Children's Engagement Research Articles

Exploration of Emotion Analysis and Personalized Emotion Adjustment Algorithm in English Learning Process

An important component of human existence and behaviour is emotion. The automatic identification of emotions has gained significant importance in the domains of affective computing and human-machine interaction in recent times. Getting pictures of people's facial expressions is one of the simplest and least expensive methods for identifying emotions among the several physiological and kinematic data that may be utilised. Because of variations in anatomy, culture, and environment, developing a generalised, cross-subject model for emotion identification from facial expression remains difficult.This study presents an intelligent classroom that uses e-learning to help persons with autism spectrum condition strengthen their emotional abilities. Monitoring autism child engagement and participation in class while looking for signs of attention is necessary for effective classroom education. Teaching quality is increasingly being determined by the teachers' capacity to assess and evaluate the behaviour of their pupils in the classroom. Modern classroom systems are enhanced with the most recent technologies in educational institutions to make them more interactive, student-centered, and personalised. Even with these tools, it can be challenging for teachers to gauge their pupils' levels of interest and focus. This study makes use of contemporary technology to establish a real-time, intelligent vision-based classroom that can track students' moods, attendance, and levels of focus even when they are wearing face masks. In order to evaluate students' attention or lack thereof in a classroom, we trained AlexNet models that recognise student behaviour, including recognising facial expressions. Another designed to manage the irregular relationship between pupils and activities is the Interaction Students Education Neural Network ( Int_Edu_NN). The Q-matrix is used to firstly determine the pupil variable and the assignment indicator. This network is analyzed using two datasets in terms of various parameters and hence the proposed Int_Edu_NN achieves 99.% and 98% of accuracy.

Cognitive and motivational numeracy parenting practices: Implications for children's numeracy engagement during early elementary school.

Parents are considered a major resource in children's numeracy development. The relative role of cognitive and motivational parenting practices, however, is unclear given that the two types of practices have largely been studied in isolation. The current study simultaneously estimated the contributions of several cognitive and motivational parenting practices hypothesized to be important, but which may have overlapping effects. To capture parents' cognitive practices, the level and structure (i.e., prompts vs. statements) of 529 American parents' (80% mothers; 65% White, 20% Black; 33% less than a bachelor's degree) numeracy talk was coded during a challenging numeracy activity. Parents' motivational practices were assessed by coding their autonomy support and control in the activity. Children's (Mage = 7.5 years; 49% girls) engagement of numeracy strategies was also coded. Multilevel minute-to-minute modeling predicting children's engagement from both cognitive and motivational parenting practices indicated that parents' cognitive practices, particularly advanced prompts, predicted children's subsequent engagement of numeracy strategies, which were often advanced. Parents' motivational practices, as reflected in their autonomy support (vs. control), also foreshadowed children's engagement. These effects of the two types of practices were independent of one another. Taken together, the findings are consistent with the idea that cognitive and motivational parenting practices provide distinct resources that can benefit children's math learning. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Parental Involvement in Secondary Education: A Comparative Study Between Private and Government Schools

This paper explores parental involvement in secondary education through a comparative study between private and Government schools in India. Acknowledging the crucial role of parental engagement in children's educational journey, the study seeks to understand how parents contribute to their children's schooling experiences in different educational settings. Drawing upon historical contexts, the emergence of private schools in India, and the objectives of the study, the research employs a mixed-methods approach, including surveys, interviews, and academic performance analysis. The results reveal differences in the extent and nature of parental involvement between private and Government schools, influenced by factors such as socioeconomic status, parental education level, and school culture. While both types of schools benefit from parental involvement, private schools often exhibit more direct engagement from parents in shaping school policies and programs. The findings underscore the importance of recognizing and addressing variations in parental involvement to promote equitable opportunities for all students to thrive in school. Government

A Pilot Feasibility Study on the Use of Dual-Joystick-Operated Ride-on Toys in Upper Extremity Rehabilitation for Children with Unilateral Cerebral Palsy.

