Subsequent Educational Outcomes Research Articles

Measuring Student Engagement through Behavioral and Emotional Features Using Deep-Learning Models

Students’ behavioral and emotional engagement in the classroom environment may reflect the students’ learning experience and subsequent educational outcomes. The existing research has overlooked the measurement of behavioral and emotional engagement in an offline classroom environment with more students, and it has not measured the student engagement level in an objective sense. This work aims to address the limitations of the existing research and presents an effective approach to measure students’ behavioral and emotional engagement and the student engagement level in an offline classroom environment during a lecture. More precisely, video data of 100 students during lectures in different offline classes were recorded and pre-processed to extract frames with individual students. For classification, convolutional-neural-network- and transfer-learning-based models including ResNet50, VGG16, and Inception V3 were trained, validated, and tested. First, behavioral engagement was computed using salient features, for which the self-trained CNN classifier outperformed with a 97%, 91%, and 83% training, validation, and testing accuracy, respectively. Subsequently, the emotional engagement of the behaviorally engaged students was computed, for which the ResNet50 model surpassed the others with a 95%, 90%, and 82% training, validation, and testing accuracy, respectively. Finally, a novel student engagement level metric is proposed that incorporates behavioral and emotional engagement. The proposed approach may provide support for improving students’ learning in an offline classroom environment and devising effective pedagogical policies.

Peer acceptance and rejection during secondary school: Doassociations with subsequent educational outcomes vary bysocioeconomic background?

Research shows that peer relationships are associated with students' school adjustment. However, the importance of advantageous and disadvantageous factors for students' educational outcomes may vary by socioeconomic positioning. Drawing on sociometric and register data from a nationally representative sample of Swedish youth (n = 4996, girls 50%; migration background 19%), this study asks if family socioeconomic status moderates associations between youth's peer relationships and their subsequent educational outcomes. Based on preregistered analyses, associations that peer acceptance and rejection at age 14-15 years share with school grades at ~16 years and completion of upper secondary school at ~20 years were tested. The findings showed that positive and adverse peer relationships are most consequential for the educational outcomes of socioeconomically disadvantaged youth.

Continuous and Placement Assessment Results as a Predictor of Student Achievement in Primary Schools

The purpose of this study was to explore the performance of out-of-school children in speed school and accelerated learning programs as a basis for success in primary schools. This research field has received very little attention. The continuous assessment and placement test results of students at risk were not used much in the literature, which this study aims to fill. The total number of students involved in the study was 624. The study used the continuous assessment average scores and placement test scores as predictor variables. The results show that the relationship between placement test and 1st-semester score in grade four was significant, r (196) = .501, p < .001. For the Accelerated Learning Program, the placement test and 1st-semester score in grade three were significant, r (111) = .413, p<.001. As a tool to forecast primary school students' future achievement, the teacher-made continuous assessment appears to be less useful than placement tests for children who come through speed school. Students from speed school backgrounds performed better than students from formal schools; students from accelerated learning program backgrounds performed almost similarly to students from formal schools except in environmental science. The study indicated that in grade four of formal primary school, continuous assessment was found to be poorly linked with student knowledge and skills. However, the results show that both comparisons found placement examinations to be a reliable indicator of children's achievement in primary schools. It can be concluded that students who joined grades three and four of formal school through speed school and an accelerated learning program are capable of achieving minimum learning competence in the subsequent educational outcomes in elementary grades.

A national multiple baseline cohort study of mental health conditions in early adolescence and subsequent educational outcomes in New Zealand

Young people experiencing mental health conditions are vulnerable to poorer educational outcomes for many reasons, including: social exclusion, stigma, and limited in-school support. Using a near-complete New Zealand population administrative database, this prospective cohort study aimed to quantify differences in educational attainment (at ages 15–16 years) and school suspensions (over ages 13–16 years), between those with and without a prior mental health condition. The data included five student cohorts, each starting secondary school from 2013 to 2017 respectively (N = 272,901). Both internalising and externalising mental health conditions were examined. Overall, 6.8% had a mental health condition. Using adjusted modified Poisson regression analyses, those with prior mental health conditions exhibited lower rates of attainment (IRR 0.87, 95% CI 0.86–0.88) and higher rates of school suspensions (IRR 1.63, 95% CI 1.57–1.70) by age 15–16 years. Associations were stronger among those exhibiting behavioural conditions, compared to emotional conditions, in line with previous literature. These findings highlight the importance of support for young people experiencing mental health conditions at this crucial juncture in their educational pathway. While mental health conditions increase the likelihood of poorer educational outcomes, deleterious outcomes were not a necessary sequalae. In this study, most participants with mental health conditions had successful educational outcomes.

