ensure that students and academic staff have the prerequisite technological resources to ensure that optimal active learning takes place. Secondly, to address the shortage of resources, universities should ensure that their libraries migrate from physical to digital libraries. Universities should also ensure that both academic staff and students receive the necessary training to access these digital libraries and the services they offer.

University–Industry Linkages in Agriculture: The Case of Palestine

The usual crisis mode of economic operations in Palestine intersects with the adverse consequences of COVID-19 and necessitates an innovative response to survive. This research builds on potential synergies between industry and university to expand the Palestinian agriculture sector resilience. We report on an explorative study that sought to understand the reality of the university–industry linkages (UILs) by considering information and experience gathered from 29 interviews in January 2020 and April 2021. Interviewees represent five key actor groups: farmers and agribusinesses, private institutions, universities, the Ministry of Agriculture, and NGOs. Content analysis revealed a nascent collaboration scope and uncovered the lack of a confident attitude among farmers towards agriculture research efforts, the poor communication performance, and misalignment of purpose. University actors need to encompass the UILs in their mission and touch farmers' needs by providing novelty evidence research. Yet, farmers and agribusinesses may take the initiative to communicate their problems and search for renovation. We developed a framework of underpinnings to enhance collaboration and a healthier agriculture sector. We suggest activating the cooperatives and diversifying farmers' income as deemed more resilient to face the pandemic.

Supporting the Mental Health Needs of Community College Students. Research Report. RR-A2552-1

The United States faces an unprecedented mental health crisis, with youth and young adults at the center. Even before the COVID-19 pandemic, nearly 50 percent of college students reported at least one mental health concern. The COVID-19 pandemic notably exacerbated these issues and underscored the urgent need to identify and implement ways to ameliorate the youth mental health crisis. In 2021, the National Academies of Sciences, Engineering, and Medicine called on the field of higher education to address growing concerns about student mental health by identifying and elevating emerging and promising approaches that offer a more holistic way to support students' mental health. Serving as the main entry point for more than 40 percent of students seeking a postsecondary degree, community colleges represent a tremendous and untapped opportunity to better address mental health in the United States, particularly for students who have been traditionally underserved (e.g., students of color, first-generation students, and low-income students). However, community colleges have limited evidence and guidance to inform the implementation of multilevel, holistic approaches to support students with varying mental health needs. To address this knowledge gap, this report shares a descriptive study of eight community colleges at the forefront of implementing multilevel approaches (a combination of prevention, early intervention, and treatment services) to support student mental health, as well as key facilitators for and barriers to their success. [For "How Community Colleges Can Support Student Mental Health Needs. Research Brief. RB-A2552-1," see ED627489.]

How Community Colleges Can Support Student Mental Health Needs. Research Brief. RB-A2552-1

The United States faces an unprecedented mental health crisis, with youth and young adults at the center. Even before the coronavirus disease 2019 (COVID-19) pandemic, nearly 50 percent of college students reported at least one mental health concern. Without adequate mental health support, college students, including those at community colleges, may be at risk for a variety of academic and nonacademic consequences that negatively affect their overall well-being, including lower college completion rates, higher rates of substance use, and lower lifetime earning potential. This research brief describes a study examining eight community colleges from across the United States which found that, although the institutions did offer mental health services, most lacked a clear organizing framework for those efforts, and that financial challenges limited the support offered to students. The research also highlighted the importance of community college leaders explicitly prioritizing student mental health, as well as broad staff buy-in to the effort. [For the full report, "Supporting the Mental Health Needs of Community College Students. Research Report. RR-A2552-1," see ED627480.]

International Students' Perceptions towards Their Learning Experience in an International Network Seminar in Japan: During and Post the COVID-19 Pandemic

