Article

Live Instruction Predicts Engagement in K–12 Remote Learning

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Abstract

How does live instruction relate to student engagement in distance learning? Does the relationship differ across grade levels? This study addresses these questions by examining data from a random sample of families from a large urban school district in southern California. We find a strong correlation between live instruction and student engagement in online learning among elementary school students, with every additional hour of live instruction per week increasing the probability of reporting that students have completed all their schoolwork by 26%. The correlation is also significant though smaller in magnitude for middle and high school students.

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... Compared to a study by Christopoulos and Sprangers [2021] about asynchronously student-centered approach that some students appreciated the intervention and wanted to keep practicing, whereas others felt frustration and dissatisfaction [22]. According to a study by Aguilar et al. [2022], there is a substantial association between live instruction and student engagement in online learning among primary school pupils in California [49], making synchronized student-centered interventions more engaging than other types. There was a 26% increase in the likelihood that students will finish all of their assignments for every additional hour of live instruction per week [49]. ...
... Compared to a study by Christopoulos and Sprangers [2021] about asynchronously student-centered approach that some students appreciated the intervention and wanted to keep practicing, whereas others felt frustration and dissatisfaction [22]. According to a study by Aguilar et al. [2022], there is a substantial association between live instruction and student engagement in online learning among primary school pupils in California [49], making synchronized student-centered interventions more engaging than other types. There was a 26% increase in the likelihood that students will finish all of their assignments for every additional hour of live instruction per week [49]. ...
... According to a study by Aguilar et al. [2022], there is a substantial association between live instruction and student engagement in online learning among primary school pupils in California [49], making synchronized student-centered interventions more engaging than other types. There was a 26% increase in the likelihood that students will finish all of their assignments for every additional hour of live instruction per week [49]. Student engagement can be explained by self-determination theory consisting of autonomy [feel in control of our own behaviors and goal], competence [feel competent and effective], and relatedness [experience interaction and feel connected] [50]. ...
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The COVID-19 pandemic containment measures such as school closures remarkably disrupt the educational system, from in-person learning to remote or distance education with different interventions. This study aimed to identify the characteristics of interventions in remote or distance education during the COVID-19 pandemic and evaluate the outcomes of each intervention. A systematic review was conducted between October 2021 and May 2022 using four databases. Finally, 22 studies met the eligibility criteria and were included for data analysis. Most of the interventions were synchronous student-centered approaches followed by asynchronous student-centered approaches and mixed-learning through online channels such as desktop- and web-based modality. Remote or distance education is effective in academic development in any learning approach while having mixed effects in student attitudes and perceptions. Academic-related behaviors were most engaged by students in synchronous student-centered approaches. Finally, difficulties or burdens, and mental health or social interaction were similar for all learning approaches in technological problems and support systems from families and teachers. Synchronous student-centered approaches should be the main method of education, but other approaches can be used to complement based on the students’ needs. Finally, educational infrastructure and support from teachers and parents are also necessary in remote or distance education. Further studies are needed to focus on primary school students, especially in low-income regions, and apply a randomized study design.
... Live instructions increase interaction (Camilleri & Camilleri, 2022a), which is important for distance learning (Moore, 1989) and allows students to receive immediate feedback from their instructors. According to the findings, synchronous tools positively predict engagement in distance learning in terms of homework completion (Aguilar et al., 2022). Synchronous tools also enable collaborative problem-solving in the moment, whereas asynchronous tools empower reflection and story sharing, as well as multiple opportunities for learners to think, rearticulate, and edit their responses (Sümer, 2021). ...
... First of all, the transition was too fast. During the height of the COVID-19 pandemic, students, parents, and schools were required to work with learning technologies that they were unfamiliar with (Aguilar et al., 2022). Also, synchronous tools require a good internet connection, a computer, and devices such as a microphone and an earphone. ...
