Evidence map›Paper›PMID 39415110›Full record

ArticleBMC public health2024

Distribution and determinants of early marriage and motherhood: a multilevel and geospatial analysis of 707 districts in India.

Mayank Singh, Chander Shekhar, Jagriti Gupta

Abstract read
In one paragraph

Article in BMC public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Early Marriage, Preterm Birth, and School Dropout: An Intergenerational Cycle of Risk?American journal of human biology : the official journal of the Human Biology Council · 2025
    Pooled it
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  3. Observational
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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors.

Mayank SinghDepartment of Epidemiology and Biostatistics, KAHER, Bangalore, 590010, Karnataka, India.
Chander ShekharDepartment of Fertility & Social Demography, International Institute for Population Sciences (IIPS), Mumbai, Maharashtra, India, 400088.
Jagriti GuptaDepartment of Fertility & Social Demography, International Institute for Population Sciences (IIPS), Mumbai, Maharashtra, India, 400088. jagritigupta98@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEarly marriage and motherhood have long been prevalent in India, with 44.5% of women aged 20-24 reporting marriage before 18 in NFHS 3 (2005-2006), dropping to 26.8% in NFHS 4 (2015-2016). Early motherhood has also seen a significant decline, with first births by age 18 decreasing from 34.3% in NFHS I to 8.2% in NFHS V. Despite these improvements, significant regional disparities persist due to social, normative, and legal factors. This study investigates the spatial heterogeneity of early marriage and motherhood across Indian districts, offering a multilevel analysis that reveals critical local variations often obscured at broader levels. Understanding these patterns is crucial for targeted policy interventions and addressing the root causes of early marriage and motherhood.

methodsUtilizing data from the fifth round of National Family Health Survey, this study employs multilevel logistic regression and geospatial analysis to assess the determinants and spatial distribution of early marriage and early motherhood among ever-married women in India. The analysis incorporates individual, household, and community-level variables, complemented by spatial analysis techniques, including Empirical Bayes Bivariate Moran's I values and LISA cluster maps, to identify regional patterns and hotspots.

resultsThis study revealed that educational attainment emerged as a critical determinant, with uneducated women significantly more likely to marry early. Socioeconomic factors, such as poverty and limited mass media exposure, also heightened the risk of early marriage and motherhood. Caste and religion were significantly associated with these events, with marginalized groups facing higher prevalence. Spatial analysis revealed significant geographic disparities, with central and eastern regions showing higher concentrations of early marriage and motherhood. District-level characteristics and the influence of neighboring districts were also significant, highlighting the importance of localized interventions.

conclusionsThe findings underscore the critical role of education, economic empowerment, and media literacy in mitigating early marriage and motherhood risks. The study calls for multi-sectoral interventions in geographical hotspots to break the cycle of early family formation and promote reproductive health. Policies enhancing educational opportunities, addressing economic disadvantages, and considering district-specific factors are essential. Comprehensive strategies are necessary to empower women, foster reproductive health, and address the multifaceted nature of early marriage and motherhood in India.

Indexed as

MarriageSpatial AnalysisAdolescentAdultFemaleHealth SurveysHumansIndiaMothersMultilevel AnalysisSocioeconomic FactorsYoung AdultDistricts of IndiaEarly marriageEarly motherhoodGeospatial analysisMultilevel analysisNFHS-V

Identifiers

PMID39415110
PMCPMC11481474

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LicenceCC BY-NC-ND
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Registered trials

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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.