Evidence map›Paper›PMID 42266520›Full record

ArticleIndian journal of community medicine : official publication of Indian Association of Preventive & Social Medicine2026

Spatial Distribution and Determinants of Fertility in India.

Pradeep Deshmukh, Nishaant Ramasamy, Priyanka Yadav, Yogesh Bahurupi

Abstract read
In one paragraph

Article in Indian journal of community medicine : official publication of Indian Association of Preventive & Social Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

4 authors.

Pradeep DeshmukhDepartment of Community Medicine, All India Institute of Medical Sciences (AIIMS), Nagpur, Maharashtra, India.
Nishaant RamasamyDepartment of Community Medicine, All India Institute of Medical Sciences (AIIMS), Nagpur, Maharashtra, India.
Priyanka YadavDepartment of Community Medicine, All India Institute of Medical Sciences (AIIMS), Nagpur, Maharashtra, India.
Yogesh BahurupiDepartment of Community Medicine, All India Institute of Medical Sciences (AIIMS), Nagpur, Maharashtra, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: India has witnessed a fall in fertility rates, but there are regional variations. Spatial planning requires an understanding of the spatial pattern of fertility rates and the factors affecting them. This research was undertaken with the objective of understanding the spatial pattern of total fertility rates and socioeconomic factors in India. Materials and Methods: This ecological study used state-level data from the National Family Health Survey-5 (2019-2021). TFR was the outcome variable. Explanatory variables included early marriage, female literacy, women's workforce participation, urbanization, poverty, and the multidimensional poverty index (MPI). Exploratory spatial data analysis assessed global spatial autocorrelation using Moran's I and identified clusters using Local Indicators of Spatial Association (LISA). Spatial regression models-ordinary least squares (OLS), spatial lag (SLM), and spatial error (SEM)-examined associations while accounting for spatial dependence. Results: TFR ranged from 1.1 to 3.0 across states (mean 1.81). Global spatial autocorrelation was weak (Moran's I = 0.020). LISA analysis identified high-fertility clusters in Bihar, Jharkhand, and Assam and low-fertility clusters in Tamil Nadu and Kerala. MPI was the only significant predictor of TFR. In OLS, a one-unit increase in MPI was associated with a 9.443 increase in TFR ( Conclusion: India has shown declining fertility rates with localized and regional variations. The need for addressing poverty reduction and reproductive health together has been emphasized by the fact that multidimensional poverty still remains the largest predictor of increasing fertility.

Indexed as

Autocorrelationmultidimensional poverty indexNFHS-5spatial distributiontotal fertility rate

Identifiers

PMID42266520
PMCPMC13245695

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