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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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There is limited evidence on the degree to which differences in implementation among institutions matter for program effectiveness. To examine this question, we conducted an experiment in rural China in which public schools were randomly assigned to one of three treatments: a computer-assisted learning program (CAL) implemented by a government agency, the same program implemented by an NGO, and a pure control. Results show that compared to the pure control condition and unlike the NGO program, the government program did not improve student achievement. Analyzing impacts along the causal chain, we find that government officials were more likely to substitute CAL for regular instruction (contrary to protocol) and less likely to directly monitor program progress. Correlational analyses suggest that these differences in program implementation were responsible for the lack of impacts.

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Journal of Development Economics
Authors
Scott Rozelle
Prashant Loyalka
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We present the results of a cluster-randomized controlled trial that evaluates the effects of a free, center-based parenting intervention on early cognitive development and parenting practices in 100 rural villages in China. We then compare these effects to a home-based intervention conducted in the same region, using the same parenting curriculum and public service system. We find that the center-based intervention significantly improved children’s cognitive skills by 0.11 standard deviations, accompanied by increases in the material investments, time investments, and parenting skills of caregivers. The average impact of the center-based intervention, however, was approximately half that of the home-visiting intervention. Analysis of the possible mechanisms suggests that the difference in effects was driven primarily by different patterns of compliance. Although children with lower levels of initial skills at baseline benefited the most from the center-based intervention, they were less likely to participate in the program.

Keywords: Center-based parenting intervention; home-based parenting intervention; early cognitive development; randomized controlled trial; program participation

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Alexis Medina
Scott Rozelle
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Providing vision care to students in rural areas may serve the purpose of poverty alleviation by improving education and health. This study aims to provide a comprehensive review of myopia studies among rural students in China and offer policy recommendations for the national myopia prevention and control plan under “Targeted poverty alleviation through education”. The results show that in rural China, 25% of primary school students and 50% of lower secondary school students are myopic. Moreover, more than 70% of rural myopic students suffer from uncorrected vision, which negatively affects student academic performance and mental health. Correcting myopia also has a significant positive impact on student academic achievement. Studies show that vision screening is an effective way to identify myopia among rural students. Providing subsidies for the families of myopic students to obtain eyeglasses, and providing incentives to teachers, can significantly improve the uptake and usage rates of eyeglasses. A county hospital-based vision center may be an effective platform for reducing children's visual impairment in rural China.

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Journal of East China Normal University
Authors
Huan Wang
Scott Rozelle
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ABSTRACT The migration of hundreds of millions of rural Chinese workers to the city has contributed substantially to China’s economic growth since the beginning of the country’s economic reform in 1978. However, this migration has also led to societal issues, including more than 60 million left-behind children. Empirical studies that seek to measure the impact of being left-behind on academic performance have led to inconsistent results, perhaps because the effects may be different for first-parent migration (migration during the first period of time in which one parent migrates) and second-parent migration (migration when the remaining parent leaves the home). Here we have examined how school performance changes before and after the second parent out-migrates. We use a panel dataset of over 5,000 students from 72 primary schools in rural China. Using a difference-in-difference approach, supported by a placebo test, we find that second-parent migration has statistically significant negative impacts on student performance. Importantly, our data provide convincing evidence that second-parent migration has a more negative impact on academic performance than first-parent migration. Our results have broad implications for China’s future economic growth and inequality.

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The Journal of Development Studies
Authors
Scott Rozelle
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We estimate the rates of return to education in rural China using primary survey data collected in 2016. Estimated average returns to education are 3.1 per cent. However, careful statistical analysis is required when estimating the returns to education. The paper demonstrates that when employment interruptions are accounted for, the measured returns to education rise. Our results also confirm that mismeasurement of the wage rate by using an hourly wage rate (versus daily or monthly earnings) raises the estimation of rates of return to education. Finally, our results suggest that the return to education is nonlinear in education levels but only when it reaches the tertiary level.
 
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The Australian Journal of Agricultural and Resource Economics
Authors
Scott Rozelle
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Purpose – China’s rapid pace of urbanization has resulted in millions of rural residents migrating from rural areas to urban areas for better job opportunities. Due to economic pressures and the nature of China’s demographic policies, many of these migrants have been forced to leave their children with relatives – typically paternal grandparents – at home in the countryside. Thus, while income for most migrant families has risen, a major unintended consequence of this labor movement has been the emergence of a potentially vulnerable sub-population of left-behind children (LBCs). The purpose of this paper is to examine the impacts of parental migration on both the academic performance and mental health of LBCs. Design/methodology/approach – Longitudinal data were drawn from three waves of a panel survey that . followed the same students and their families – including their migration behavior (i.e. whether both parents, one parent, no parent migrated) – between 2015 and 2016. The survey covers more than 33,000 students in one province of central China. The authors apply a student fixed-effects model that controls for both observable and unobservable confounding variables to explicate the causal effects of parental migration on the academic and mental health outcomes for LBC. The authors also employ these methods to test whether these effects differ by the type of migration or by gender of the child.
Findings – The authors found no overall impact of parental migration on either academic performance or mental health of LBCs, regardless of the type of migration behavior. The authors did find, however, that when the authors examined heterogeneous effects by gender (which was possible due to the large sample size), parental migration resulted in significantly higher anxiety levels for left-behind girls. The results suggest that parental migration affects left-behind boys and girls differently and that policymakers should take a more tailored approach to addressing the problems faced by LBCs.
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China Agricultural Economic Review
Authors
Scott Rozelle
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BACKGROUND
Childhood malnutrition is commonplace among poor rural communities in China. In 2012, China launched its first nationwide school‐feeding program (SFP) to address this problem. This study examines the prevalence of malnutrition before and after the SFP and identifies possible reasons for the trends observed.
 
METHODS
Ordinary least squares regression and propensity score matching were used to analyze data from 2 cross‐sectional surveys of 100 rural primary schools in northwestern China. Participants were fourth‐and fifth‐grade students. Outcome measures include anemia rates, hemoglobin levels, body mass index, and height for age Z scores.
 
RESULTS
Three years after implementation of the SFP, malnutrition rates among sample students had not fallen. The SFP had no statistically significant effect on either anemia rates or BMI, but was linked to an increase in the proportion of students with below normal height for age Z scores. Meals provided to students fell far short of national recommendations that the SPF should provide 40% of the recommended daily allowance of micronutrients.
 
CONCLUSIONS
Despite significant budgetary outlays between 2012 and 2015, China's SFP has not reduced the prevalence of malnutrition among sample students. To make the SFP more effective, funding and human resources both need to be increased.
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Journal of School Health
Authors
Huan Wang
Matthew Boswell
Scott Rozelle
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Educational tracks create differential expectations of student ability, raising concerns that the negative stereotypes associated with lower tracks might threaten student performance. The authors test this concern by drawing on a field experiment enrolling 11,624 Chinese vocational high school students, half of whom were randomly primed about their tracks before taking technical skill and math exams. As in almost all countries, Chinese students are sorted between vocational and academic tracks, and vocational students are stereotyped as having poor academic abilities. Priming had no effect on technical skills and, contrary to hypotheses, modestly improved math performance. In exploring multiple interpretations, the authors highlight how vocational tracking may crystallize stereotypes but simultaneously diminishes stereotype threat by removing academic performance as a central measure of merit. Taken together, the study implies that reminding students about their vocational or academic identities is unlikely to further contribute to achievement gaps by educational track.

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Socius
Authors
Prashant Loyalka
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