Article
Schools and universities insisted on using live instructions and synchronous learning for the main strategy of learning during the global crisis. For this reason, it may be critical to investigate the students’ use and acceptance of live instruction behaviors to see if they use it or not. The purpose of this research is to investigate the factors affecting undergraduate students’ acceptance and use of learning in live instructions during the global crisis in Turkey within the context of the Unified Theory of Acceptance and Use of Technology Model (UTAUT). This model examined whether students’ gender, grade, experience, and major moderated BI and use live interaction. PE and SI were the primary determinants of BI. However, EE and FC had no effect on live instruction acceptance. Students’ lack of knowledge or confidence in the live instruction environment may influence effort expectancy and facilitating conditions.
... Teachers are undoubtedly an integral part of their students' learning outcomes and experiences (e.g., Aguilar et al., 2021;Ball et al., 2005;den Brok et al., 2004;Perera & John, 2020). With the recent shift to distance learning at the K-12 educational level due to the COVID-19 pandemic (Aguilar et al., 2021;Cardullo et al., 2021), understanding how teachers' skills and cognition are related to their remote teaching practices is an important task, especially within the domain of spatial skills because of the marked effect that students' spatial skills have on their success in STEM domains (e.g., Wai et al., 2009). ...
... Teachers are undoubtedly an integral part of their students' learning outcomes and experiences (e.g., Aguilar et al., 2021;Ball et al., 2005;den Brok et al., 2004;Perera & John, 2020). With the recent shift to distance learning at the K-12 educational level due to the COVID-19 pandemic (Aguilar et al., 2021;Cardullo et al., 2021), understanding how teachers' skills and cognition are related to their remote teaching practices is an important task, especially within the domain of spatial skills because of the marked effect that students' spatial skills have on their success in STEM domains (e.g., Wai et al., 2009). Starting with their first experiences in school, spatial thinking has been found to be a consistent independent predictor of later STEM achievement (e.g., Simmons et al., 2008) for children in the earliest grades. ...
Article
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Spatial skills are critical for student success in K-12 STEM education. Teachers’ spatial skills and feelings about completing spatial tasks influence students’ spatial and STEM learning at both the primary and secondary levels. However, whether spatial skills and spatial anxiety differ or not between these two teacher levels is unknown. Additionally, the relations between teachers’ spatial skills, spatial anxiety, and their use of spatial pedagogical practices in remote learning settings is unknown. Here, we investigated if spatial skills and spatial anxiety differ between teachers working at primary versus secondary levels, and examined the relations between their spatial skills and spatial anxiety while accounting for additional influential factors—general reasoning ability and general anxiety. Lastly, we investigated how teachers’ spatial skills in conjunction with their spatial anxiety relate to their use of spatial teaching practices for online instruction. Sixty-two K-12 teachers completed measures of spatial skills, spatial anxiety, general anxiety, general reasoning, and a teaching activities questionnaire. Results indicate that spatial skills and spatial anxiety may not vary between teachers working at primary versus secondary levels, but that higher spatial skills in teachers are associated with lower spatial anxiety for mental manipulation tasks. Additionally, teachers with weaker spatial skills and lower mental manipulation anxiety reported more frequently using spatial teaching practices when teaching remotely due to COVID-19. These findings may have broad implications for teacher professional development with regards to developing students’ spatial skills during remote learning.
... The conducted systematic review suggests that strategies that enhance learning, academic performance, motivation, participation, and collaborative learning can lead to gamification in primary and secondary education classrooms. It is possible to learn through gamified activities because they include metacognitive triggers that encourage students to keep an eye on, plan, and evaluate their learning (Su and Cheng, 2015;Maxwell, 2016;Jagušt et al., 2018;Abd-Mutalib et al., 2019;Aljraiwi, 2019;Mee Mee et al., 2020;Altaie and Jawawi, 2021;Li and Chu, 2021;Aguilar et al., 2022;Bilbao-Aiastu and Miranda-Urquij, 2022;Papadakis, 2022). ...