The impact of interactive book sharing on child cognitive and socio-cognitive development (the REaL trial): study protocol for a randomized controlled trial

BackgroundThe quality of children’s early home learning environment has an influence on their cognitive development, preliteracy skills, and subsequent educational outcomes. Early intervention programs that promote positive parenting behaviors and child cognition have great potential to positively influence children’s school readiness and thereby support social equality. One often advocated parental practice for promoting child language and cognition is interactive book sharing.MethodsWe have conducted a randomized controlled trial to evaluate the effects of a parent-child interactive book sharing intervention on early child language, cognition, and parental behaviors. Participating caregivers and their 10-month-old child were randomized to an interactive book sharing intervention group (n = 59) or to an active control group (n = 56). The intervention was delivered by a facilitator to small groups of parent-child dyads on a weekly basis over 5 weeks. The primary outcomes were child language and socio-cognition; secondary outcomes were child executive function and parental scaffolding, sensitivity and reciprocity during book sharing, and problem-solving tasks. Data were collected at baseline, post-intervention, and at 6 and 12 months post-intervention.DiscussionThe Roadmap to Executive function and Language (REaL) trial aims to evaluate the impact of a brief early parenting intervention on key factors for child development, including child cognition and parental behaviors. If this intervention is beneficial for child outcomes, that would be of significance for the development of early interventions to promote child development.Trial registrationThe REaL trial is registered on the International Standard Randomized Controlled Trial Number database, registration number ISRCTN22319305. Retrospectively registered on 7 February 2020.

Childhood stunting and subsequent educational outcomes: a marginal structural model analysis from a South African longitudinal study.

To examine the association between childhood stunting and grade completion (as educational outcome) in South Africa. Longitudinal study. Data were obtained using the National Income Dynamics Study over five waves (2008 to 2017). Children were tracked at wave 1 in 2008 until wave 5 in 2017 to determine their total years of schooling. We controlled for time-variant and time-varying confounding with a marginal structural model to estimate the associations between childhood stunting and subsequent grade completion. Nationally representative study of South African households. A total of 2629 children aged 2 and 3 years in 2008. We observed a substantial decrease in the prevalence of stunting between wave 1 (28·2 %) and wave 4 (8·6 %). Our marginal structural model results suggest that childhood stunting was significantly associated with decreased odds (22 % less likely) of grade completion (OR = 0·78; 95 % CI: 0·40, 0·86; P = 0·015), while those who were only stunted during early childhood had a 29 % reduction in the odds of grade completion (OR = 0·71; 95 % CI: 0·51, 0·82; P = 0·020). These findings underscore the fact that stunting is a significant predictor of academic achievement, whose effects might be long-lasting.

Student Perceptions of the Flipped Classroom: An Evaluation of Hybrid Pedagogy in the Marketing Classroom

The hybrid, or flipped, classroom is a pedagogical alternative aimed to increase student engagement and subsequent educational outcomes. A qualitative study involving marketing students who had significant involvement with the flipped classroom setting finds students are accepting of the pedagogy, demonstrate limited anxiety with its implementation, appreciate the inherent flexibility offered by the format, find classroom engagement to be enhanced, and value the use of e-books which are commonly incorporated with the teaching method. However, student opinions regarding the level of learning that takes in the flipped classroom do not closely align with other student insights.

Foreign direct investment and youth educational outcomes in Mexican municipalities

• Inward FDI may affect youth's educational outcomes via foreign wage premia • Increasing foreign wage premium for unskilled jobs decreases educational outcomes • Foreign wage premium for skilled workers does not change educational outcomes • Foreign wage premium effects are largely consistent across services and manufacturing • Effects on educational outcomes are not only short-lived but long-lasting too Inward foreign direct investment (IFDI) has often been considered to play a prominent role in the development of human capital in the host economy by introducing a foreign wage premium into the labour market. However, extant evidence on IFDI labour market effects is inconclusive, especially in emerging economies. We investigate for the case of Mexico whether foreign wage premia have an effect on educational outcomes of young cohorts that were 15 years old at the time of IFDI arrival in their municipality of residence. Results suggest that increasing foreign wage premium for unskilled jobs, both in manufacturing and services, has negative effects on a cohort's subsequent educational outcomes. The effects of foreign wage premium for skilled workers, however, are not significant but may lead to positive educational outcomes. The long-term implications of losses accruing from low investment in human capital do not only affect individuals but regions as well.