Children with unilateral cerebral palsy (UCP) require task-oriented practice several hours per week to produce meaningful gains in affected upper extremity (UE) motor function. Clinicians find it challenging to provide services at the required intensity and sustain child engagement. This pilot study assessed the acceptance and utility of a child-friendly program using dual-joystick-operated ride-on toys incorporated into an intensive UE rehabilitation camp. Eleven children with UCP between four and 10 years received ride-on-toy navigation training for 20-30 min/day, five days/week, for three weeks as part of camp programming. We report session adherence and percent time children spent in task-appropriate attention/engagement across sessions. The overall effects of camp programming on children's motor function were assessed using the Shriner's Hospital Upper Extremity Evaluation (SHUEE) from pretest to posttest and using training-specific measures of bimanual UE use and navigational accuracy. Children showed excellent adherence and sustained task-appropriate engagement across sessions. The combined program led to improved navigational accuracy (p-values ≤ 0.007) as well as spontaneous affected UE use during bimanual activities outside the training context (p < 0.001). Our pilot study provides promising evidence for using modified, commercially available ride-on toys to incentivize rehabilitation and boost repetitive, task-oriented UE practice among children with UCP.

Playful (music) teaching and learning in Irish primary school classrooms

ABSTRACT The value and importance of play for children’s well-being, learning and development is evidenced by its inclusion within the UN Convention on the Rights of the Child, and its increased policy and research presence on a national and international stage. However, with a need for educators and pupils to navigate a range of implicit tensions in understandings of play and formal learning, enactment of playful pedagogy in primary schools is not without its challenges. This article situates playful teaching and learning in the primary education sphere, drawing from the broader policy and research context, and findings from empirical case study research conducted with Irish primary school teachers (n = 6) exploring playful music pedagogy over a 6-week period in their classrooms in 2019. Results indicated teacher perceptions of a capacity for playful music pedagogy to facilitate deep, holistic learning in tandem with enhanced engagement and motivation for children. Also of note is a blurring of boundaries between play and work with implicit shifts to classroom culture, ownership, and associated movement outside comfort zones for teachers and pupils alike. Recommendations are made pertaining to cultural and policy shifts, and sustained support for educators in navigating tensions, paradoxes and challenges associated with implementing playful pedagogy in the Irish primary education context.

Should organized sport characteristics be considered as a strategy for meeting physical activity guidelines in children?

A clearer understanding of the relationships between specific sport context with overall physical activity (PA) and sedentary time (ST) may contribute to the development of more accurate preventive strategies to increase children's engagement in PA. This study aimed to examine how different organized sports contributed to children's daily PA and ST. PA was measured for seven days via accelerometers, in 410 children aged 6-10 years (49.8% boys). Of those, 332 (53.0% boys) were engaged in an organized sport and were further considered for statistical analyses. Parents reported children's sport participation (e.g. which sport, number of times per week, duration). The sports were classified into: indoor vs. outdoor; individuals vs. team; combat vs. individual aesthetic vs. racing vs. invasion. Children's height and weight were objectively collected. Multiple one-way analyses of covariance were used to examine the effects of sport characteristics on PA and ST. A linear regression, adjusted for children's sex, age, body mass index and father's educational level, determined the relationship between being involved in multiple PA and sedentary behaviours with Moderate to Vigorous PA (MVPA) levels. Although engaged in an organized sport, only 30% of the children achieved the PA recommendations. Sport (compared with active commute and active play) was the best contributor to daily MVPA. Outdoor sports (vs. indoor) contributed the most to vigorous PA (VPA) and MVPA. Team sports (vs. individual) were significantly associated with lower ST. Children in combat sports accumulated more VPA and MVPA, while those in racing sports showed a higher ST. Sport participation alone does not guarantee children will reach the PA guidelines, and the type of sport can influence children's PA levels. Gender-stereotypes in sports may prevent girls from achieving their 60 minutes of MVPA daily.

Implementasi Pembelajaran Loose Part dengan Kearifan Budaya Lokal di KB Mutiara Karanggondang

The introduction and utilization of local cultural wisdom from an early age are important for children's development, especially amidst challenges in early childhood education such as limited resources and lack of interest in formal learning. This study aimed to implement Loose Part learning with local wisdom at KB Mutiara Karanggondang. The results showed high levels of enthusiasm among children towards Loose Part play, demonstrating the potential of this approach in effectively facilitating early childhood development. Integrating local wisdom into learning not only enhances children's engagement but also strengthens their identity with local culture. This research also highlights the importance of culturally relevant teaching methods in the context of early childhood education, which not only enhances learning experiences but also enriches local values in their education. Thus, this study provides a substantial contribution to improving sustainable educational approaches. By combining pedagogical innovation and local cultural wisdom, early childhood education can become more relevant, enjoyable, and significantly beneficial for children's holistic development.

