ArticleSocial science research2021
Effect pathways of informal family separation on children's outcomes: Paternal labor migration and long-term educational attainment of left-behind children in rural China.
Article in Social science research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed, 40 citations in OpenAlex.
- The Longitudinal Associations of Mothers' and Fathers' Parenting Styles with Preschool Children's Social Problem-Solving Skills: The Moderating Role of Primary-Caregiver Status.Behavioral sciences (Basel, Switzerland) · 2026Article
- Youth educational mobility and the rural family in China.Research in education (University of Manchester) · 2026Article
- Health problems faced by left-behind children in low/middle-income countries.BMJ global health · 2023Article
- Context-relevant risk and protective factors for children in rural communities: Long-term implications for adulthood educational and mental health outcomes.Journal of community psychology · 2023Article
- Fifty years of structural equation modeling: A history of generalization, unification, and diffusion.Social science research · 2022Article
- Mother's and Father's Migrating in China: Differing Relations to Mental Health and Risk Behaviors Among Left-Behind Children.Frontiers in public health · 2022Article
- Effect of Caregivers' Parenting Styles on the Emotional and Behavioral Problems of Left-Behind Children: The Parallel Mediating Role of Self-Control.International journal of environmental research and public health · 2021Article
- Cumulative Childhood Adversity and Its Associations With Mental Health in Childhood, Adolescence, and Adulthood in Rural China.Frontiers in psychology · 2021Article
- Stark Choices: Work-family Trade-offs among Migrant Women and Men in Urban China.Chinese sociological review · 2019Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 3 institutions in 3 countries.
Funding
Abstract
Informal family separation due to parental labor migration is an increasingly common experience in the lives of children in many countries. This paper proposes a framework and method for analyzing "effect pathways" by which parental labor migration might affect children's outcomes. The framework incorporates home-environment and child-development mechanisms and is adapted from migration, sociology of education, and child development literatures. We test these pathways using data on father absence and long-term educational outcomes for girls and boys in China. We apply structural equation models with inverse probability of treatment weighting to data from a 15-year longitudinal survey of 2000 children. Significantly, fathers' migration has distinct implications for different effect pathways. It is associated most significantly with reduced human capital at home, which has the largest detrimental effect on children's educational attainment, among those studied. At the same time, father absence is associated with better family economic capital, which partially buffers the negative implications of father absence. Overall, father absence corresponds to a reduction of 0.342 years, on average, in children's educational attainment, but the reduction is larger for boys than for girls. For boys and girls, the reduced availability of literate adults in the household linked to father absence is an important effect pathway. For girls, this detrimental effect is partially offset by a positive income effect, but for boys, the offset effect is trivial.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.