Article
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School engagement is defined as students’ dedication to activities empirically linked to desired outcomes. This concept encompasses all dimensions of being: academic, emotional, and behavioral. Gamification is presented as an innovative strategy in the field of education because using game design elements can engage students in the learning process. This systematic review sought to analyze the development of research in the academic literature on gamification as a strategy to favor school engagement in primary and secondary education, conducted between 2013 and 2023. A total of n = 90 interventions that met the inclusion criteria were identified using the PRISMA methodology guidelines. The results show that there is a need to evaluate school engagement from a broader perspective when using the gamification strategy and to identify other elements that are necessary to achieve the proposed objectives in the teaching and learning process. Findings also demonstrate that it is important to consider a more holistic view that includes not only motivation and participation, but also other factors and dimensions of school engagement.
... Further studies confirm that students struggled to comprehend online lessons and showed resistance towards involvement in daily school activities (Khlaif et al., 2021;Kirsch and Vaiouli, 2023). In fact, several studies highlight a preference by adolescents for face-to-face learning, as this allows more interaction and a consistent exchange of feedback between pupils and teachers (Ionescu et al., 2020;Lee J. et al., 2021;Swords et al., 2021;Aguilar et al., 2022). ...
Article
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Introduction This study examines the social impact and psychological effects of the COVID-19 pandemic on the growth of adolescents students, aged 11–13, on well-being and learning. Methods Said review, therefore, will consider all the report of scientific works published since 2020 on the following platforms: SCOPUS, PsycoInfo, and Web of Science. Specifically, the research has selected all studies concerning students aged 11–13. Furthermore, the authors have restricted the scope of the study to two fundamental aspects of the above-mentioned subjects, such as their physical and psychological well-being and didactic learning following the COVID-19 pandemic. The justification for choosing such themes lies in the fact that the SARS-CoV-2 pandemic and the ensuing measures adopted to curb its spread have had -and very likely will continue having- sizable repercussions in the life of each individual, especially in students considered, whose psychological and physical well-being has been considerably affected. Results In particular, during the peak of the pandemic and its subsequent phases, the various measures issued to limit contagion have completely compromised and disregarded the rights of children and youngsters. Suddenly, leisure, sport, play, relations, and socialization disappeared from their lives. Besides, in the early stages of the pandemic, remote teaching replaced face-to-face teaching, later to become an intermittent system in the red- and orange-labelled areas of the country. Consequently, such measures have severely limited opportunities for learning, growth, curiosity and creating relationships that are typical of both a school and outside environment. Concerning the well-being of the subjects considered, a review of the target literature indicates a wide range of psychological and physical disorders, such as malaise, eating and sleep disorders, addiction to games, internet, alcohol, and drugs. For what regards, instead, the realm of learning, most studies highlight a diminished school performance as the main implication of remote teaching. Furthermore, a remarkable number of studies reveals substantial social inequalities; specifically, students coming from middle class families have managed to maintain higher quality educational standards in a critical context such as the pandemic, while those students coming from socially disadvantaged families have had fewer learning opportunities both in terms of time and range of experiences (due to lack of electronic devices, Internet connectivity, homework, continuity of after-school activities). In summary, if the school system pre-COVID-19 already presented significant limitations in its ability to reduce existing social inequalities, school closures during lockdowns pose enormous challenges in developing effective policies to compensate learning losses and inequalities. Discussion Therefore, based on the results shown, the necessity arises of an emergency plan with social and educational objectives to restore those social, emotional, and cognitive abilities that are compromised. In general, it is the responsibility of countries and governments to guarantee the right to education in these difficult times, while avoiding any type of inequalities and establishing a digital learning system, that allows to face situations such as those generated by the Coronavirus, thus preventing those situations of serious anxiety and stress that have affected most subjects.
... In recent years, many research studies have been conducted to understand how students engage and learn online. For example, Aguilar et al. (2022) found a strong correlation between live instruction and student engagement in online learning among elementary school students. Moreover, Liao et al. (2021) identified the critical role of teacher-student interaction and student-student interaction in increasing online learning motivation, cognitive development, and engagement. ...