Evidence-Based Program Implementation Variability in New Contexts: The Head Start REDI Program

AbstractThis study involved a pilot implementation of an evidence based school readiness intervention in new community contexts. The Head Start Research Based, Developmentally Informed (REDI) program was implemented in preschools on and near a Native American reservation with both indigenous and non-indigenous students and teachers. The REDI curriculum involved 5 subcomponents targeting children’s literacy skills and social-emotional development. Teachers were provided with inperson and on-line training and in-person implementation support from a REDI coach. Implementation fidelity included ratings of of curriculum dosage and child engagement, as well as coach ratings of teaching quality using a modified version of the Classroom Assessment Scoring Scale (CLASS). Teachers indicated which adaptations they made to the curriculum and the reasons for these adaptations. Teachers also completed qualitative, post-implementation interviews to obtain their impressions of REDI and the need for planned modifications in their context. Analyses included measures of implementation fidelity and qualitative evaluation of adaptations. Results indicated that teachers found the REDI program both feasible and helpful for their students. Suggestions for planned adaptations included more STEM activities and the freedom to choose the dialogic reading books. Many spontaneous adaptations were noted. Teachers indicated that pragmatic issues, such as lack of time, were the main reasons for adapting the program, and deletions and substitutions of curricular activities were the most common types of changes. Implementation of program subcomponents improved gradually over the course of the school year. Some subcomponents were more likely to be adapted than others.

Parental communicative input as a protective factor in Bangladeshi families living in poverty: A multi-dimensional perspective.

Studies from high-income populations have shown that stimulating, supportive communicative input from parents promote children's cognitive and language development. However, fewer studies have identified specific features of input supporting the healthy development of children growing up in low- or middle-income countries. The current study proposes and tests a multi-dimensional framework for understanding whether and how caregiver communicative input mediates the associations between socio-economic conditions and early development. We also examine how caregiver conceptual scaffolding and autonomy support uniquely and synergistically explain variation in child outcomes. Participants were 71 Bangladeshi families with five-year-olds who were exposed to a range of biological and psychosocial hazards from birth. Caregiver-child interactions during snack sharing and semi-structured play were coded for caregiver conceptual scaffolding, autonomy support, and child engagement. Findings indicate that the two dimensions of input were correlated, suggesting that caregivers who provided richer conceptual scaffolds were simultaneously more supportive of children's autonomy. Notably, conceptual scaffolding and autonomy support each mediated associations between maternal education and child verbal intelligence quotient (IQ) scores. Further, caregivers who supported greater autonomy in their children had children who participated in conversations more actively, and these children in turn had higher performance IQ scores. When considered simultaneously, conceptual scaffolding was associated with verbal IQ over and above autonomy support, whereas autonomy support related to child engagement, controlling for conceptual scaffolding. These findings shed new light on how environmental factors may support early development, contributing to the design of family-centered, culturally authentic interventions. A video abstract of this article can be viewed at https://youtu.be/9v_8sIv7ako RESEARCH HIGHLIGHTS: Studies from high-income countries have identified factors mitigating the impacts of socio-economic risks on development. Such research is scarce in low- and middle-income countries. The present study conceptualized and evaluated caregiver communicative input in Bangladeshi families along two interrelated yet distinct dimensions: conceptual scaffolding and autonomy support. Conceptual scaffolding and autonomy support individually mediated associations between maternal education and child verbal IQ, shedding light on protective factors in families living in poverty. Parents providing richer conceptual scaffolds were simultaneously more supportive of children's autonomy. However, the two dimensions each related to cognition and language through unique pathways.

Empowering and Educating Parents to Implement a Home Intervention: Effects on Preschool Children's Engagement in Hands-on Constructive Play.

Constructive play is a creative process-oriented activity that promotes children's engaged learning through building and designing with materials. This study investigated a parent-implemented intervention to promote active engagement in constructive play for preschool-aged children at risk for developmental delay. This study utilized a single-subject multiple-baseline across-participants design with four participants. Visual analysis of the data identified a functional relation between the temporal, physical, and social-emotional environmental support provided by the parents and the children's active engagement in constructive play. Parents reported the intervention as meaningful to their lives, indicating strong social validity. These findings highlight the importance of centering and working with parents in their home environment and provide evidence that empowering parents to provide support and minimize barriers facilitates children's active engagement in constructive play.

