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Purpose: This study aims to examine the effectiveness of the Central Board of Secondary Education (CBSE)-based English textbooks and question papers in developing second-language higher-order thinking skills (HOTS). Design/methodology/approach: Descriptive analysis establishes a causal relationship between learning objectives and second language (L2) writing proficiency. Content analysis is used to compare and analyze tabulated data for textbooks and question papers for the English language by the National Council of Educational Research and Training (NCERT) and CBSE. This method categorizes the materials and their assessments under HOTS and lower-order thinking skills to ascertain the relationship between learning objectives and L2 writing proficiency. Findings: The study highlights teaching material and assessment shortcomings and their alignment with learning outcomes to enhance students' writing skills. It underscores the need for HOTS-focused materials, discussing their impact on writing skills. The study also explores how textbook-question paper mismatch hampers Bloom's taxonomy-based cognitive skills. Practical implications: This research illuminates the efficacy of teaching and learning English as a second language (ESL) writing skills to improve the quality of education, which has real-world implications. The study highlights flaws in the educational system in India and suggests curricular and pedagogical changes. Originality/value: The research examines NCERT and CBSE ESL textbooks and question papers to align teaching and assessment methods. The results aim to improve education through ESL writers' HOTS.

The paper examines how new age pedagogies and neoliberal policies consciously work towards "naturalizing" English language's hegemony in institutions of Higher Education (IHE) in India. An ethnographic study the paper foregrounds the precarious positioning of non-English Indian languages "vis-à-vis" the pervading discourses of internationalization and education as job/skill oriented. Hegemony of English in the present is coupled with a restructuring of language departments as well as fleeting market demands for human capital. The paper also brings into question the role of the Internet and related technologies in reorganizing the linguistic dynamics of HE. Instead of democratizing, the Internet produces new monopolies in knowledge production, controls knowledge traffic from global North to South and further legitimizes the language hegemony. The paper argues that, in the last two decades, the neoliberal rupture has been leading HE institutions to a death of vernaculars within their physical, cultural and academic spaces.

Research article publication is often considered a critical indicator of academic institutions' success and productivity. It improves the institution's reputation, attracts talented students and faculty members, and increases the institution's chances of receiving funding opportunities from different funding agencies. This paper provides a reliable and sustainable methodology for improving the quality and quantity of research article publications for engineering institutions in India. The various tools, techniques, and initiatives that promote research culture and improve its outcome in terms of research papers are also discussed. A case study of Pimpri Chinchwad College of Engineering (PCCOE), Pune, India, depicts how predictive, prescriptive, descriptive, and diagnostic data analytics approaches help to identify the barriers in the research article publications in academic institutions and provides the ways to overcome them. It also helps to set the publication targets and develop the path to perceive the targets. The outcomes and effectiveness of the case study are discussed using the papers published in Scopus, Web of Science, and Google Scholar databases. The challenges, opportunities, and recommendations are also provided for the smooth and effective implementation of the developed methodologies.

There is an ever-increasing demand for Higher Education Institutions (HEIs) to engage with the challenges of the changing labour market contexts and trends, such as the Fifth Industrial Revolution and the new normal. However, a major criticism is that higher education institutions do not often prepare graduates for real-life contexts. For that reason, it is not surprising that graduate employability and the competencies required have become the primary concerns of HEIs. Often, we see the phrases "competency" and "employability" presented in the literature as essential requirements for graduates to attain gainful employment streams. Some studies also present them as interrelated concepts. However, we seldom find studies that unravel their intertwined relationships. This article tries to bridge this gap by looking into the role of HEIs in promoting the development of competencies for employability. We used a structured questionnaire to collect the quantitative data from 389 postgraduate students enrolled in a generic stream from an Indian State, Kerala. This paper proposes and tests a structural model of relationships between the perceived competencies of the postgraduates and their perceived career preparedness and, subsequently, perceived employability. This paper also highlights the need to reimagine tertiary education to suit the demands of changing times.

