Early Childhood Development
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The massive flow of migrants from rural to urban areas in China over the past decades has sparked concerns about the development of left-behind children. Drawing on a six-round, longitudinal cohort survey in rural China from 2013 to 2023 that follows children from 6 months to 11 years of age, we analyse the effects of two maternal migration patterns – persistent migration (migration without return) and return migration (migration followed by return) – on the cognitive development and nutrition of left-behind children from infancy to early adolescence. The results show that persistent maternal migration has adverse effects on the cognitive development and increased the BMI of left-behind children. In contrast, maternal migration had no significant effect on either cognitive development or any indicator of nutrition when the mother later returned. Persistent maternal migration had a strong, long-term negative effect on the cognitive development of left-behind children especially when mothers migrate within one or one and a half years after childbirth; maternal migration also had a short-term, negative effect on cognitive development when mothers migrate when the child is between 2 and 3 years old. These effects are likely driven by the lower levels of stimulating parenting practices and dietary diversity provided by the stand-in primary caregivers of left-behind children.

Journal Publisher
World Development
Authors
Scott Rozelle
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Purpose: Previous research has found an association between with early childhood development (ECD) and paternal beliefs and evidence suggests that paternal beliefs about their own role in child rearing might affect parental involvement. However, there has been no such empirical study in rural China. This study examines the interrelationships among paternal beliefs, parental involvement and ECD among rural Chinese children.

Design/methodology/approach: Data used for this study were collected from 6-to-42-month-old children and their primary caregivers in southwestern China in 2020. ECD was assessed by the Bayley Scales of Infant and Toddler Development-III. Paternal beliefs were assessed with the Role of the Father Questionnaire. The non-parametric regression methods were used to construct the factor scores of ECD. The ordinary least squares models, the mediation models and the bootstrapping approach were employed to investigate the interrelationships of paternal beliefs, parental involvement and ECD.

Findings: A large share of the sample children displayed delays in cognitive, language and social-emotional development. Paternal involvement significantly mediated the link between paternal beliefs and child cognitive and social-emotional development, while maternal involvement mediated the associations between paternal beliefs and child language and social-emotional development.

Originality/value: This study provides a unique contribution by utilizing unique data fathers' beliefs and their involvement in parenting to investigate the underlying mechanisms of how the role of fathers in parenting can lead to the improvement of early child developmental outcomes. This study also provides the first empirical evidence on the role of paternal beliefs in fostering human capital formation during the early stages of life in rural China. This study suggests that shifting paternal beliefs and improving parental involvement are effective pathways to benefit rural children in their early development.

Journal Publisher
China Agricultural Economic Review
Authors
Scott Rozelle
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Background: Poor mental health affects caregivers' parenting practices and threatens the early development of children under 2 years old. This study examined the correlations between caregivers' mental health and parenting practices among 5- to 24-month-old children in rural China.

Methods: Data were collected in two cohorts (October 2022 and March 2023) from 948 households randomly sampled from 120 villages. Dependent variable: parenting practices measured by the Family Care Indicators (FCI). Independent variables: caregiver mental health (DASS-21), perceived social support (MSPSS) and socioeconomic status (SES; household asset index, caregiver education). Models adjusted for child age, child sex, caregiver age and household size, with standard errors clustered at the village level.

Results: Although caregivers provided more play materials for their children compared to previous research, the variety of play materials did not improve. Depressive symptoms among caregivers were associated with inadequate parenting practices, particularly with providing a lower variety of play materials. Both lower SES and more severe caregiver depressive symptoms were linked to less stimulating parenting, whereas higher perceived social support was associated with more stimulating practices and partially attenuated these SES- and mental health–related disparities.

Conclusion: Although rural Chinese caregivers now supply more play materials, limited diversity and widespread caregiver mental health risks persist. Strengthening caregiver mental health and social support could enrich home stimulation and improve early childhood development.

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Child: care, health and development
Authors
Hanwen Zhang
Scott Rozelle
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China’s urbanization has created growing peri-urban communities, where children face challenges to early childhood development (ECD) despite proximity to developed urban areas. Little is known about how the environmental factors of ECD differ between rural migrants and new urban residents. To address this, we sampled 77 peri-urban households with 18–24-month-old Han Chinese children to examine the associations between early cognitive and language development, parental self-efficacy, stimulating parenting practices, and the home language environment measured with Language Environment Analysis (LENA). We find that rural migrants and new urban residents exhibited no significant difference in any child or household characteristic except parental residency. There was no significant difference in the family environment factors or early cognitive or language development, either. However, parental self-efficacy and stimulating parenting practices both predicted better cognitive and language development in rural migrant households, whereas only conversation turn counts predicted better language development in new urban resident households.