Physical fitness levels and trends of kindergarteners in Hong Kong during the COVID-19 pandemic

Background/objectivesThe study aimed to examine the physical fitness and activity levels of kindergarteners in Hong Kong during the coronavirus disease 2019 pandemic. MethodsA total of 2052 kindergarteners (48% girls; 32.9% Grade 1, 34% Grade 2, and 33.1% Grade 3) were recruited from July 2020 to November 2021. Participants completed the physical fitness tests, including body composition, flexibility, lower-limb muscle strength, upper-limb muscle strength, lower-limb muscle endurance, and agility. Children's physical activity and overall well-being were examined using parental proxy reports. Parents also reported their physical activity and parental support to children's physical activity engagement, as well as their perception of children's kindergarten physical activity environment. Fitness differences by age and gender were analyzed using one-way ANOVA and ANCOVA measuring effect size with partial eta-squared. Additionally, correlations assessed the relationship between children's fitness and parents' proxy reports. ResultsThe results of the physical fitness tests were higher than those in previous studies conducted by the Physical Fitness Association of Hong Kong in 2015–2018. Gender-based differences were observed in most tests for children aged 4 years and older, with boys showing higher scores in the standing long jump, shot put, and balance tests, while girls had higher scores in the sit-and-reach test. Parents' proxy questionnaire answers indicated that children's continuous jump test performances were significantly related to their frequency of physical activity per week (r = 0.19, p < 0.001), and that children's health was significantly and positively correlated with their fitness level (r = 0.179, p < 0.009). Inadequate school physical activity was associated with poor upper-limb strength (r = 0.078, p < 0.005). Moreover, a high level of parental support for their children's participation in physical activity was correlated with a high level of parental participation in vigorous-intensity physical activities (r = 0.167, p < 0.005). ConclusionThe physical fitness of children in Hong Kong was less affected by the epidemic. Parents' healthy behaviors and support were related to children's participation in PA. Efforts to improve children's physical fitness and motor development should include parent education and physical activity involvement.

The assessment of preschool children with ESSENCE symptoms: concordance between parents, preschool teachers and child psychologists

BackgroundIt is important to detect children with Early Symptomatic Syndromes Eliciting Neurodevelopmental Clinical Examinations (ESSENCE) in order to implement early intervention and support for the child and family. Standardized instruments for assessment in different contexts of behaviour problems, engagement and psychosocial health obtain an objective picture of the preschool child's mental health.AimTo explore and compare parents', preschool teachers' and child health care psychologists' assessment of behaviour, everyday function, engagement, social interaction and psychosocial health in children with ESSENCE symptoms.MethodParents of 152 children (114 boys and 38 girls, 4.5 ± 1 years) with ESSENCE symptoms, 155 preschool teachers and 8 child psychologists participated. Parents and preschool teachers assessed externalizing and internalizing behavioural problems using the Strengths and Difficulties Questionnaire (SDQ), including the SDQ supplement for assessing the impact of behavioral problems on daily function. Preschool teachers also assessed engagement and social interaction using the Children's Engagement Questionnaire (CEQ), and the child psychologists assessed psychosocial health with the Child Psychosocial Health Assessment (LillaLAPS) and template in conversations with parents of children with neurodevelopmental problems.ResultsParents', preschool teachers' and child psychologists' assessment of the child's ESSENCE symptoms overall agreed. Both parents and preschool teachers see a strength in the child's social abilities. Differences in mean values show that parents assess more conduct, emotional symptoms and problems in daily life and more social skills, compared to the preschool teachers rating more peer problems.ConclusionIt is important to consider different contexts to identify the child's need for support in everyday life. Expanded use of validated screening instruments in clinical practice would promote detection of children not already identified as exhibiting neurodevelopmental problems.

Fostering engaging online learning experiences: Investigating situational interest and mind-wandering as mediators through learning experience design

Traditionally, learning among young students has taken place within structured, physical classroom settings. However, the emergence of distance learning has introduced a diverse range of learning methods, including online, hybrid, and blended approaches. When the COVID-19 pandemic led to extended delays in in-person instruction, use of educational technologies such as asynchronous videos and online platforms were deployed to deliver mathematics curricula aligned with the Common Core State Standards (CCSS), though best practices for teaching mathematics asynchronously are not well studied. This study focuses on exploring the effectiveness of a math course on proportional reasoning that was co-designed, developed, and deployed in 5th and 6th grade Orange County classrooms. Examining the learning experience design (LXD) paradigm, this research focuses on discerning its influence on (n = 303) children's engagement during their involvement in an online, video-based math course. LXD is implemented by combining evidence-based pedagogical instructional design with human-centered user experience (UX) design. The study utilized a structural equation model to analyze the relationships between learners' user experiences, situational interest, mind-wandering, and online engagement. The results demonstrated significant direct effects between students' situational interest, user experience, and their level of online engagement. Findings also indicate that students' situational interest and mind-wandering significantly mediate the relationship between their user experiences and online engagement. These results have important theoretical and practical implications for researchers, designers, and instructors. By combining evidenced-based pedagogical learning design with human-centered user experience design, LX designers can promote situational interest, reduce mind-wandering, and increase engagement in elementary mathematics courses conducted in asynchronous online settings.