The technology-supported education systems seamlessly integrated throughout the globe in response to the demands of post COVID-19 pandemic. The swift developments of the digital tools with Artificial Intelligence (AI) support are also readily diffused among the educational communities. This research paper investigates the synergistic impact of digital literacy, the incorporation of AI tools, and Peer Supported Collaborative Learning (PSCL) on the learning perceptions of university students. The research aims to discern the implications of these technological and social facets on students' attitudes towards AI assisted learning process. Structured questionnaire-based survey among the University students were done for this descriptive research. 409 responses collected were analysed with SPSS, Excel and Process Macro. It is found that the students' Digital Literacy, Use of AI tools and PSCL on AI assisted learning were positively correlated. The partial mediatory path through the PSCL and AI tool usage has a significant positive influence on students learning process. The insights gathered from this study can inform educators, policymakers, and institutions on optimizing the amalgamation of digital literacy, AI tools and PSCL to enhance the contemporary learning environment. As universities navigate the digital age, this research provides a nuanced understanding of the dynamics shaping students' perceptions, offering valuable insights into the multifaceted aspects of AI influencing the educational landscape.

Higher education (HE) in India has seen an exponential growth phase over the last two decades. Challenges of meeting expansion demands along with goals of equity and quality have underpinned discussions on educational reforms as well. The dynamics of market-supported increased access have compromised on goals of equity, whereas the role of technology in assisting growth has been fraught with similar and greater social challenges. A new normal seems to have emerged into the HE landscape across the world in the form of legitimising and rationalising 'digital' as an equal alternative to the face to face. In the context of a developing postcolonial economy like India, this development has further highlighted the contradictory pulls within the emerging aims/purposes of HE. The digital divide even as it impacts or reflects the existing asymmetries in access to resources, also engenders a dilemma with respect to the desired aims of higher education. There appears to be a contingent shift in approach appropriating the discourse of democratisation of knowledge/educational institutions and materially undermining prospects for enhancing social capital of graduates essential for a critical participation in the social, political and economic realm. In this context, the paper aims to problematize the idea of inclusion of the marginalised through digitalisation of education with focus on the pedagogic space and the possibilities for a participatory, mediated, empathetic and empowering pedagogy. The paper begins by contextualising the digital emphasis in the neo-liberal imagination of higher education in India.

This paper focuses on Seligman's (2011) PERMA components (positive emotion, engagement, relationships, meaning, and accomplishment) of well-being. Teachers' reflection data have been analysed deductively to identify components of PERMA as relevant to themselves as well their perceptions of their learners' well-being during and after a longitudinal classroom action research project in India. The original British Council study was not focused on well-being but instead on exploring the feasibility of working with children in partnership in classroom research. Teachers reported positive emotions, high levels of engagement, closer relationships with learners in their classes, and they also felt that their work became more meaningful and purposeful. Researching classrooms in partnership with children has the potential to promote many benefits for both learners and teachers, including increased levels of well-being. The paper argues therefore that working in partnership with learners may be an excellent starting point to promote well-being in any classroom.

As universities shifted to online education with the onset of the Coronavirus Disease 2019 (COVID-19) pandemic, both pedagogy and assessment patterns across disciplines underwent a change, with a shift towards collaborative digital assessments. In this context, using qualitative and quantitative methods for data collection from an assessment conducted for 55 students who worked in groups to create YouTube videos on pre-selected modules, our analysis reveals that this assessment tool had a significant impact on peer learning, motivation and group dynamics. Students were more motivated to learn and share their learning, and they could also successfully engage in recognising and addressing group dynamics, thereby cultivating more than just subject knowledge. This finding aligns with existing scholarship and the paper adds to research about pedagogy and assessment via digital education in the Indian context, which is still upcoming.

This paper critically examines the centrally administered pre-service teacher preparation program for learning disabilities in India. With no equivalent Indian competency standards, this paper analyses components of the teacher preparation curriculum in the light of 22 high leverage practices (HLPs) outlined by the Council for Exceptional Children (CEC) as well as examines interview data from teacher educators to better understand challenges on the ground. Overall, the paper notes a heavy emphasis on theory over practice, with limited opportunities for practice. HLPs related to social-emotional and behavioral practices were minimally addressed in the curriculum. Finally, although the program was dedicated to serving children with learning disabilities, prospective teachers tended to get placed in inclusive settings and were required to work with students with a range of disabilities, highlighting the need for a program with a wider range of disabilities, not only learning disabilities. Implications for school and educational psychologists are discussed.