The role of trajectories of stress and social support in underrepresented students’ educational outcomes

The current study examined the potential impact of trajectories of perceived stress and social support from parents, friends, romantic partners, and natural mentors (i.e., supportive adults from youths’ everyday lives) throughout underrepresented students’ college careers on their subsequent educational outcomes. Participants were underrepresented college students (n = 340) who were surveyed five times across their 4 years of college. The outcomes of interest (i.e., on-time graduation, pursuit of career goals) were assessed during the final wave of data collection. Longitudinal latent profiles were estimated based on fluctuations in perceived stress and social support over time. Three latent profiles of social support and perceived stress emerged: Early Stress Spike, Late Support Increase, and Decreasing Social Support. Results suggested that participants in the Decreasing Social Support group contained the fewest on-time graduating students, and students in this profile were less likely to be pursuing career goals than the Late Support Increase group.

Effects of student composition in school on young adults’ educational pathways.

Which factors help young adults choose educational pathways leading to higher educational attainment? Academic self-concept (ASC), achievement, and socioeconomic background have all been found to be important predictors of postsecondary educational choices and success. Although research has shown that student composition in secondary school may affect some of these predictors, only a few studies (mostly from the United States) have investigated the effects of student composition on postsecondary educational outcomes. The results showed that students with similar individual achievement had lower postsecondary educational attainment if they graduated from secondary schools with higher mean achievement. It has been proposed that social comparison processes explain this negative context effect (big-fish-little-pond effect [BFLPE]). In contrast, students with the same individual socioeconomic status (SES) had higher postsecondary educational attainment if they graduated from secondary schools with a higher mean SES. In the present study, we investigated the effects of achievement-related and socioeconomic student composition on subsequent educational outcomes using data from a longitudinal study in Germany. Contrary to previous studies, our results showed that student composition had little relevance for later educational pathways. There was a small, long-lasting, indirect BFLPE of achievement-related composition in secondary school on postsecondary educational outcomes through students’ ASC. Furthermore, individual SES was strongly related to postsecondary educational outcomes, whereas being in an academic-track school with a higher or lower mean SES was not relevant for postsecondary educational pathways. (PsycInfo Database Record (c) 2020 APA, all rights reserved)

Social Support, Childhood Adversities, and Academic Outcomes: A Latent Class Analysis

Childhood adversities tend to impact development in a cumulative way. However, extant research on childhood adversities has focused on a variable-centered approach to examine the cumulative effect of adversity. Using Latent Class Analysis (LCA) and adopting a pattern-centered approach, the authors investigate how different youth may experience different configurations of adversities among a nationally representative sample (N = 14,823, mean age = 21.96, SD = 1.78) from the National Longitudinal Study of Adolescent Health (Add Health). In addition, they examine how different configurations of adversities are related to different subsequent educational outcomes and how social support from a non-familial adult is associated with these outcomes in different configurations of adversities. They find six unique configurations of childhood adversities. They also find that in addition to the global, cumulative effect of adversity, some configurations of adversity may have a more detrimental risk than others regardless of the sum of experiences. Finally, they reported that having a supportive adult outside of the family is related to better educational outcomes in some configurations of childhood adversities but not the others. Implications for practice and future directions are discussed.

Connect-Text: Leveraging Text-Message Communication to Mitigate Chronic Absenteeism and Improve Parental Engagement in the Earliest Years of Schooling

ABSTRACTPoor school attendance in the early grades is predictive of poor subsequent educational outcomes. We report on a pilot intervention aiming to reduce chronic absenteeism in kindergarten. We designed and implemented a two-way, text-based parent-school communication system to encourage daily attendance, provide parents with personalized feedback on their child's attendance, and provide support to mitigate challenges that threatened parents' ability to get their child to school regularly. The program was well received, with nearly all families registering for participation, and three-quarters of those receiving outreach responding and engaging with school personnel via text. The pilot school's kindergarten chronic absenteeism rate was substantially lower in the intervention year relative to prior trends. Further, in the intervention year, the pilot school's kindergarten chronic absenteeism rate (13%) was substantially lower than for that of a synthetically constructed comparison school (24%). We discuss implications for sustainability and scaling of an effort such as this.