From classrooms to controllers: how school closures shaped children's video gaming habits

ObjectivesThis study aimed to assess the impact of COVID-19-related school closures on screen time and video gaming habits among governmental school students in Qatar and explore the prevalence of Internet Gaming Disorder (IGD) within this context.MethodsA cross-sectional approach was employed, spanning two months from June to August 2022. A random sample of students aged 8–15 years was drawn from the national electronic health record system of Qatar. Telephone interviews with parents were conducted to collect data. The Parental Internet Gaming Disorder Scale (PIGDS) was used for IGD assessment.ResultsOf 428 parents, 257 (60%) confirmed their child's engagement in video gaming during school closures. Participants averaged 11 years in age with 92 (35.8%) females and 165 (64.2%) males. Nationality included 62.6% expatriates and 37.4% Qatari locals. Average weekly screen time increased significantly from 19.7 ± 10.1 h to 31.9 ± 12.6 h during closure (p < 0.001). Video gaming time rose from 8.6 ± 8.6 h to 13.0 ± 12.4 h per week (p < 0.001). The prevalence of IGD was 8.6% (95% CI 5.4–12.7). Male students, expatriates, and those reporting increased video gaming time were more likely to develop IGD than their female and local counterparts.ConclusionThe observed associations between video gaming increase and IGD highlight the need for focused interventions to address potential risks and promote healthier digital habits among this population.

Gathering strengths and building capitals: engaging Chinese immigrant grandparents in a collaborative project

AbstractThe significance of family involvement in early childhood services has been recognised as crucial for enhancing the educational outcomes of young children, particularly among those from minority and immigration backgrounds. Extensive research has been conducted on collaborative practices between immigrant parents and early childhood communities, but it may be useful to pursue further efforts targeting immigrant grandparents, given their substantial influence on children’s learning and development. This study reports one initiative that involves a team comprising council officers, early childhood educators and Chinese grandparents within a local government area in Australia to design and implement a collaborative project that gathers capitals and strengths in order to support grandparents’ active engagement in Chinese immigrant children’s learning while enhancing their confidence in working with early childhood educators and local communities. Unlike other parenting programmes that aims to enhance parents’ knowledge and practices, this project elicits and celebrates working strategies of everyone involved. Employing the concepts of symbolic capital and strengths-based approach as theoretical frameworks, the flow of resources, strengths and values is embedded in this collaborative effort as an overarching theme. This paper explores how the theme is realised in the project process through workshops, reflective meetings and online and face to face discussions.

Cluster analysis of school emotional engagement among Portuguese children in elementary school

The association between school emotional engagement and child mental health and school success highlights the importance of understanding how child–school relations are developed and what factors are related to this affective process during the initial years of schooling so that early intervention is possible. This study examined emotional engagement in Portuguese children attending elementary school and aimed to identify and characterize subgroups based on the child’s school liking and avoidance, using a model–based cluster analysis. In addition, differences between clusters in what concerns individual (self–efficacy, behavioral engagement, externalizing, and internalizing problems), family (parental emotional support), school (teacher-student closeness), and family-school relation (parental school involvement) variables were analyzed. The sample consisted of 394 elementary school children, 353 parents, and 35 teachers using a multimethod assessment (i.e. children, parents, and teachers’ reports). Cluster analysis identified three patterns of emotional school involvement: emotionally involved, emotionally involved with some avoidance, and emotionally ambivalent. Results showed that many children experience ambivalent feelings toward school in the first years of schooling. The emotionally ambivalent group stood out negatively from the other groups concerning self–efficacy, behavioral engagement, externalizing, and internalizing problems. Suggestions for future research and practical implications for schools are discussed.