The COVID-19 pandemic has struck educational experience systems around the globe. This paper investigates and evaluates the student participants' perceptions who joined the international exchange seminar on global citizenship and peace held at a University in Hiroshima, Japan. Approximately seventy students and faculty members from nine to ten different universities from around the globe joined this summer program in August 2021 (online) and 2022 (face-to-face). This study is a mixed-method study. The first part consists of a quantitative analysis of BEVI data obtained from the students in the seminar before COVID-19 and after. The research concludes that there are no changes in the effects of what students learn. The second part consists of qualitative data. The data shows the perceptions of students of online teaching versus hybrid teaching. It compares the differences in participants' perceptions reported in students' feedback on the programs during and post-COVID-19. Our results confirm prominent differences exist in the students' perceptions of their learning experience during the pre-pandemic and post-pandemic periods. The findings indicate based on lessons learned post-pandemic, universities need to strive and define the meaning and purpose of international seminars, which enable students to experience a high level of intercultural social interaction online and face-to-face. As the world becomes more interconnected, virtual environments, such as the ones presented within the International Seminar in Hiroshima, Japan, are vital to facilitating intercultural teaching environments and the implications within this paper indicate that these virtual mediums can promote inclusion, leading to a more sustainable world.

Student Satisfaction on Lecturers' Effectiveness, Efficiency and Productivity: Malaysian Education Landscape during the COVID-19 Pandemic

The COVID-19 pandemic has engulfed the whole planet, including the education sector in Malaysia. As a result, the quality of lecturers' work is critical in maintaining the number of students in a university, particularly during a pandemic. Lecturers are put through their paces as they move from traditional to e-learning, learning new ways to teach classes, navigating technology, using new skills, and utilising their own knowledge. This study analysed responses of 892 local students from various officially registered public higher learning institutions throughout Malaysia. Convenient sampling method was used to gather responses through online google forms from the above respondents. The outcomes of this study provided some insight on how Malaysian higher education institutions might redeem themselves by offering better service to the society, particularly during the COVID-19 pandemic.

Bioscience laboratory practicals, projects and placements in a Covid-19 world

The aim of this review is to discuss alternatives to the traditional practicals, undergraduate projects and student placements that are presently being disrupted by Covid-19. We focus on bioscience higher education (biology, biomedical sciences) with an emphasis on the laboratory sciences. In the context of a shifting environmental and political landscape, we consider whether higher education institutions can deliver the latest bioscience skills and knoweldge sought by employers through the use of virtual learning. To take the pressure off being in the laboratory, we suggest that there may be opportunities to reduce lab teaching, and in doing so, meet industry needs for more computational and policy-related knowledge. There may be opportunities for academic teams to build relationships with local businesses and industry partners to find new solutions, and think about how agility can be incorporated into curriculum design to accommodate the rapidly changing external environment. In this paper we share examples of how the authors work together to enhance student employability. Further research is required to understand the views of each stakeholder – student, academic and business or industry partners - in order to fully understand the context of the problems and possible solutions. [ FROM AUTHOR] Copyright of Journal of Biological Education (Routledge) is the property of Routledge and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full . (Copyright applies to all s.)

Student perspectives on the challenges of an online orientation at a large South African university during the COVID-19 pandemic

The COVID-19 pandemic that began in March 2020 gave rise to a number of challenges for first-year experience activities at universities globally. One of the key challenges was the process of onboarding first-year students through an orientation programme that could not take place face-to-face as per the norm. In 2021, the first-year orientation at a large South African university in this study moved to an online platform, becoming a week-long programme conducted on Microsoft Teams and comprising a variety of live and pre-recorded videos. The programme included seven core learning sessions designed to introduce the students to key services available at the university and to lay the foundation for student success. Using data from the university's 2021 Orientation Week (O-Week) Survey, this paper seeks to explore - from the perspective of the students - the core challenges associated with an online orientation during the COVID-19 pandemic. The study employs descriptive statistics to decipher the profile of the survey respondents as well as participants' experience of various learning sessions. A thematic approach was used to analyse the open-ended questions to provide the contextual perspectives on the challenges that students experienced with online orientation. The study identified five categories of challenges, which had a negative impact on their process of transitioning into the university environment. The study's findings will help universities to understand the drawbacks of online orientation as well as provide empirical guidance for them as to how they could leverage online orientation for student success in shaping the remote, blended, and hybrid learning discourse. The particular university under discussion subsequently used these findings as guidelines to conceptualise a new three-week blended orientation programme, Gateway to Success, which was introduced at the beginning of 2022.

