Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Videos

Heat Wave Vulnerability Mapping for India.

Gulrez Azhar1,2, Shubhayu Saha3, Partha Ganguly4,5

  • 1The RAND Corporation, 1776 Main Street, Santa Monica, CA 90401, USA. gazhar@rand.org.

International Journal of Environmental Research and Public Health
|March 31, 2017
PubMed
Summary

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Indoor Thermal Environments, Cooling Access, and Energy Burden in New Orleans, LA: Challenges and Opportunities for Heat Adaptation.

Journal of urban health : bulletin of the New York Academy of Medicine·2026
Same author

Heat-Related Emergency Medical Services Activations in the United States, 2020-2024: Rates, Demographics, and Geographic Distribution.

American journal of public health·2026
Same author

From Shortage to Surplus: Specialist Physicians' Attraction and Retention in the Indian Rural Healthcare Context.

Indian journal of public health·2026
Same author

Collaborative innovations and strategic directions in public health education: Insights from a round table discussion.

Journal of family medicine and primary care·2026
Same author

Real time public display dashboards: Reframing road traffic accidents in India.

The Indian journal of medical research·2026
Same author

Compound climate extreme events and associated health impacts: a scoping review.

BMC medicine·2026
Same journal

Correction: Grewal et al. Diversity and Representation in Cardiovascular Research: Evidence Gaps, Emerging Models, and Policy Implications. <i>Int. J. Environ. Res. Public Health</i> 2026, <i>23</i>, 241.

International journal of environmental research and public health·2026
Same journal

Drinking Water Quality and Health Risk Assessment in Rural Ghana: Evidence from North-East and North Gonja Districts in the Savannah Region.

International journal of environmental research and public health·2026
Same journal

Physical Activity of University Students During COVID-19 Restrictions: Evidence from Poland.

International journal of environmental research and public health·2026
Same journal

Assessment of Occupational Health and Safety Hazards in Mosquito Control Personnel in North Carolina and Virginia, USA.

International journal of environmental research and public health·2026
Same journal

Association Between Dysfunctional Parenting Practices and Suspected Gaming Disorder Among Japanese Male Junior High School Students: A Cross-Sectional Study of Parental Assessment.

International journal of environmental research and public health·2026
Same journal

A National Virtual Peer Support Group for Women Veterans Living with Breast Cancer: Lessons from the Field.

International journal of environmental research and public health·2026
See all related articles
This summary is machine-generated.

India faces significant heatwave risks, with a new Heat Vulnerability Index (HVI) identifying 107 districts in very high or high-risk categories. This assessment highlights the need for targeted public health adaptation strategies to mitigate heat-related burdens.

Area of Science:

  • Environmental Science
  • Public Health
  • Geographic Information Systems

Background:

  • Heatwaves are an increasing public health concern in India, evidenced by recent deadly events.
  • A comprehensive, country-wide assessment of heat vulnerability has been lacking.
  • Geographic variability in heat vulnerability is crucial for developing targeted adaptation strategies.

Purpose of the Study:

  • To conduct the first country-wide assessment of heat vulnerability in India.
  • To develop a composite Heat Vulnerability Index (HVI) for all districts.
  • To identify high-risk districts for targeted public health interventions.

Main Methods:

  • Utilized demographic, socioeconomic, and environmental data from census, health reports, and satellite imagery.
Keywords:
Indiaheat vulnerability indexheatwavemappingvulnerabilityvulnerability assessment

Related Experiment Videos

  • Applied principal component analysis (PCA) on 17 normalized variables for 640 districts.
  • Created a composite Heat Vulnerability Index (HVI) to map district-level risks.
  • Main Results:

    • Identified 10 districts in the very high-risk category and 97 in the high-risk category (> 2SD and 2-1SD HVI).
    • Districts with higher heat vulnerability are concentrated in central India.
    • High-vulnerability districts exhibit lower urbanization, literacy, water/sanitation access, and household amenities.

    Conclusions:

    • The developed Heat Vulnerability Index (HVI) is a valuable tool for public health planning.
    • Mapping HVI provides a critical first step in addressing the health impacts of heatwaves.
    • Future research should integrate heat exposure and health outcome data for index validation and explore sub-district vulnerability.