Evidence map›Paper›PMID 40739148›Full record

ArticleScientific reports2025

Assessing the socioeconomic and environmental determinants of flood vulnerability in India: a panel data approach.

Kannan Thomas Felix, M Balasubramanian, Padma Lakshmi Govindarajan, B Kesav

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Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Kannan Thomas FelixAgriculture Development and Rural Transformation Centre, Institute for Social and Economic Change, Bengaluru, Karnataka, 560 072, India.ORCID https://orcid.org/0000-0002-9285-9765
M BalasubramanianCentre for Ecological Economics and Natural Resources, Institute for Social and Economic Change, Bengaluru, Karnataka, 560 072, India.ORCID https://orcid.org/0000-0001-5500-5616
Padma Lakshmi GovindarajanDepartment of Agricultural Extension and Economics, VIT School of Agricultural Innovations and Advanced Learning (VAIAL), Vellore Institute of Technology, Vellore, Tamil Nadu, 63201, India. padmalakshmi.g@vit.ac.in.ORCID https://orcid.org/0000-0003-1701-1681
B KesavVIT School of Agricultural Innovations and Advanced Learning (VAIAL), Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the socioeconomic and environmental determinants of flood vulnerability in Indian states using a panel data approach. Drawing on state-level flood damage data from 1953 to 2020, sourced from the Ministry of Jal Shakti and affiliated agencies, this study employs a robust econometric framework to identify the key drivers of flood-related damage. The dataset included 16 variables, and rigorous preprocessing steps, such as data cleaning, interpolation, stationarity testing, and multicollinearity checks, to ensure model reliability. Endogeneity was tested using IV regression, and the absence of such issues allowed for the application of Fixed Effects (FE) and Random Effects (RE) models. The Hausman test favored the RE model, which was further validated through diagnostic and robustness tests. The findings reveal that capital expenditure, government spending on natural calamities, and mangrove coverage significantly reduce flood damage, highlighting the importance of both fiscal and ecological interventions. Conversely, population affected, damage to houses, and damage to public utilities were positively associated with flood damage, indicating the need for targeted infrastructure and community resilience strategies. This study offers actionable insights for policymakers, emphasizing the integration of environmental conservation with strategic public investment to enhance flood resilience in India.

Indexed as

Disaster mitigationFlood vulnerabilityPanel data modellingReturns to scale

Identifiers

PMID40739148
PMCPMC12311002

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LicenceCC BY
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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.