Is a woman\u2019s first pregnancy outcome related to her years of schooling? An assessment of women\u2019s adolescent pregnancy outcomes and subsequent educational attainment in Ghana

BackgroundAdolescent pregnancy and childbearing pose challenges to young women’s educational attainment. Studies show that while adolescent childbearing reduces educational attainment, not becoming pregnant and resorting to induced abortion when pregnant increases women’s educational levels. This study examined relationships between adolescents’ resolution of their first pregnancies and subsequent educational outcomes, for all women ages 20–49 years and across three age cohorts: 20–29, 30–39 and 40–49 year olds.MethodsUsing the 2007 Ghana Maternal Health Survey (GMHS) dataset, we conducted ANOVA, bivariate and multivariate linear regression analyses on 8186 women ages 20–49 years. Women’s first adolescent pregnancy outcomes were measured as live births, induced abortions, spontaneous abortions or no pregnancy, while educational attainment constituted their years of schooling.ResultsFindings showed years of schooling was highest for women who had induced abortions, and lowest for those who experienced live births. Women with live births as teenagers experienced significantly fewer years of schooling compared to their counterparts who terminated their pregnancies. Also, women with miscarriages and stillbirths exhibited levels similar to those who gave birth. Although women with no teenage births had higher educational levels than their childbearing counterparts, controlling for age at first pregnancy resulted in similar years of schooling compared to those who gave birth. Finally, the 30 to 39 year olds were the only age group whose results contradicted those of all women. These findings may be due to the socio-economic and political events that affected women’s educational attainment at the time.ConclusionsChildbearing during adolescence does impact women’s educational attainment levels. Therefore, in addition to encouraging young mothers to continue schooling, all other interventions to help keep young girls in school must focus on preventing and/or delaying their adolescent pregnancies.

Towards an interactive sociological rational choice approach to theorising class dimensions of school choice

Understanding how different groups of users make choices is central to explaining the outcomes of choice-based mechanisms such as those observed in education systems across different national contexts. We discuss two established perspectives employed to explain decision-making in relation to class and education, and develop an argument for the superior explanatory potential of an elaborated, interactive, sociological rational choice perspective. We illustrate how this framework may be operationalised to inform policy aimed at reducing class differentials in school choice and subsequent educational outcomes in the context of New Public Management ideas.

Completing Algebra II in High School: Does it Increase College Access and Success?

Noting the benefits of mathematics in students' future educational attainment and labor market success, there is considerable interest in high school requirements in terms of course-taking in mathematics at the national, state, and school district level. Previous research indicates that taking advanced math courses in high school leads to positive college outcomes. However, these studies often fail to account for the self-selection of students into curricular pathways that may result in biased estimates of the effect of course-taking on subsequent educational outcomes. Applying an instrumental variable (IV) approach, we investigate how the level of math courses a student completes in high school differently affects their chances of attending and completing postsecondary education. Using longitudinal student unit record data from Florida, our results indicate that a statistical model that does not account for students' self-selection produces results different from a technique that corrects for this potential source of bias. Specifically, completing Algebra II significantly increases the probability of attending college, particularly two-year colleges, but has no significant effect on degree attainment.

Early childbearing, human capital attainment and mortality risk: Evidence from a longitudinal demographic surveillance area in rural-KwaZulu-Natal, South Africa.

Using a rich longitudinal dataset, we examine the relationship between teen fertility and both subsequent educational outcomes and HIV related mortality risk in rural South Africa. Human capital deficits among teen mothers are large and significant, with earlier births associated with greater deficits. In contrast to many other studies from developed countries, we find no clear evidence of selectivity into teen childbearing in either schooling trajectories or pre-fertility household characteristics. Enrolment rates among teen mothers only begin to drop in the period immediately preceding the birth and future teen mothers are not behind in their schooling relative to other girls. Older teen mothers and those further ahead in school for their age pre-birth are more likely to continue schooling after the birth. In addition to adolescents' higher biological vulnerability to HIV infection, pregnancy also appears to increase the risk of contracting HIV. Following women over an extended period, we document a higher HIV related mortality risk for teen mothers that cannot be explained by household characteristics in early adulthood. Controlling for age at sexual debut, we find that teen mothers report lower condom use and older partners than other sexually active adolescents.

