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The effectiveness of educational technology (EdTech) in improving the outcomes of poor, marginalized students has primarily been documented by studies conducted in developing countries; however, relevant research involving randomized studies in developed country contexts is relatively scarce. The objective of the current study is to examine whether an in-school computer assisted learning (CAL) intervention can improve the math performance (the primary outcome) and academic attitudes (secondary outcomes) of rural students in Taiwan, including a marginalized subgroup of rural students called Xinzhumin. We also seek to identify which factors are associated with the effectiveness of the intervention. In order to achieve this, we conducted a randomized control trial involving 1,840 sixth-grade students at 95 schools in four relatively poor counties and municipalities of Taiwan during the spring semester of 2019. According to the ITT analysis, the O-CAL intervention had no significant ITT impacts on the primary outcome of student math performance as well as on most secondary outcomes of the overall treatment group (who on average used the software for only about one quarter of the protocol’s minimum required time of 30 minutes per week, indicating that compliance was low). However, the LATE analysis revealed significant improvements in the math performance of the 30% most active students in the treatment group (who used the software for about two thirds of the minimum required time). Effect sizes of active users overall (0.16 SD-0.22 SD) increased in accordance with increases in usage and were larger for active Xinzhumin users specifically (0.21 SD-0.35 SD). A wide range of student-level and (in particular) teacher-level characteristics were associated with the low compliance to the intervention, which are findings that may help inform educational policymakers and administrators of the potential challenges of introducing school-based interventions that depend heavily on teacher adoption and integration.  

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Scott Rozelle
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In response to the COVID-19 epidemic, many education systems have relied on distance learning and educational technologies to an unprecedented degree. However, rigorous empirical research on the impacts on learning under these conditions is still scarce. We present the first large-scale, quantitative evidence detailing how school closures affected education in China. The data set includes households and teachers of 4,360 rural and urban primary school students. We find that although the majority of students engaged in distance education, many households encountered difficulties including barriers to learning (such as access to appropriate digital devices and study spaces), curricular delays, and costs to parents equivalent to about two months of income. We also find significant disparities across rural and urban households.

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Prashant Loyalka
Scott Rozelle
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Heather Rahimi
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In July 2020 the Latif Jameel Poverty Action Lab (J-PAL) published a Policy Insight, Providing Information to Students and Parents to Improve Learning Outcomes, that looks at the learning gains that can be achieved through overcoming information asymmetries. This briefing is especially useful given our current climate where many schools remain closed and learning has been disrupted by the COVID-19 pandemic; it is a time when information dissemination and parental engagement is even more important than ever.

In this article, REAP’s five cited publications help shape the discourse around learning barriers children face globally. REAP studies that contributed to this Policy Insight include REAP’s work on anemia in school children and the analysis of drop-out rates in middle- and high-school students in rural China. However, like REAP’s approach, the Policy Insight highlights the need to address multiple barriers to improve learning outcomes across the world.

J-PAL Policy Insight Summary

Many children struggle to master basic skills despite a rise in school enrollment around the world. For instance, India’s 2018 Annual Status of Education Report (ASER) found that only about half of all grade 5 students in rural India could read a grade 2 text [3]. Assessments showed similar results in many other countries [28]. Programs providing information—about parents’ roles in education, school quality, students’ academic levels, students’ health problems, financial aid, and wage returns to education—attempt to address this lack of learning by making relevant information more available to parents and students.

Results from 23 randomized evaluations from low-, middle-, and high-income countries show that overcoming a gap in knowledge about education often increases parental engagement, student effort, or both, leading to improved learning outcomes. Almost all of the programs in this insight led to an increase in parental involvement or student motivation, which led to small to medium increases in learning. However, disseminating information has not improved learning levels when key health, financial, or structural barriers persist that information alone cannot overcome or when the information is discouraging, rather than encouraging, to students.

Because information-based interventions are typically very low cost and have been effective in many contexts, policymakers interested in increasing learning outcomes should consider if there are gaps in parent or student knowledge that they can overcome. 

Read the full Policy Insight here.

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A toddler and his caregiver looking at a book together at a table in a home. Rural Education Action Program
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In China, education gaps exist not only between rural and urban students, but also within the population of rural students. Evidence points to poor reading skills development as one possible factor in this gap. If reading skills are moderating variations in academic performance among rural students, what factors in the home and school environment lead some students to develop strong reading skills? Using data from 1870 primary school students in rural China, the results show considerable variation in student reading skills. The home environment is strongly linked to reading skills, whereas school factors are not positively associated with reading skills. These findings suggest that policies and programs to support student reading skills are needed in rural China.

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International Journal of Educational Research
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Huan Wang
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In China, parents have a choice to either send their children to private migrant schools in urban areas or to keep them in their own county. It is unclear whether the academic differences of students in rural schools and those in private migrant schools is due to the quality of schools, the quality of students/peers, or the ways that peer effects interact with the quality of the school. Using survey data from students with rural residency who attended either migrant schools or rural public schools, we measure how differences in the quality of the types of schools and how the effect of peers differs in high- versus low-quality schools. An instrumental variable approach is used to identify the causality of a student’s peers on his or her academic outcomes and within the context of each of the school venues. The gap in student academic performance is explained by the differences in each student’s peers as and in how peers interact in the schooling environments. The analysis also demonstrates that there is a significant interaction effect between one’s peers and the quality of a student’s school environment. We found that school quality has a complementary effect with peers on student academic performance.