Purpose: Inclusive growth in the education sector is still a major challenge in some countries because of limited access to technologies and internet connectivity, among other reasons. However, as a technology, augmented reality (AR) is expected to be widely used in the field of education in the future. The main purpose of this paper is to explore the use of AR for inclusive growth in education as well as identify the challenges, particularly in countries like India and Tanzania. Design/methodology/approach: This paper applies a systematic literature review by analysing and synthesising relevant documents, mainly journal articles, books and conference papers. Descriptive statistics and cross-tabulation were used for the analysis. Content analysis was used to evaluate the contents of the reviewed literature. Findings: For the use of AR, it is important to have adequate digital infrastructure, access to universal internet or broadband facilities and the digital empowerment of citizens. Major challenges to inclusive growth in education include the lack of trained teacher educators and students' preference for practical or project-based curriculum. Practical implications: Practitioners in both countries may consider the use of AR for inclusive growth in education. Originality/value: This paper specifically examines the use of AR in higher education and the related challenges based on a review of two countries, namely India and Tanzania.

This paper presents outcomes from a professional development programme (PDP) in India designed to support inclusion of students with disabilities. 107 practising teachers including general educators, special educators, school leaders, and counsellors, among others participated in a six-month PDP. The programme focused on equipping teachers with Universal Design for Learning (UDL) practices tailored towards the Indian context. The PDP consisted of 24 interactive workshops conducted over six days once a month, along with coaching to support implementation, resource packages, a professional learning community, and visits to the host's and participants' settings. Data from questionnaires and audio-visual evidence suggest that participants were able to apply a range of strategies including attention grabbers, energisers, classroom management, and reading fluency strategies to their classrooms. Participants most appreciated the hands-on strategies and contextually relevant resources that were made available at no additional cost as part of the PDP. The paper highlights the need to create and share open education resources (OERs) that all teachers can contribute to and extend the scope of PD programmes to provide follow-up support.

This paper examines the predicament of the Dalit youth in their pursuit of higher education through a qualitative study in a low-income locality of Delhi. In absence of control over material resources historically, education offered promise in liberating socially excluded groups for its instrumental link with modern occupational structure. The policy of universal public education backed up with affirmative action in India has formally aided its access across sections. Even as the participation of the hitherto marginalized groups has been increasing manifold, privatization and marketisation in the education sector under the neo-liberal regime have transformed the educational landscape. Dalit youth is largely segregated into low-quality distance and social sciences education. The paper discusses various constraining and motivating factors embedded within and outside the neighbourhood and educational institutions which shape their educational interests, choices, and decisions. It elaborates on how cumulative socio-cultural, spatial, and historical disadvantages continue to shape the process of educational exclusion, even when these groups live in a metropolitan city amidst educational institutions. However, we also stress that the state policies, informed mentors, shared aspirations, and diversity in socio-cultural interactions hold the potential to alter and widen educational aspirations, access, and outcomes.

Contrary to common assumptions, the vast majority of the world's refugees reside in neighbouring countries in the Global South. This paper explores the complex interaction of global vocational education policies with the local realities of five communities within the under-researched yet highly relevant refugee context of India, across three major cities. It examines whether the stated policy purpose of VET addresses the practical requirements and aspirations of refugees. Drawing on interviews, focus groups, and participatory drawing with 66 respondents from Afghan, Rohingya, Somali, Chin, and Tibetan communities, and staff members from refugee organisations, this paper argues for a move away from the unidimensional goal of economic self-reliance for refugees. By bridging the capabilities approach with intersectionality, the paper calls attention to, and draws policy suggestions for, increment and diversification of VET opportunities to address multiple facets of refugees' lives, and their inclusion in national VET institutions.

This paper presents simple and intuitive strategies for effective online assessment of a freshman engineering course. The proposed strategies for unproctored online exams include creating multiple sets with identical options, using image-format questions, maintaining short duration of exam, and employing a rotational assignment. Unlike a single-set paper where the class average was found to be disproportionately high, the proposed strategies helped in correctly restoring the class average. Feedback and results from 141 students show a significant statistical difference in the scores obtained using the proposed multi-set quiz framework, as opposed to conventional single-set papers. The paper also presents a simple setup of remote proctoring using dual-video and screensharing to replicate in-person classroom exams without the need of commercial proctoring services.