Journal Publisher
Applied Developmental Science
Authors
Hanwen Zhang
Scott Rozelle
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Background
The quality of parenting can affect the developmental outcomes of young children. This study aims to investigate the associations between parenting quality and the early childhood development of children under age 3 across four major rural subpopulations in China.

Methods
Using a stratified cluster sampling method, 760 children aged 6–36 months and their primary caregivers in four rural subpopulations from four provinces and a metropolis in China were surveyed. Child development was assessed by the Third Edition of the Bayley Scales of Infant and Toddler Development. Parenting quality was measured using the Family Care Indicators. Data were analyzed using descriptive statistics, t-tests, multivariable regression analysis, and linear regression analysis.

Results
Across the four subpopulations, prevalences of delays of the sample children in four domains — cognition, language, social-emotional, and motor development are 52%, 45%, 52%, and 19%, respectively. The proportion of children with any type of delay is 82%, while over half (53%) have delays in at least two areas, and 27% have delays in three or more areas. Child’s mother as the primary caregiver, maternal education levels, and family asset values are all positively associated with the quality of parenting. Notably, low levels of parenting quality in rural China are linked to high rates of developmental delays.

Conclusions
This study demonstrates that the level of parenting quality is significantly associated with early childhood developmental outcomes. Results highlight the need for raising investments in family care to improve early childhood development in different rural subpopulations in China.

Journal Publisher
BMC Psychology
Authors
Scott Rozelle
Authors
Heather Rahimi
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For years the Rural Education Action Program (REAP) has been working to improve early childhood development outcomes across rural China. One of the most impactful programs has been the development and implementation of  REAP’s parenting curriculum and parenting centers. The centers expand upon our parenting curriculum by providing free and accessible spaces where caregivers and their young children can read, play, and explore together using developmentally appropriate toys and books that promote cognitive development. REAP has now supported the development of over 150 centers at county, township, and village levels across multiple provinces. 

Recently, REAP helped establish a parenting center at the Zhengzhou Foxconn Facility serving migrant factory employees and their families. Since opening, the center has already hosted over 10,000 child visits and supported over 350 families. Following the REAP model, this parenting center combines a research-based curriculum for early childhood development with local needs. The new center has received positive media attention across several outlets in China, including Henan DailyGlobal Times, and Zhenggang News. The success of this parenting center introduces new opportunities for future parenting center collaborations that better serve manufacturing communities across China. 
 


Discover more REAP research projects on early childhood development (ECD).

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Scott Rozelle huddles together with two young children around a table looking at a phone screen and pointing to something on the table.
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Beyond the Ivory Tower: Scott Rozelle Seeks Perspectives on the Ground

Stanford Daily reporter Kayla Chan spotlights Scott Rozelle, REAP Program Director, and the research he has conducted over his 40 years studying agriculture and development in China.
Beyond the Ivory Tower: Scott Rozelle Seeks Perspectives on the Ground
Parents hold two babies while caretaker reads to them.
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REAP Convenes Second International Symposium on Early Childhood Development

"Advancing Development with 'Children First' Strategy", the second International Symposium on Early Childhood Development, was held in Hangzhou, China on March 27-29, 2025. The symposium gathered over 100 experts from China and abroad to discuss cutting-edge developments, research topics, and practical approaches in early childhood development.
REAP Convenes Second International Symposium on Early Childhood Development
Graphic drawing of children stepping up a rendering of a bar chart projected from a cell phone.
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Piloting to Policy: REAP Receives Support from the Stanford Impact Labs

With support from the Stanford Impact Labs, the Rural Education Action Program is developing an app-based integrated early childhood development program for rural China.
Piloting to Policy: REAP Receives Support from the Stanford Impact Labs
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REAP helped establish a parenting center at the Zhengzhou Foxconn Facility serving migrant factory employees and their families. The center implements a research-based curriculum for early childhood development to better meet local needs. The new center has recently received positive media attention across several outlets in China.