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The Journal of Development Studies
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Scott Rozelle
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BACKGROUND: Although the Chinese education system has seen massive improvements over the past few decades, there are still large academic achievement gaps between rural and urban areas that threaten China’s long-term development. In addition, recent literature underscores the importance of early childhood development (ECD) in later-life human capital development.

OBJECTIVES: We analyze the life cycle of cognitive development and learning outcomes in rural Chinese children by first exploring whether ECD outcomes affect cognition levels, then determining whether cognitive delays persist as children grow, and finally examining connections between cognition and education outcomes.

METHODS: We combine data from four recent studies that examine different age groups (0–3, 4–5, 10–11, 13–14) to track cognitive outcomes.

RESULTS: First, we find that ECD outcomes for children in rural China are poor, with almost one in two children who are cognitively delayed. Second, we find that these cognitive delays seem to persist into middle school, with almost 37% of rural junior high school students who are cognitively delayed. Finally, we show that cognition has a close relationship to academic achievement.

CONCLUSION: Our results suggest that urban–rural gaps in academic achievement originate at least in part from differences in ECD outcomes.

CONTRIBUTIONS: Although many papers have analyzed ECD, human capital, and inequality separately, this is the first paper to explicitly connect and combine these topics to analyze the life cycle of cognitive development in the context of rural China.

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Demographic Research
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Scott Rozelle
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In the preschool period, interactions between teachers and children are an essential input for healthy development. However, it is not well understood how the qualifications of preschool teachers contribute to child development during the preschool period, and previous international studies have returned mixed results. We drew on data from a longitudinal study of 1031 preschool children age 49–65 months in rural China to examine the associations between teacher qualifications and the development of preschool children. The findings showed that 36% of preschool children in the sample are developmentally delayed.Overall, teacher qualifications (education level, specialization in early childhood education, professional ranking, experience and training) were significantly associated with preschool-age child developmental outcomes. Teacher professional ranking and educational attainment were positively and significantly correlated with two measures of child language development, but a degree specialized in early child-hood education was negatively related to vocabulary acquisition. No significant correlations were found between teacher experience or teacher training and child developmental outcomes. The study concludes that policymakers should encourage highly educated and professionally ranked teachers to serve in rural preschools in order to improve the development of preschool children.

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Early Childhood Research Quarterly
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This paper seeks to understand the learning outcomes that prevail across key subpopulations in China today. Data from a nationally representative survey show that rural youth are two years behind urban children in math and Chinese. Non-Han minorities, children in poorer counties, and children with less-educated parents are the most vulnerable.

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Asian Survey
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Scott Rozelle
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Anemia in children impairs physical growth and cognitive development, reducing their overall human capital accumulation. While much research has been conducted on anemia prevalence in the primarily poor and rural western provinces in China, little is known about anemia in the more developed provinces of central China. The overall goal of this study is to assess the extent of anemia in central China and determine the effect of anemia on the academic performance of students. Using data collected from fourth grade students in 25 primary schools, we find that 16–27% of sample children are anemic. Female students and students with mothers who have not migrated for work are more likely to be anemic. Importantly, using both regression analysis and matching methods, we find that students with anemia (and those with low hemoglobin levels) are more likely to perform poorly on standardized mathematics exams. These findings suggest that, over the long term, untreated anemia will perpetuate poverty by restricting the human capital development of affected children.

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China Economic Review
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Scott Rozelle
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EdTech,  which  includes  computer  assisted  learning  (CAL),  online  education,  and  remote instruction,  was  expanding  rapidly  even  before  the  current  full-scale  substitution  for  in-person learning  at  all  levels  of  education  around  the  world  because  of  COVID-19.  Studies  of  CAL interventions  often  find  positive  effects,  however,  these “CAL  programs”  often  include  non-technology based inputs such as more time on learning and instructional support by facilitators in addition to technology-based components. In this paper, we discuss the possible channels by which CAL programs affect academic outcomes among schoolchildren. We isolate the technology-based effects  of  CAL  from  the  total  program  effects  by  designing  a  novel  multi-treatment  field experiment with more than four thousand schoolchildren in rural China. For the full sample, we find null effects for both the total CAL program and the technology-based effects of CAL (which are measured relative to a traditional pencil-and-paper learning treatment) on math test scores. For boys, however, we find a positive and statistically significant effect of the CAL program, but  do not find evidence of a positive effect for the technology-based effect of CAL. When focusing on grades, we find evidence of positive CAL program effects but find null effects when we isolate the technology-based effects of CAL. Our empirical results suggest that the “Tech” in EdTech may have  relatively  small  additional  effects  on  academic  outcomes  and  yet  that  tech  programs  can substitute at least to a certain extent for traditional learning.

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Economic Development and Cultural Change
Authors
Prashant Loyalka
Scott Rozelle
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