Background: Dealing with uncertainties is inherent in the engineering design process and often poses challenges for young learners. This necessitates providing learners with adequate support to navigate their uncertainties effectively. However, achieving this requires a deeper understanding of the factors influencing learners' uncertainty management processes. Method: In this paper, we analyze learners' framing of uncertain situations in collaborative engineering design tasks. Using the case study method, we explore two framing dimensions--epistemological and positional--to understand their impact on collaborative uncertainty management processes. Specifically, we examine how learners' framing dynamically shifts during uncertainty management activities by analyzing two contrasting cases from a sixth-grade classroom where groups tackled an engineering design problem, employing interaction analysis. Findings: Learners' epistemological and positional framings are intertwined, collectively influencing their own and their team members' uncertainty management actions. Additionally, contextual factors such as mentor intervention, early success, affect induced by prolonged failure, and time constraints can prompt shifts in learners' framing, both in productive and unproductive manners. Contribution: The paper provides nuanced insights into how learners' evolving epistemological orientations and positioning influence uncertainty management, offering practical insights into supporting learners' uncertainty management processes in problem-solving contexts such as engineering design.

Purpose: This research intends to analyse the trend in educational technology (EdTech) over the last 20 years using systematic scientific mapping and bibliometric analysis and how it relates to the Indian context. Considering the anticipated growth in this field over the previous three years post-pandemic, an existing literature analysis is required. This study aims to map the existing intellectual structure in EdTech applications to extend the knowledge base further in this field. This study also intends to research how the Indian education sector compares in terms of the research output for the EdTech sector, considering the increased government focus on online learning as per the education policy in 2020. The study's findings will pave the way for sustainable research that will be extended in the future. Design/methodology/approach: Bibliometric analysis is conducted on the manuscripts extracted from Web of Science databases for the last 20 years (from 2003 to 2023). This study uses a descriptive research approach for bibliometric analysis as, by nature, this is an exploratory investigation, and no physical or existing experiment can be performed on the quantification, characteristic or productivity of EdTech applications. VoS Viewer and R software are extensively considered for a detailed bibliometric analysis. Findings: E-learning, blended learning and distance education emerged as the most frequently used keywords. The results reveal that technology adoption, higher education, technology and modelling are the most researched topics in this field. Research limitations/implications: This research is limited to the last 20 years' database obtained from the Web of Science database and limited to educational, management and operation databases only. Practical implications: The paper intends to analyse the global scenario of EdTech research and ensures that the paper will effectively connect with researchers, educators, policymakers and practitioners from different parts of the world. The results derived from the bibliometric analysis, cluster analysis and identification of key authors, journals and countries can contribute towards the improved contribution in this area. Originality/value: The paper discusses the research in EdTech over the last two decades and effectively tries to bridge the gap in global research. Integrating systematic scientific mapping and bibliometric analysis is an innovative way to assess the growth and impact of EdTech. Considering the post-pandemic scenario and the government's emphasis on online learning, these are consistent with current developments.

This paper narrates the concept of Sustainable Peace Leadership and examines how three prominent Peace Activists from South and Southeast Asia measure up to the concept. The article will consider the works and ideas of Mohandas K. Gandhi (Mahatma Gandhi), Lhamo Thondup (The 14th Dalai Lama), and Nguyen Xuan Bao (Thich Nhat Hanh). Mahatma Gandhi was instrumental in achieving Indian independence from the British Empire. The Dalai Lama is the spiritual leader of the Tibetan people and has managed a difficult relationship with the Chinese government following the occupation of Tibet. Thich Nhat Hanh was a Vietnamese Buddhist monk, peace activist and is known as the 'father of mindfulness'. The paper identified several characteristics of Peace Leaders. These include being a charismatic leader who motivates their followers to achieve their goals in a non-violent and inclusive manner. Peace leaders meditate and spend time developing inner peace which then leads to outer peace. The paper also asserts that peace leaders are capable of recognizing the humanity in their opponents and seek a mutually beneficial solution. The three chosen individuals are all recognised as being charismatic leaders who were prominent peace leaders. All were deeply spiritual and practiced meditation and other inner work on a regular basis. They stressed the humanity in their opponents, based on their religious beliefs and the concepts of non-duality and interdependence.

Several communities in India have defined the contours of the extent and quality of women's education based on the shifts in the demands of marriage within the community. The following paper traces a similar pattern in the educational trajectories of first-generation women of the Meena community across the rural and urban areas, to access the state government's women's college in Sawai Madhopur, Rajasthan, India. The relevant data has been collected through fieldwork conducted in Sawai Madhopur in the year 2017. The paper explores the complicity of the women's college with the institutions of family and marriage that result in a complete elimination of the classroom as a meaningful space of learning for women. The paper focuses on these and other such costs that Meena women bear for access to education.

