The Syncretic Effect of Dual-Source Data on Affective Computing in Online Learning Contexts: A Perspective from Convolutional Neural Network with Attention Mechanism

Affective computing (AC) has been regarded as a relevant approach to identifying online learners' mental states and predicting their learning performance. Previous research mainly used one single-source data set, typically learners' facial expression, to compute learners' affection. However, a single facial expression may represent different affections in various head poses. This study proposed a dual-source data approach to solve the problem. Facial expression and head pose are two typical data sources that can be captured from online learning videos. The current study collected a dual-source data set of facial expressions and head poses from an online learning class in a middle school. A deep learning neural network using AlexNet with an attention mechanism was developed to verify the syncretic effect on affective computing of the proposed dual-source fusion strategy. The results show that the dual-source fusion approach significantly outperforms the single-source approach based on the AC recognition accuracy between the two approaches (dual-source approach using Attention-AlexNet model 80.96%;single-source approach, facial expression 76.65% and head pose 64.34%). This study contributes to the theoretical construction of the dual-source data fusion approach, and the empirical validation of the effect of the Attention-AlexNet neural network approach on affective computing in online learning contexts.

Explainable artificial intelligence approach towards classifying educational android app reviews using deep learning

Mobile application developers rely largely on user reviews for identifying issues in mobile applications and meeting the users' expectations. User reviews are unstructured, unorganized and very informal. Identifying and classifying issues by extracting required information from reviews is difficult due to a large number of reviews. To automate the process of classifying reviews many researchers have adopted machine learning approaches. Keeping in view, the rising demand for educational applications, especially during COVID-19, this research aims to automate Android application education reviews' classification and sentiment analysis using natural language processing and machine learning techniques. A baseline corpus comprising 13,000 records has been built by collecting reviews of more than 20 educational applications. The reviews were then manually labelled with respect to sentiment and issue types mentioned in each review. User reviews are classified into eight categories and various machine learning algorithms are applied to classify users' sentiments and issues of applications. The results demonstrate that our proposed framework achieved an accuracy of 97% for sentiment identification and an accuracy of 94% in classifying the most significant issues. Moreover, the interpretability of the model is verified by using the explainable artificial intelligence technique of local interpretable model-agnostic explanations. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

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.

Connectivity, community, and sense of belonging

This chapter illustrates how the change to a virtual setting challenged students' social connectedness and sense of belonging. It demonstrates how students found a way to build social connectedness in a virtual setting that reinforced their sense of community. The chapter discusses how Students of Color experienced the COVID-19 interruption. It offers insights into whether thriving in college is even possible for students when their means of creating community have been disrupted. At the University of Utah, the detachment was experienced by students in their interactions with faculty and their relationships with their friends, peers, and classmates. The closing of campus and the shift to online learning also limited students' social connectedness with friends, classmates, and peers. Students also relied on new communities to gain motivation and achieve academically. University employees were also a part of students' relational communities. Some students created a strong emotional connection with staff members, such as advisors and student affairs professionals. The pandemic and the resulting educational changes added another layer of complexity to the academic experiences of Students of Color. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

Across time and space: Examiner and candidate experiences of online doctoral vivas

Many countries have doctoral viva examinations, mostly conducted in-person until the COVID-19 pandemic. This article explores the changing processes and experiences of doctoral vivas forced online, from the perspectives of three examiners (two Uk, one NZ) and one recent candidate (UK). It sheds light on remote viva examinations exploring experiences of examination rigour, opportunities to evidence 'doctorateness' and challenges and affordances of remoteness, home location and technology. We use autoethnography, focusing on our experiences including the personal, learning and institutional dimensions. We found virtual spaces had advantages (comfort) and disadvantages (emotional difficulties), and levels of worry were often higher, especially regarding IT. Online formats still enabled examiners to rigorously assess 'doctorateness', but duty of care is needed for candidates with anxiety exacerbated by the pandemic, or technology. Our study offers insiders' insights into the remote online viva itself with recommendations for candidates, examiners and institutions. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