Article
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E-learning platforms have become increasingly popular in K–8 education to promote student learning and enhance classroom teaching. Student interactions with these platforms produce trace data, which are digital records of learning processes. Although trace data have been effective in identifying learners’ engagement profiles in higher education and lifelong learning (e.g., MOOCs), similar research on young learners has been very scarce. This study makes a timely and novel contribution to the field by identifying emerging profiles of young students from Grades 1 to 8 based on their engagement in an e-learning platform. The k-means cluster analysis yielded seven distinct profiles in total. While the dominance of profiles differed across grade levels, some profiles were not even present at specific grades, indicating the changing engagement behaviours of young learners in different years. In addition, all emerging profiles suggest students tended to focus on specific components of the platform, thus lacking balanced engagement with all resources. In particular, while primary school students showed relatively higher interest in game-based learning, middle school students focused more on exams than their counterparts. The findings yielded seven specific considerations for the design of effective e-learning platforms.
... However, amidst these successes, growing discussion has emerged about whether and how AIED systems are serving all learners, particularly learners who have been historically underrepresented and marginalized (Roscoe, 2023;Roscoe, Salehi, et al., 2022;Bhimdiwala et al., 2021;Nye, 2015). For example, scholars have voiced concerns that AIED systems might be less available to less-resourced schools (e.g., the "digital divide, " Warschauer, 2012;Aguilar et al., 2022), which has inspired technologies that work with limited-bandwidth mobile connections (Ijtihadie et al., 2012;Aguilar et al., 2020). Greater attention is also being paid to how AI algorithms participate in or perpetuate systemic biases (Finkelstein et al., 2013;Holstein & Doroudi, 2022;Karumbaiah et al., 2021;Kizilcec & Lee, 2022). ...
Article
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The artificial intelligence in education (AIED) community has produced technologies that are widely used to support learning, teaching, assessment, and administration. This work has successfully enhanced test scores, course grades, skill acquisition, comprehension, engagement, and related outcomes. However, the prevailing approach to adaptive and personalized learning has two main steps. First, the process involves detecting the areas of knowledge and competencies where students are deficient. This process also identifies when or how a student is considered “at risk” or in some way “lacking.” Second, the approach involves providing timely, individualized assistance to address these deficiencies. However, a considerable body of research outside our field has established that such deficit framing, by itself, leads to reactive and less productive strategies. In deficit-based frameworks, powerful student strengths, skills, and schemas—their assets—are not explicitly leveraged. In this paper, we outline an asset-based paradigm for AIED research and development, proposing principles for our community to build upon learners’ rich funds of knowledge. We propose that embracing asset-based approaches will empower the AIED community (e.g., educators, developers, and researchers) to reach broader populations of learners. We discuss the potentially transformative role this approach could play in supporting learning and personal development for all learners, particularly for students who are historically underserved, marginalized, and “deficitized."
... As it is widely acknowledged that engagement plays a critical role in learning (Greene, 2015;D'Mello et al., 2017), advancing the scientific study of how students learn ML requires investigating students' engagement with ML activities. This study's findings align with existing evidence that indicates when students are engaged in their own learning, it comes with multifarious benefits including increased motivation and achievement (Aguilar et al., 2022;Sinatra et al., 2015). Our result suggests the students were cognitively, emotionally, and behaviorally engaged based on the three components of engagement proposed by Fredricks et al. (2004). ...
Article
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Researchers' efforts to build a knowledge base of how middle school students learn about machine learning (ML) is limited, particularly, considering the African context. Hence, we conducted an experimental classroom study (N = 32) within the context of extracurricular activities in a Nigerian middle school to discern how students engaged with ML activities. Furthermore, we explored whether participation in our intervention program elicit changes in students' ML comprehension, and perceptions. Using multiple qualitative data collection techniques including interviews, pre-post open-ended surveys and written assessments, we uncover evidence that indicated evolution of students’ ML understanding, ethical awareness, and societal implication of ML. In addition, our findings showed that a middle school student can learn and understand ML, even when one had no prior knowledge or interest in science related careers. The findings have implication for pedagogical design of AI instruction in middle school context. We discuss the implication of our results for researchers and relevant stakeholders, highlight the limitations and chart future work paths.