Most of the world's refugees live in Global South countries, where they struggle to find quality education and opportunities for decent livelihoods. This paper explores the underexamined yet highly relevant interlinkage between sustainable livelihoods and adult learning among urban refugees residing in three major cities in India. It speaks to the tight intersection of education, livelihoods and aspirations of five refugee communities: Afghan, Rohingya, Somali, Chin and Tibetan. Building on interviews, focus groups and participatory drawing sessions involving 66 refugee and staff respondents, the study highlights the refugees' extremely limited learning opportunities, which result in low skills and being forced to take discriminatory and undignified work in the informal sector. By integrating the capabilities approach with sustainable livelihoods, the paper argues for more diverse educational opportunities and a broader understanding of refugee livelihoods that goes beyond pure economics to encompass consideration of freedom and human dignity.

This paper explores teachers' conceptions of climate change knowledge, contributing to the growing body of work on the geographies of climate change. The paper focuses on the data generated through in-depth semi-structured interviews with a sample of 48 teachers in India to address the research question: What discourses about climate change knowledge are being constructed by teachers in India? We argue that teachers' lesson planning and searches for information are at the forefront of the changing ways in which individuals engage with, find out and construct meaning about climate change. These teachers' beliefs about climate change are very strongly held, even in the face of a perceived lack of expertise or understanding: climate change is described as the 'need of the hour', which this work understands as not only involving material impacts and processes but also important epistemological, collaborative needs through which education might contribute to public reasoning about climate change. Through this analysis we present a 'certainty problematic' as a heuristic device that foregrounds tensions between the inherent uncertainty of knowledge and (against climate denialism) certainty about anthropogenic climate change.

This paper aims at identifying and explaining the correlation between the Covid-19 and multi-lingualism through cross-country research, drawing on three datasets: WHO data on the expanse of the pandemic, UNESCO data on endangered languages, and the LDI (Linguistic Diversity Index). Results establishing a direct correlation between the pandemic and multi-lingualism vary across the countries, except the USA, India, and Brazil. The three countries experiencing the highest global pandemic caseload occupy the top positions in the number of endangered languages and are among the top ten linguistically diverse countries. Drawing from the research findings, the paper addresses the criticality of investing in multi-lingualism and calls for a shift of perspective among policymakers driven by neoliberal rationale towards greater recognition and higher funding for multi-lingual education.

Purpose: This research paper investigates the theoretical frameworks encompassing a nuanced analysis of the digital divide in the Indian educational context, recognising that it is not merely a matter of technology access but also the ability to effectively use the resource for enhancing learning outcomes. This research provides valuable insights for fostering a more equitable and digitally inclusive learning environment by integrating conceptual insights with empirical evidence. The New Education Policy (NEP), India 2020 firmly emphasises the appropriate integration of technology into the teaching-learning process to develop relevant competencies. The pertinent question is, for India to conquer the second digital divide challenge, is the pace of technology accessibility and skill development sufficient? Design/methodology/approach: The paper is a desk research, using secondary data from the Unified District Information System for Education (UDISE+), the Indian Government database of schools. A structured dataset has been created for all years, where states are grouped in descending ranking order of availability of infrastructure and teachers trained. A colour key segregates the States into three zones demonstrating their different levels of performance - high (green), moderate (blue) and low (yellow). The purpose is to identify state/s that have moved from one zone to another and, thereafter, analyse the reasons behind the movement. Findings: Almost all states remained in the same digital resource availability zone for the four years studied, except for a limited few. Despite government interventions through higher budget allocation and targeted policies, growth rates of teacher training in computer usage slowed down post-COVID-19. A high positive correlation between Teachers' training in computer usage and the availability of computer and Internet facilities in schools indicates that an increase in digital infrastructure in schools is highly linked to teachers' training in computer usage and would ultimately translate into better use of digital resources to impart equitable education opportunities. Research limitations/implications: Primary data collection through interviews might have added to the critical findings. Therefore, researchers are encouraged to test the proposed propositions further on a case-by-case basis for any state under consideration. Practical implications: Enhancing digital infrastructure in schools and building digital competence in teachers must be understood in the context of the learning organisation and the beneficiaries' attitudes at the meso-level to expand stakeholder motivation towards digital internalisation. This requires continuous engagement with education institutions as professional learning organisations, which will thereby help develop a decentralised context for teacher competency building. Collaboration, continuous monitoring of the outcomes of professional development programs, and sharing best practices are crucial in improving teacher readiness for digital education. Social implications: Access to tangible resources, such as computers, Internet connectivity and educational software, and developing intangible resources, such as teacher digital competencies, will play a pivotal role in shaping students' learning experiences. By studying the discrepancies in digital resource accessibility and teacher technology adoption, this research endeavours to add to the efforts towards enhancing the educational landscape. Originality/value: This paper seeks to address a critical issue in the Indian education system and contribute to the ongoing effort to prevent the widening of the second and third digital divide in schools, and help achieve UN SDG Goals 4 and 10.