Students' sense of belonging at a South African university during COVID-19

The research on students' sense of belonging in higher education has evolved into a prominent theme worldwide. Institutional research focuses on the institution understanding itself and helps leaders to rethink improvement initiatives. Moreover, the COVID-19 pandemic has required of institutions to revise student support programmes and approaches to maintain a strong sense of belonging. The theories of belonging by Strayhorn (2012) and Dumford et al. (2019) were adopted to analyse student responses. The aim of the study was to understand students' sense of belonging and how the university responded to the challenges presented by the COVID-19 pandemic to ensure a strong sense of belonging. Data were generated through in-depth interviews with 45 undergraduate students from all seven faculties. The findings highlight notable prevention measures intended to limit the spread of the virus on campus and student support in the form of study devices and data. The post-lockdown changes included a return to face-to-face mental health support, drafting COVID-19 catchup plans for first year orientation of 2020 and 2021 cohorts, improving the student voice. Finally, notable principles for responding to a future higher education crisis are highlighted. These initiatives contributed towards establishing and maintaining a strong students' sense of belonging.

Creating Co-Curricular Activist Writing Projects for Students in Writing Programs: The Case of the Neurodiversity Celebration Collaborative (NCC)

Context The NCC originally came into being through calls from various corners for more attention to the unmet mental health needs of college students and students with autism (Beiter et al.;Bruffaerts et al.;Lipson et al.;PinderAmake;Storrie et al.) as well as calls from disability activists for more space to support, highlight, and celebrate disabled and neurodiverse persons and the rich diversity they bring to our campuses (Dwyer et al.;Clouder et al.;Sachs;Yergeau). Through strategic research and advocacy, we will evaluate current mental health resources on and off campus, create appreciation versus sympathy for cognitive differences, bring to light inconsistencies and inaccuracies in the literature, establish appropriate forums of disclosure for students, and ultimately help constitute a more connected and understanding campus climate that celebrates neurodiversity as an integral part of any functioning university and its surrounding community. [...]most recently during the 2021-2022 academic year, the group held an event in which they discussed the concept of neurodiversity itself with a wider audience. Establishing student leaders is a crucial step in moving the faculty member out of the leadership role and making it clear to students that they have agency and the final say in how things will go.

Ivory Tower or Tower of Babel? The challenge of multilingualism for the globally embedded university

Higher education organizations in countries where English is not the native tongue must function in a multilingual mode, using English as their primary language for scientific exchange and academic publication and relying on the native language for instruction and administration. When operating in a multilingual mode of communication and identity expression, a higher education organization runs the risk of becoming a "tower of Babel";however, by operating solely in single-language mode, it may become an "ivory tower." Investigating Israeli higher education organizations and focusing specifically on their mission statements, we analyzed the built-in tension of this multilingual self-identification through how they introduce themselves in the lingua franca of global academe, namely English, and in the local language, Hebrew. In our analysis, we found: (a) differences between the English- and Hebrew-language mission statements in length, style, and context;(b) differences in thematic emphases and thus in the narration of organizational identity;and (c) that such thematic differences patterned according to the three categories of state-mandated higher education organizations and, to some degree, time. We conclude that multilingualism serves both as an arena for the negotiation of organizational identity and as a state of being for higher education organizations in non-English-speaking countries. [ FROM AUTHOR] Copyright of Higher Education (00181560) is the property of Springer Nature and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full . (Copyright applies to all s.)

Online or In-Person Course? Meaningful Discussion of Learning Effectiveness and Satisfaction of Microwave Filter Design Course in Graduate Students

Contribution: A research on applying blended teaching in microwave filter design in graduate students. Background: The Covid-19 epidemic has caused many universities worldwide to switch to online courses. Taiwan did not have a large-scale local infection in 2020, so the school has implemented a blended teaching plan, combining online and in-person courses. Intended Outcomes: Discuss the effectiveness and satisfaction of the Microwave Filter Design Course in Graduate Students for two classes, Online or In-person course. Application Design: This study uses a quasi-experiment to teach microwave filter courses in the two classes. The teacher integrated into the Flipped Classroom and Interactive Response System (IRS). Students must use the APP to complete the preclass preview and prepare materials. Class A [Formula Omitted] uses in-person classrooms for the whole course;Class B uses blended teaching. The first eight weeks are synchronized online, then mid-term exams, and in-person courses are used for the next ten weeks. Students in two classes in the last week filled out the course satisfaction questionnaire. Findings: Class B achieved better results in the eighth midterm exam week, showing better learning results. Although students in both classes are highly satisfied with the course, Class A is more satisfied than Class B. For graduate students participating in the microwave filter design course, in-person classrooms and blended teaching can achieve good learning results and satisfaction. However, teachers must pay attention to students' reception and understanding of flipped classrooms when using online teaching. And timely and in-depth guidance on the accuracy of APP use.