... Engagement is the degree of energy or effort in learning that is tied to motivational goal setting and results in a student regulating their attention, metacognitive thoughts, and application of strategies while studying (see Lester, 2013, for a review of student engagement literature). Much evidence indicates that positive student engagement predicts greater academic achievement at all levels of education (Aguilar et al., 2021;see Lei et al., 2018, for an extensive meta-analysis of 69 independent studies). For example, engaged students who were profiled as higher in motivation and self-regulation outperformed minimally motivated and self-regulated learners in science-related subjects such as engineering design (Li et al., 2020). ...
Article
Students are often unmotivated to engage with their online coursework. Research has shown that concretely visualizing one's goals (e.g., photo‐taking) can improve motivation to learn. This study explored the effect of taking a photo of one's study space (i.e., a studygram photo similar to a post on Instagram) on students' motivation to start, engagement with, and enjoyment of routine assignments. In a within‐subjects design, students took a photo of their study space before starting or after completing the assignment or took no photo. Data were collected from six undergraduate courses across three disciplines (Education, Psychology, and Theatre). Results revealed that students in an online Education course completing routine and formulaic assignments were significantly more motivated to start their coursework when they took a photo compared to when they did not. Results were similar for student engagement and enjoyment. Outcomes were replicated in the course's second iteration but were not found in the Psychology or Theatre courses. Differences between the courses' formatting may have lessened the impact of photo‐taking on students' experiences. Together our results suggest that motivation and engagement with routine coursework may be influenced by an easy‐to‐implement visualization intervention under certain circumstances. Potential implications for teaching are reviewed.
... In this study, most students reported higher agreement with the ease of use of the mobile devices and the access to the platform, yet unfamiliarity with some of the tools on the platform. As to instructor and instruction, the latter plays a vital role in predicting both behavioral and psychological engagement, however, no statistical significance has been observed with the former, which is consistent with Aguilar et al. (2021), who found a strong correlation between live instruction and student engagement in online learning. A possible reason is that the participants are adult learners, they may be more goal-oriented and concerned about the course and the instruction (Abedini et al., 2021) rather than the instructor. ...
Article
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Mobile learning provides more flexibility and holds considerable promise for improving the learning process and promoting lifelong learning. In order to reduce the sense of isolation felt by the learners, this research integrates mobile learning in the blended synchronous learning environment (BSLE). This study proposed a mobile learning model in BSLE at Shanghai Open University, and 51 students' satisfaction and engagement surveys were examined. The results showed that student satisfaction with instruction and with interaction can significantly predict behavioral engagement, while satisfaction with instruction and with technology can significantly predict psychological engagement. The findings prove that the mobile learning mode in the blended synchronous learning environments is effective and contributes to the predictors of student engagement. Thus, it can provide some insights to construct a more flexible and effective learning space.
... The COVID-19 pandemic has provided an important opportunity to further consider teachers' use of social media for professional learning. The pandemic created a need for additional professional learning to support the rapid deployment of emergency remote teaching (Hodges et al., 2020), especially considering the greater need for that support in underresourced areas (Aguilar et al., 2020(Aguilar et al., , 2021. Notably, while the pandemic induced many stressors in the lives of most people (Centers for Disease Control and Prevention, 2020; Pfefferbaum & North, 2020), the transition to emergency remote teaching often posed additional stress factors for teachers (Klapproth et al., 2020;Košir et al., 2020;Oducado et al., 2021). ...
Article
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Teachers participate in professional learning activities to enhance their pedagogical knowledge and share best practices—and the increasing role of technologies in education, including social media, is shifting how this professional learning occurs. The COVID-19 pandemic provided an opportunity to consider the role of social media for professional learning. Using intensive longitudinal methods, we repeatedly surveyed 14 teachers’ use of social media both before and during the pandemic (N = 386 total responses). We found patterns in social media platforms uptake and their purposes, but teachers’ use of social media was largely idiosyncratic. Also, teachers demonstrated notable shifts in social media use after the pandemic started; multilevel models indicated that teachers were more likely to use social media to connect and share, especially, as well as learn and follow, compared with before the pandemic. Higher levels of COVID-19-related family stress were also associated with more use of social media to find materials.
