Evidence map›Paper›PMID 42164945›Full record

ArticleThe journal of climate change and health

Towards climate-responsive cities: developing a heat vulnerability index for Jodhpur City, India.

Rachit Sharma, Ritika Kapoor, Abhiyant Tiwari, Kim Knowlton, Vijay S Limaye

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Article in The journal of climate change and health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Rachit SharmaDepartment of Environmental and Occupational Health, Dornsife School of Public Health, Drexel University, Philadelphia, PA, 19104, USA.
Ritika KapoorNRDC India Private Limited, New Delhi, 110003, India.
Abhiyant TiwariNRDC India Private Limited, New Delhi, 110003, India.
Kim KnowltonNatural Resources Defense Council, New York, NY, 10011, USA.
Vijay S LimayeNatural Resources Defense Council, New York, NY, 10011, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Climate change intensifies heat risks in urban areas, and spatial vulnerability assessments are essential for informing targeted adaptation strategies. We developed a preliminary ward-level Heat Vulnerability Index (HVI) for Jodhpur City, India, integrating exposure, sensitivity, and adaptive capacity domains to characterize hyperlocal variation in heat vulnerability. Methods: A two-step Principal Component Analysis (PCA) was applied to integrate 11 standardized socio-demographic and environmental indicators into composite scores. First, domain-specific PCA reduced dimensionality by identifying principal components that captured maximum variance within each domain. Second, standardized weights for individual indicators were derived from their loadings and contributions to variance within the retained components. Weighted domain scores were combined to calculate the overall HVI. Results: Heat vulnerability varied across Jodhpur's 80 wards, with 25 highly vulnerable, 35 moderately vulnerable, and 20 with low vulnerability. Exposure was driven by an inverse relationship between land surface temperature (LST) and population density. Wards with higher population density tended to have lower LST values owing to shaded streets and traditional adaptations such as reflective roofs, while sparsely populated wards had higher LST. Sensitivity findings highlighted demographic and socio-economic heat susceptibility factors, including higher proportions of children aged 0-6 years, females, and marginalized caste groups. Adaptive capacity was primarily shaped by higher literacy rates, proximity to urban health centers, greater green cover, and presence of water resources. Conclusions: The preliminary HVI improves understanding of heat vulnerability at the ward-level. Our findings can inform decision-making to ensure equitable heat adaptation in Jodhpur City.

Indexed as

Climate adaptation main textClimate changeHeatHeat vulnerability indexVulnerability

Identifiers

PMID42164945
PMCPMC13184487

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.