This paper reports the findings from a pre- and post-survey of participants and interviews with a small number of course members. A three-day course of training in qualitative research methods was delivered to a cohort of inexperienced researchers, all of whom were working in the field of special educational needs and disability, in Kolkata, India. The study examines the effectiveness of the training, taking into account the teaching methods used and the structure of the workshop. The findings suggest that emerging researchers prefer a hands-on workshop approach to more traditional lecture delivery of research training. The levels of support provided by tutors and the interaction with practical activities using bespoke resources found favour with participants. Following the training workshop, members expressed greater confidence in their ability to use qualitative research methods and understood the relation of this approach to quantitative studies. Some who completed the course have begun to conduct independent research investigations using the methods taught.

The National Education Policy (NEP) 2020 of India reframed the present structure of higher education such as syllabi, examinations, and assessments. Due to the pandemic, many educational and research institutions are building a knowledge and skill-based curriculum and designing new credit-based courses, while encouraging students to attend online courses as a way to meet the recommendations of NEP. Any e-learning platform or online course has four basic components: Videos, Activities, Additional Reading Material, and Discussions, with Additional Reading Material being a more important component. Online courses that are open to everyone (MOOCs) can be adopted irrespective of the students' specialization or area. The instructor provides the reading material to the learners as a fixed, recommended list irrespective of the learner's interest or specialization. Instructors are finding it difficult to cater to the diversity of learners' interests and learning styles. In this paper, I have focused and analyzed the additional reading material and digital reading patterns of learners in various MOOC platforms by conducting online surveys. I concluded that there is a need to use learning eXtension Trajectories (LxT) in the learner-centric MOOC model where an instructor can identify various supportive domains and provide a shortened list of resources comprising various media to the learners.

The review article presents an analysis of the literature on environmental literacy in sustainable development. By utilizing techniques to examine multiple documents published between 2013 and 2023, including citation analysis, co-authorship analysis, subject area analysis, and keyword analysis, this study aims to provide valuable information and insights into the research landscape surrounding environmental literacy and its contribution to promoting sustainable development. A systematic search was conducted to gather several scientific articles, conference papers, and publications from the Scopus database from 2013 to 2023. The findings of this analysis shed light on authors, influential institutions, and active research groups that contributed to the study of environmental literacy and sustainable development. This comprehensive review offers an understanding of the state of research in this field while identifying areas for further exploration and research gaps. The insights gained from this study can be highly beneficial for researchers, policymakers, and practitioners seeking to advance knowledge and take action toward promoting literacy's role in sustainable development. This analysis is a foundation for advancing our understanding of literacy's significance while emphasizing its vital role in sustainable development efforts.

Background: The literature has expounded on the impacts of international service-learning (ISL) in teacher education as positively affecting everything from improving academic achievement to developing a greater moral and ethical sense. Other studies have examined the role of cultural competence and dimensions of power between those providing and receiving service. Purpose: This paper examines a decade-long ISL immersion program to understand the outcomes on students in three key areas that have received attention in the literature: motivation, employment, and academics. Methodology: A longitudinal case study comprising a cross-section of students who were asked to reflect on their immersion experiences, which took place from 2011 to 2020. Reflective journals completed during and directly after each immersion supplemented the survey data. Findings: While much of the data supports previous studies regarding the impacts of ISL, there are some anomalous findings, especially in the longer-term effects of ISL within teacher education. While participants' perceptions of the impacts were significant, evidence of that impact was lacking. Implications: Although short-term impacts of the immersion were more significantly noted, students perceived the impact for more extended periods than previously thought. However, the evidence to suggest that these perceptions are realizable is lacking.