Chapter
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The pandemic revealed how essential access to high-speed Internet was and the unevenness of access to it. This places children in homes on the wrong side of the digital divide at a severe disadvantage as digital access is key to effective learning because of increased use of online learning management systems, multimedia resources, online research as well as for remote schooling during climate and other emergencies. A disproportionate share of the burden resulting from this phenomenon is felt by children of color in urban areas. A long-term solution to closing the digital divide is needed. This chapter explains the scale of the problem and offers a set of recommendations to close the divide.
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Purpose This paper provides a research-based approach for evaluating resources for transitioning to teaching online. Design/methodology/approach This paper uses Davies’ (2011) discussion of technological literacy; Koehler and Mishra’s (2009) Technology, Pedagogy and Content Knowledge (TPACK); Leacock and Nesbit’s (2011) Learning Object Review Instrument; and Reynolds and Leeder’s (2018) expanded notion of “technology stewardship” to underpin an approach that educators can use to evaluate educational resources for transitioning to teaching online. Findings This paper introduces and applies an approach focused on evaluating the source of a given educational resource, as well as how it can be implemented. Research limitations/implications This paper synthesizes frameworks relating to qualities of educational technologies and frameworks relating to qualities of educators, and introduces two criteria for evaluating resources for transitioning to distance learning. Practical implications This paper provides readily applicable criteria for evaluating resources in a time of emergency distance learning. Social implications This approach enables educators to evaluate resources in a time of emergency distance learning. Originality/value The synthesis of four approaches to evaluating educational technologies, and applying the approach to four resources that have emerged to address COVID-19-related instructional needs.
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Purpose This paper aims to provide a targeted overview of relevant digital equity gap literature that serves to contextualize the current crisis brought on by the COVID-19 pandemic. Following this review of the literature, the author introduces five guidelines that educators can use to guide their decisions about how to adapt to remote learning. It concludes with an overview and full text of two tools educators and researchers can use to better understand the challenges faced by students: the Digital Equity Gap Interview Protocol and the Digital Equity Gap Survey Instrument. Design/methodology/approach This conceptual paper is grounded on the theoretical framework of Martha Nussbaum's “Capability Approach,” which outlines core human capabilities that (if fostered) enable individuals to generate valuable outcomes for themselves. Findings It is suggested that it is important to attend to human capabilities when addressing digital equity gaps exacerbated by the pandemic. The author provides two tools that are intended to help individuals gather important information about the communities they serve and/or study. Research limitations/implications Both tools provide descriptive information that will contextualize digital equity gaps, should they be present. Practical implications This paper provides concrete tools for educators who wish to understand digital equity gaps within the communities they serve. Social implications In time of unprecedented distance learning, it is important for both K-12 educators and higher education instructors to understand the technological capabilities of their students. The Digital Equity Gap Interview Protocol and the Digital Equity Gap Survey Instrument give them a place to start. Originality/value This paper fulfills an identified need to study and address digital equity gaps.
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This paper argues that, apart from interactive activities, the perceptions of psychological presence that distance education students hold of their teachers, peer students, and the institution can be significant predictors of their learning. The "perception of presence" in this paper is defined as the degree to which a distance education student senses the availability of, and connectedness with, each party. This form of presence is designated here as "Transactional Presence" (TP). In this study, distance education student learning was assessed in the light of students' perceived learning achievement, satisfaction, and intent-to-persist. An analysis of student survey data indicates that a distance student's sense of institutional TP predicts all the selected measures to do with success in distance learning. While a sense of peer student TP is significantly related to satisfaction and intent-to-persist, the effect of teacher TP is found to relate only to student-perceived learning achievement. Implications of the TP construct are discussed with respect to the theory, research, and practice of distance education, along with recommendations for future research.
How parents of K-12 students view online learning
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  • R Igielnik
COVID-19 and the distance learning gap
  • H Galperin