Online Psycho-Educational Intervention in Mathematical Learning Difficulties

The present study shows the results of six case studies referring to an intervention applied to mathematical learning difficulties. Participants were 8 to 12 years old. The intervention considered mathematics as a language and it is theoretically based on Bronfenbrenner's bioecological model, Vygotsky's sociocultural theory and Peircean semiotics. The objective was to work on the development of academic skills associating mathematics with interactional social skills. The analysis was based on qualitative data collected during the intervention process and quantitative data from scales and instruments with pre- and post-intervention measures. However, due to the COVID-19 pandemic context, some methodological issues were affected, mainly because the evaluations took place before and in the midst of the pandemic. Social impacts of the pandemic have unevenly affected participants, especially adolescents and children. The pandemic had a worse effect on adolescents than on children, especially regarding procedures that involve memory, and those with attentional problems also had worse results.

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.

The Impact of Disadvantage on Higher Education Engagement during Different Delivery Modes: A Pre- versus Peri-Pandemic Comparison of Learning Analytics Data

The pandemic forced many education providers to pivot rapidly their models of education to increased online provision, raising concerns that this may accentuate effects of digital poverty on education. Digital footprints created by learning analytics systems contain a wealth of information about student engagement. Combining these data with student demographics can provide significant insights into the behaviours of different groups. Here we present a comparison of students' data from disadvantaged versus non-disadvantaged backgrounds on four different engagement measures. Our results showed some indications of effects of disadvantage on student engagement in a UK university, but with differential effects for asynchronously versus synchronously delivered digital material. Pre-pandemic, students from disadvantaged backgrounds attended more live teaching, watched more pre-recorded lectures, and checked out more library books than students from non-disadvantaged backgrounds. Peri-pandemic, where teaching was almost entirely online, these differences either disappeared (attendance and library book checkouts), or even reversed such that disadvantaged students viewed significantly fewer pre-recorded lectures. These findings have important implications for future research on student engagement and for institutions wishing to provide equitable opportunities to their students, both peri- and post-pandemic.

Online art therapy classroom in Thailand

This chapter discusses the format of the International Program of Art Therapy in Thailand (IPATT) program before and during the COVID pandemic. A survey will contrast the strengths and weaknesses of online learning as experienced by IPATT students who participated in the program in-person as well as online. The IPATT studio is equipped with audio-visual aids for instructors to present art therapy theories and a studio working area with a wide assortment of art materials that allow students to work experientially. In addition to art therapy education, having students in the studio also gives them opportunities to learn relational literacy inside and outside class time, such as confronting or allying, deepening or skipping, and encouraging or letting go. The student survey that contrasted in-person and online classroom experiences revealed that face-to-face teaching gets a higher score in 3 out of 9 quality sub-categories;most aspects remain the same in both classroom settings. There are advantages and disadvantages to sharing art and personal experiences online, where group dynamics can be different, benefiting some group members but not others. While there is a preference for face-to-face education, the small student survey shows that most IPATT students accept online education as an alternative. (PsycInfo Database Record (c) 2023 APA, all rights reserved)

Interactive Cultural Activities in Virtual Study Abroad during the Pandemic and Beyond

Some of the simplest affordances of study abroad became unavailable when students stayed stateside because of the pandemic-induced disruptions to international travel. These ranged from touring city and historical/cultural landmarks, having spontaneous and chance interactions with locals, participating in the performance of traditions and practices, visiting homes, engaging in "domestic" activities with host families and local peers, and developing a sense of community with other fellow students. This paper reports on three alternate, virtual cultural activities that were launched during the pandemic between a U.S. university and its study abroad partner institution in Morocco in order to help compensate for the health disruption. Survey responses, cultural products, and reflections from 118 participants were collected for this study over two Arabic summer intensive programs at the stateside university. The study explores the effectiveness of these activities in promoting intercultural competence and student engagement during this period and speculates on how they can be integrated into the regular programming post-pandemic in order to further enhance immersion.