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The number of acutely food insecure people worldwide has doubled since 2017, increasing demand for early warning systems (EWS) that can predict food emergencies. Advances in computational methods, and the growing availability of near-real time remote sensing data, suggest that big data approaches might help meet this need. But such models have thus far exhibited low predictive skill with respect to subpopulation-level acute malnutrition indicators. We explore whether updating training data with high frequency monitoring of the predictand can help improve machine learning models’ predictive performance with respect to child acute malnutrition by directly learning the dynamic determinants of rapidly evolving acute malnutrition crises. We combine supervised machine learning methods and remotely sensed feature sets with time series child anthropometric data from EWS’ sentinel sites to generate accurate forecasts of acute malnutrition at operationally meaningful time horizons. These advances can enhance intertemporal and geographic targeting of humanitarian response to impending food emergencies that otherwise have unacceptably high case fatality rates.

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Proceedings of the National Academy of Sciences (PNAS)
Authors
Yanyan Liu
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This article was published by Stanford Daily. Please click below to read the full article.

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Stanford Daily reporter Kayla Chan spotlights Scott Rozelle, REAP Program Director, and the research he has conducted over his 40 years studying agriculture and development in China.

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Achieving minimum dietary diversity (MDD), a crucial indicator of infant and young child diet quality, remains a challenge in rural China, especially for infants aged 6–11 months. This study examined the rate of MDD attainment in rural China, identified its determinants using the Capability, Opportunity, Motivation, and Behavior (COM-B) model and Bayesian network analysis, and estimated the potential impact of improving each modifiable determinant. A multi-stage sampling design selected 1328 caregivers of infants aged 6–11 months across 77 rural townships in China. Data were collected through a cross-sectional survey via in-person household interviews. Bayesian network analysis identified key factors influencing MDD attainment and their interrelationships, while Bayesian inference estimated MDD attainment probabilities. Results showed that only 22.2 % of the sample infants attained MDD. Bayesian network analysis revealed that caregiver knowledge (a proxy of capability), self-efficacy and habits (proxies of motivation), and infant age directly influenced MDD attainment. Social support (a proxy of opportunity) indirectly promoted MDD attainment by boosting self-efficacy and habit. Notably, simultaneous improvements in knowledge, self-efficacy, and habit could increase MDD attainment by 17.6 %, underscoring the potential effectiveness of interventions focused on enhancing caregiver capability and motivation. The critically low MDD attainment rate among rural Chinese infants highlights the urgent need for targeted interventions. Strategies should prioritize enhancing caregiver feeding knowledge, self-efficacy, and habit formation to improve infant dietary diversity. Addressing these key factors could substantially boost MDD attainment in rural China.

Journal Publisher
Journal of Appetite
Authors
Hanwen Zhang
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Background: The content of children’s screen exposure and interactive coviewing with caregivers are important determinants of early childhood development (ECD) that have been overlooked in past research in resource-limited rural regions. Given the prevalence of digital devices and diverse digital content today, determining screen use practices that minimize the negative impacts on children’s development is crucial for promoting healthy screen use among children.

Objective: This study aims to examine screen exposure among children aged <3 years in rural China and investigate its relationship with ECD outcomes, focusing on duration, content, coviewing, and interaction.

Methods: The sample includes all children aged between 6 and 26 months and their primary caregivers residing in the study area. A survey of screen exposure and household characteristics was conducted for 1052 eligible households. Caregivers reported the duration of screen exposure, defined as the average daily screen time over the past month; the content of exposure, defined by the time spent on educational and child-friendly content; and the caregiver’s presence and interaction with the child during exposure. ECD outcomes were evaluated using the third edition of the Bayley Scales of Infant and Toddler Development assessment scale and the Brief Infant Toddler Social Emotional Assessment. Ordinary least squares regression, logistic regression, and chi-square tests were conducted.

Results: In total, 28.23% (297/1052) of the children in our sample were first exposed to screens before the age of 12 months. Children exposed to screens had an average daily screen time of 27.57 (SD 38.90) minutes. Children who were exposed to screens before the age of 12 months and those who had longer screen time between the ages of 12 and 18 months were more likely to be at risk of motor developmental delays. Children exposed to educational content for >15 minutes on a daily basis had fewer social-emotional or behavioral problems than those with no screen exposure and a lower risk of delay in motor skills development than those exposed to educational content for <15 minutes on a daily basis. Caregiver interaction during screen exposure was associated with a lower risk of cognitive and language delays and better socioemotional skills.

Conclusions: The type of content viewed and how caregivers engaged in children’s screen time were strongly associated with ECD outcomes. Guiding parents to select educational content for their children and engaging in interactive coviewing may better protect children from the negative effects of screen exposure. The findings complement conclusions regarding the impact of screen exposure on ECD in resource-limited rural areas.

Journal Publisher
Journal of Medical Internet Research
Authors
Yuyin Xiao
Hanwen Zhang
Scott Rozelle
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