Sensory processing and engagement of autistic children in childhood routines

ABSTRACT: Background: Occupations constitute a foundation of human existence, however, the impairment of skills in processing sensory information can impact the engagement of children diagnosed with Autism Spectrum Disorder (ASD). Objective: to investigate the relationship between sensory processing and the engagement of autistic children with 2 to 5 years old in their routines. Method: a quantitative correlational study was carried out. Caregivers responses were collected through an online survey, employing a chain-referral sampling method with two questionnaires, the SPM-P (Sensory Processing Measure - Preschool - Home Form) and the CEQ (Children's Engagement Questionnaire). Results: a total of 56 respondent families [30 families with ASD children and 26 with typically developing (TD) children] were obtained. A correlation and multiple regression analysis identified that the final scores for sensory processing and engagement correlated inversely in ASD and TD children, and that ASD diagnosis and impaired Motor Planning and Ideas significantly reduced engagement, while higher age and schooling incresead it. Conclusion: we observed that the use of strategies that increase the child's engagement in their routines is essential to promote the acquisition of new skills for participation in daily life.

Latinx parent engagement and school readiness.

Efforts to bolster the school readiness of Latinx children from low-income homes in the United States have focused on fostering parent engagement in children’s education. Measurement of parent engagement in early childhood however, has been critiqued for having too narrow a focus on school-based involvement and missing other aspects of Latinx parent engagement. Using a recently developed culturally sensitive assessment of Latinx parent engagement, we test for associations between dimensions of Latinx parent engagement in learning and indicators of school readiness in a diverse sample of Latinx families ( n = 114). We find significant associations between multiple dimensions of Latinx parent engagement and indicators of child school readiness. In addition to promoting parent-teacher connections, efforts to support Latinx school readiness equitably are encouraged to attend to various culturally relevant aspects of Latinx parent engagement in early childhood. In particular, investing in programing that supports parents’ well-being and capacity for home-based engagement in learning may be a promising way to support the school readiness of Latinx children living in historically disinvested neighborhoods.

Shyness, social engagement, and conversational response times in children's dyadic interactions with an unfamiliar peer

AbstractTo be a desirable social partner and develop healthy relationships with peers, a child must be able to engage with peers across a variety of contexts. Understanding the factors supporting high levels of social engagement with peers is thereby essential, requiring the development of nuanced and ecologically valid indices of social engagement. Building on recent adult work, the current study explores conversational response time as a novel index of children's social engagement with peers in a dyadic context. This study further explores relationship between conversational response time and children's shyness. Fifty‐six 9‐ to 11‐year‐old children interacted with an unfamiliar peer in an unstructured setting and completed a self‐report measure of shyness. Children's behaviour was coded for their conversational RTs and overall social engagement. Faster conversational RTs were significantly related to children's own social engagement and marginally related to their partners' engagement. Moreover, higher shyness in children's partners predicted faster conversational RTs in children themselves. New directions for using conversational RT as an index of children's social engagement and implications for accounts children's social development are discussed.

Child-adult speech diarization in naturalistic conditions of preschool classrooms using room-independent ResNet model and automatic speech recognition-based re-segmentation.

Speech and language development are early indicators of overall analytical and learning ability in children. The preschool classroom is a rich language environment for monitoring and ensuring growth in young children by measuring their vocal interactions with teachers and classmates. Early childhood researchers are naturally interested in analyzing naturalistic vs controlled lab recordings to measure both quality and quantity of such interactions. Unfortunately, present-day speech technologies are not capable of addressing the wide dynamic scenario of early childhood classroom settings. Due to the diversity of acoustic events/conditions in such daylong audio streams, automated speaker diarization technology would need to be advanced to address this challenging domain for segmenting audio as well as information extraction. This study investigates alternate deep learning-based lightweight, knowledge-distilled, diarization solutions for segmenting classroom interactions of 3-5 years old children with teachers. In this context, the focus on speech-type diarization which classifies speech segments as being either from adults or children partitioned across multiple classrooms. Our lightest CNN model achieves a best F1-score of ∼76.0% on data from two classrooms, based on dev and test sets of each classroom. It is utilized with automatic speech recognition-based re-segmentation modules to perform child-adult diarization. Additionally, F1-scores are obtained for individual segments with corresponding speaker tags (e.g., adult vs child), which provide knowledge for educators on child engagement through naturalistic communications. The study demonstrates the prospects of addressing educational assessment needs through communication audio stream analysis, while maintaining both security and privacy of all children and adults. The resulting child communication metrics have been used for broad-based feedback for teachers with the help of visualizations.