Inspiring Academic Confidence in University Students: Perceived Digital Experience as a Source of Self-Efficacy

Purpose: This study aims to introduce a research framework that identifies the potential sources of design self-efficacy that emerge from the digital class by covering the teaching for professional competence model (TPCM) to enhance students' design self-efficacy. Design/methodology/approach: The multistage and purposive sampling technique is used, and the respondents considered are Malaysian university students. Further, the students who completed the survey included both local and international students so as to capture responses through primary data. Findings The findings of this research study reveal that design self-efficacy is determined not only by feedback and collaborative learning but also by perceived digital class experience. Research limitations/implications: Moreover, this study is limited in offering a theoretical framework using the TPCM;therefore, future studies may incorporate Bronfenbrenner's ecological systems theory and may also use the theory integration approach. Also, in terms of geographic coverage, the current work is limited to an area in Klang Valley. Future studies may be carried out in other parts or regions of the country. Future researchers may also focus on technological self-efficacy to capture the other related factors that may be related. Practical implications: This study not only contributed to the theoretical extensions but also to practical implications, which would benefit the policymakers of higher education providers in Malaysia. Originality/value: TPCM components, which are students' personal characteristics, teaching practices and student's perceptions of the classroom climate, are mapped into the digital class context as potential sources of design self-efficacy and collectively labelled as digital class experience. To the authors' knowledge, the digital class environment variable is yet to be tested as a component of TPCM.

Political Economy of the 'Virtual' Internationalisation of Higher Education to Foster Glocal Sustainable Development

Background: The COVID-19 pandemic challenged the higher education institution's face-to-face education. Higher education institutions have overcome this challenge through enhanced virtual education which has provided further opportunities to the higher education institutions. One of these opportunities is the 'virtual' internationalisation of higher education which enables higher education institutions to reach more students globally. Purposes: This paper aims to investigate the 'virtual' internationalisation of higher education's role in glocal sustainable development and how to enhance its use to support glocal sustainability and sustainable development. This paper emphasises importance of political economy of the 'virtual' internationalisation of higher education to support glocal sustainable development and environmental policies. Methodology/Approach: The aim of this paper is achieved based on an in-depth literature review. Findings: This paper highlights effective, strategic and successful 'virtual' internationalisation of higher education's role in competitiveness of higher education institutions. This paper highlights political economy of the 'virtual' internationalisation of higher education and provides recommendations and key success factors for the 'virtual' internationalisation of higher education to enhance glocal sustainable development and sustainability as well as environmental policies. This paper emphasises importance of considering the 'virtual' internationalisation of higher education in countries' sustainable development plans, strategies and policies. Discussion: Effective and strategic 'virtual' internationalisation of higher education can support higher education institutions' competitive advantage globally. They can support higher education institutions' success in getting intelligent students from all over the world. This can further contribute to their competitiveness. Furthermore, this can enable them to employ, in these 'virtual' internationalisation of higher education programmes, globally competitive and competent academic staff from all over the world. This paper can be useful to academics, policy-makers and researchers in the relevant field.

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.

Adult learners with learning disabilities' motivation to succeed in higher education online learning during Covid-19

Many students had to transition to online learning due to the COVID-19 pandemic while other students were already enrolled in online education. Online study may hold additional struggles for students with learning disabilities. The problem addressed in this qualitative, phenomenological study was the motivating factors of online higher education students who have a learning disability during the COVID-19 pandemic. The theoretical foundation was Maslow's hierarchy of needs. Data were gathered through 10 semistructured interviews and then analyzed through the thematic analysis yielding five themes: (a) lack of professional support, (b) resources, (c) support system, (d) consistent motivation, and (e) low motivation. These findings showed that students needed support within families and educational institutions to continue to be successful in their schooling and motivated. Additionally, it showed that students needed resources to better help them succeed in their assignments. Implications for positive social change include better understanding of how students are motivated when doing online school despite the different challenges they may be experiencing. Additionally, this study may also contribute to social change by informing other students that they are not alone during the process of their education and that there are ways to continue to be motivated. (PsycInfo Database Record (c) 2023 APA, 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.