The adoption of large language models (LLMs) in education holds much promise. However, like many technological innovations before them, adoption and access can often be inequitable from the outset, creating more divides than they bridge. In this paper, we explore the magnitude of the country and language divide in the leading open-source and proprietary LLMs with respect to knowledge of K-12 taxonomies in a variety of countries and their performance on tagging problem content with the appropriate skill from a taxonomy, an important task for aligning open educational resources and tutoring content with state curricula. We also experiment with approaches to narrowing the performance divide by enhancing LLM skill tagging performance across four countries (the USA, Ireland, South Korea and India-Maharashtra) for more equitable outcomes. We observe considerable performance disparities not only with non-English languages but with English and non-US taxonomies. Our findings demonstrate that fine-tuning GPT-3.5 with a few labelled examples can improve its proficiency in tagging problems with relevant skills or standards, even for countries and languages that are underrepresented during training. Furthermore, the fine-tuning results show the potential viability of GPT as a multilingual skill classifier. Using both an open-source model, Llama2-13B, and a closed-source model, GPT-3.5, we also observe large disparities in tagging performance between the two and find that fine-tuning and skill information in the prompt improve both, but the closed-source model improves to a much greater extent. Our study contributes to the first empirical results on mitigating disparities across countries and languages with LLMs in an educational context.

Developing countries around the world are scaling up education interventions. New educational technologies offer opportunities to develop new models to deliver quality education at scale. However, the literature suggests that defining scale is complex, especially in heterogeneous contexts. This paper provides a conceptualization of scale as a dynamic process with three key dimensions: 'quantity', 'diffusion,' and 'quality' through the case of a multi-state, multi-stakeholder program called Connected Learning Initiative in India. It also describes the implementation processes that involve teacher professional development, student engagement, technological developments, and efforts to improve classroom processes in a multifactor environment of stakeholder needs, context, and variance in resources. In conclusion, robust and flexible design approaches for scale are discussed, with implications for further research.

In relational event networks, the tendency for actors to interact with each other depends greatly on the past interactions between the actors in a social network. Both the volume of past interactions and the time that has elapsed since the past interactions affect the actors' decision-making to interact with other actors in the network. Recently occurred events may have a stronger influence on current interaction behavior than past events that occurred a long time ago--a phenomenon known as "memory decay". Previous studies either predefined a short-run and long-run memory or fixed a parametric exponential memory decay using a predefined half-life period. In real-life relational event networks, however, it is generally unknown how the influence of past events fades as time goes by. For this reason, it is not recommendable to fix memory decay in an ad-hoc manner, but instead we should learn the shape of memory decay from the observed data. In this paper, a novel semi-parametric approach based on Bayesian Model Averaging is proposed for learning the shape of the memory decay without requiring any parametric assumptions. The method is applied to relational event history data among socio-political actors in India and a comparison with other relational event models based on predefined memory decays is provided.

Purpose: This research aimed to capture undergraduate students' experiences in the transition from face-to-face (F2F) learning to online learning. This study explored their perceptions regarding the effectiveness of online learning in their academic lives, challenges encountered and suggestions for enhancing online learning in the post-COVID-19 era. Design/methodology/approach: This study employed a concurrent mixed-methods research design and selected 118 undergraduate students using a multistage random sampling technique from four colleges in Assam. Standardized questionnaires and open-ended interview schedules were used. Findings: Undergraduate students reported a positive attitude and satisfaction with online learning, valuing its adaptability to their schedules, its role as a motivating factor for self-learning, its effect on making them more technically proficient and enhancing their communication skills to articulate their thoughts. However, the challenges identified by the students have the potential to overshadow the promises of online learning. This research provided more constructive suggestions under the themes of "content delivery", "systemic and infrastructural issues", "pedagogy" and "capacity building" to enhance their experiences with online learning. Practical implications: Our research findings would assist educational institutions in adopting innovative approaches for simpler and more efficient online learning experiences post-COVID-19 pandemic. Institutions should prepare themselves and design dual-mode courses for F2F and online learning. Originality/value: The paper addressed a relevant topic in this era of online learning by examining undergraduate students' viewpoints that added complementary information to the current body of literature on online learning in rural India. The insights gleaned from their experiences would be beneficial for the development of best practices for online learning in the coming decades.