Completing Algebra II in High School: Does It Increase College Access and Success?

Noting the benefits of mathematics in students’ future educational attainment and labor market success, there is considerable interest in high school requirements in terms of course-taking in mathematics at the national, state, and school district level. Previous research indicates that taking advanced math courses in high school leads to positive college outcomes. However, these studies often fail to account for the self-selection of students into curricular pathways that may result in biased estimates of the effect of course-taking on subsequent educational outcomes. Applying an instrumental variable (IV) approach, we investigate how the level of math courses a student completes in high school differently affects their chances of attending and completing postsecondary education. Using longitudinal student unit record data from Florida, our results indicate that a statistical model that does not account for students’ self-selection produces results different from a technique that corrects for this potential source of bias. Specifically, completing Algebra II significantly increases the probability of attending college, particularly two-year colleges, but has no significant effect on degree attainment.

Methods and outcomes for the remediation of clinical reasoning.

There is no widely accepted structured, evidence based strategy for the remediation of clinical reasoning skills. To assess the effectiveness of a standardized clinical reasoning remediation plan for medical learners at various stages of training. Learners enrolled in the University of Colorado School of Medicine Remediation Program. From 2006 to 2012, the learner remediation program received 151 referrals. Referrals were made by medical student clerkship directors, residency and fellowship program directors, and through self-referrals. Each learner's deficiencies were identified using a standardized assessment process; 53 were noted to have clinical reasoning deficits. The authors developed and implemented a ten-step clinical reasoning remediation plan for each of these individuals, whose subsequent performance was independently assessed by unbiased faculty and senior trainees. Participant demographics, faculty time invested, and learner outcomes were tracked. Prevalence of clinical reasoning deficits did not differ by level of training of the remediating individual (p = 0.49). Overall, the mean amount of faculty time required for remediation was 29.6 h (SD = 29.3), with a median of 18 h (IQR 5-39) and a range of 2-100 h. Fifty-one of the 53 (96%) passed the post remediation reassessment. Thirty-eight (72%) learners either graduated from their original program or continue to practice in good standing. Four (8%) additional residents who were placed on probation and five (9%) who transferred to another program have since graduated. The ten-step remediation plan proved to be successful for the majority of learners struggling with clinical reasoning based on reassessment and limited subsequent educational outcomes. Next steps include implementing the program at other institutions to assess generalizability and tracking long-term outcomes on clinical care.

The Treatment Effect of Attending a High-Quality School and the Influence of Unobservables

This paper studies the effect of attending a high-quality secondary school on subsequent educational outcomes. The analysis is based on data from the German Socio-Economic Panel Study in which we observe children when they make their secondary school choice (between ages 10-12) and later when they self-report on their intentions with regard to their further educational path (between ages 16-17). To identify the treatment effect, we use a regression-control framework as well as an instrumental variable approach (based on local supply of schools). In a second step, we carefully examine the influence of unobservable characteristics, using the new technique proposed by Altonji, Elder, and Taber (2005b). Our findings suggest that unobservable characteristics are indeed crucial to the validity of the research design. While we find large positive and significant effects of attending a high-quality school, we cannot rule out that the estimates are not in fact driven by selection on unobservables.

The Treatment Effect of Attending a High-Quality School and the Influence of Unobservables

This paper studies the effect of attending a high-quality secondary school on subsequent educational outcomes. The analysis is based on data from the German Socio-Economic Panel Study in which we observe children when they make their secondary school choice (between ages 10-12) and later when they self-report on their intentions with regard to their further educational path (between ages 16-17). To identify the treatment effect, we use a regression-control framework as well as an instrumental variable approach (based on local supply of schools). In a second step, we carefully examine the influence of unobservable characteristics, using the new technique proposed by Altonji, Elder, and Taber (2005b). Our findings suggest that unobservable characteristics are indeed crucial to the validity of the research design. While we find large positive and significant effects of attending a high-quality school, we cannot rule out that the estimates are not in fact driven by selection on unobservables.