When Public Administration Education Switches Online: Student Perceptions during COVID-19

Public administration education is traditionally known for its emphasis on interaction, discussion and experiential learning, which require effective in-person instructions. With COVID-19 pushing many programmes across the globe to be delivered online rather than in person, how this shift has affected the student experience in public administration programmes has been a pertinent and important consideration. This paper addresses the question through two surveys of 147 students in total, at a graduate-level public policy school in Singapore. Two distinctive waves of data collection allow us to capture a nuanced picture of student perceptions both when online teaching was introduced as an emergency response and when it was planned as a deliberate strategy later on. Our findings suggest that students consistently reported a decline in participation and interaction in an online setting, compared with a face-to-face setting. Our study fills a critical gap in the literature related to online public administration education in Asia, while the immediate constraints it highlights and lessons it offers on maintaining a highly interactive and engaging public administration education are likely to apply for educators elsewhere both during and beyond the COVID-19 era.

Cameras off, coffee on: Online teaching and learning in COVID-times

Teaching and learning took on new meaning at the onset of the COVID-19 pandemic, specifically for those programs not designed for online course delivery. While some accredited graduate art therapy programs already offered online learning and low residency options when the COVID pandemic hit, most were designed for in-person experiential learning with an art studio space. The author, an instructor at Drexel University in Philadelphia, PA, U.S., was preparing to teach a content course that relied on art-based experientials, one of the "signature" pedagogies in art therapy education. She had to rebuild the course with careful attention to various modes of communication to hold a safe learning space. This chapter outlines and exposes pedagogical, technological, and personal rationale behind her choices. It provides new knowledge or aspects to consider when making changes to course delivery post-pandemic. Overall, the chapter aims to inspire the readers to reconsider the philosophies of teaching and how one can creatively and effectively meet the students where they are in their cycle of learning, whether one teaches online, face-to-face, or a hybrid of the two. (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.

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.

Youth challenges in Namibia during COVID-19: Engaging joblessness, violence, and e-learning

The coronavirus disease (COVID-19) and harsh lockdown regulations have impacted the wellbeing of the youth globally. The pandemic has also caused significant mortality and morbidity, creating daunting health and socio-economic challenges. The restrictive measures that have been put in place by many countries to contain the spread of the virus negatively affected the livelihood of youth. Namibia was equally impacted by the pandemic. The country introduced preventative measures to contain the spread of COVID-19, ranging from closure of social spaces, schools, recreational facilities, businesses, among others. These had unintended consequences on the livelihood of youth and their families. The main objective of the chapter is to better understand the impact of young people's chronic exposure to joblessness, violence, education disruptions on their wellbeing. Specifically, the chapter examines the extent to which protective measures influenced changes in violence, access to sexual and reproductive health as well as land and housing. The study utilized a desk review, relying on secondary data and policy documents. The findings indicated that retaining contact with friends and pursuing leisure activities are key to the wellbeing of young people. In addition, financial worries emanating from job losses and low economic acitivities also exacerbated young people's livelihood. Furthermore, having the youth and adults at home all day long, resulting from closing of schools and workplaces, increased family conflicts and violence. Consequently, victims of domestic violence were unable to access places of safety and other psychosocial support services. The study further indicated that the implementation of e-learning was threatened by the lack of ICT infrastructure and the capacity of teachers and learners to access and use e-learning platforms. Moreover, the youth indicated that they felt isolated and lacked motivation which is usually derived from interaction with their peers. The chapter therefore, recommends the creation of targeted youth interventions including employment opportunities, entrepreneurship, poverty reduction programs, as well as investment in ICT infrastructure and training. (PsycInfo Database Record (c) 2023 APA, all rights reserved)