Conference Report (Re)shaping the inclusive city: the Association of Collegiate Schools of Planning engages indigenous and immigrant voices, histories and lived experiences

The 62nd annual conference of the Association of Collegiate Schools of Planning (ASCP) met from Nov 2-5, 2022 in Toronto, Canada. The conference brought together nearly 1,200 planning educators, researchers and students affiliated from more than thirty countries. Attendees were composed of approximately 700 faculty and more than 400 students. There were nearly 250 sessions including presentation of research papers, roundtable discussions, workshops, career information sessions and mobile sessions. The conference was the first in-person conference after two years of virtual convenings due to the COVID-19 pandemic. Local hosts for the conference included the University of Toronto, Toronto Metropolitan University and York University. The focal theme of the conference was "(re)shaping the inclusive city: engaging indigenous and immigrant voices, histories and lived experiences."

Collaborative research services: a peer-led cohort approach

PurposePrior to 2020, University of California, Los Angeles (UCLA) Library's research services spanned multiple service points. Multiple locations were staffed by Library Student Research Assistants (LSRAs) and each location was supervised independently. While efforts to increase collaboration had been underway, much of the work and services remained siloed and often duplicated training and service hours.Design/methodology/approachWith the onset of coronavirus disease 2019 (COVID-19), UCLA Library rapidly transitioned from entirely in-person to entirely online services. With multiple service points pivoting, UCLA was redundant to have multiple online desks providing Zoom appointments and that quickly became apparent. Moreover, transitioning in-person student work to remote work was paramount to providing both normal services to users and allowing LSRAs to keep jobs during a time of uncertainty and insecurity.FindingsWhile the authors' original consolidation of services and implementation of shared supervision was a result of the pandemic and primarily involved online services, the authors have maintained this shared approach and collaborative vision in returning to in-person services. For the past year, the authors have offered shared in-person (at two library locations) and online services. As subject-specific library locations begin to reopen their desks, the authors continue to identify ways to leverage shared supervision and a robust referral model for those on-site services while negotiating student staffing and the need for both general and subject-specific services.Originality/valueThe authors present a novel approach to peer-to-peer teaching and learning and research services and shared student worker supervision with services coordinated across multiple locations and disciplines within a large academic library serving a large student population.

COVID-19's effect on study hours for business students transitioning to online learning

Schools transitioned face-to-face (F2F) classes online in spring 2020 due to COVID-19. This paper reports on changes in study hours of business majors at a public university amid this transition. The analysis by enrollment type of quantitative data collected from 250 students shows an overall significant difference in study hours per class for all students. However, the difference is between students enrolled in online and F2F classes before the transition. F2F-only or online-only students did not significantly have a change in study hours after the transition. This report discusses these results and explores suggestions for helping students transition to online learning. [ FROM AUTHOR] Copyright of Journal of Education for Business is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full . (Copyright applies to all s.)

The Relationships between University Students' Physical Activity Needs, Involvement, Flow Experience and Sustainable Well-Being in the Post-Pandemic Era

As the global sustainable development agenda advances, having a healthy lifestyle has become an important part of the common pursuit. Physical activity needs and experiences are becoming increasingly diverse, yet there is a paucity of research on issues associated with university students' physical activity needs, and their perceptions of their physical activity needs and sustainable well-being are not yet fully understood. Therefore, this study combines Self-Determination Theory with the existence, relatedness, and growth (ERG) Theory of Needs to explore the mediating effects of different variables on the relationship between university students' physical activity needs and sustainable well-being. A total of 900 Chinese university students were invited through an online survey to participate in this study, and the collected data were validated with a structural equation model. According to the results of the study, it was found that the level of involvement and flow experience in university students' sports activities have a mediating effect on the relationship between needs and sustainable well-being. Therefore, educators can enhance the level of sustainable well-being by stimulating university students' physical activity needs and improving their level of involvement and participation experience.