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Impact of extreme precipitation events on facility-based births in 21 sub-Saharan African countries
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  • Published: 04 May 2026

Impact of extreme precipitation events on facility-based births in 21 sub-Saharan African countries

  • Oumar Aly Ba  ORCID: orcid.org/0009-0007-5894-00291,2,3,
  • Fleur Hierink  ORCID: orcid.org/0000-0002-2727-05401,2,
  • Cameron Taylor  ORCID: orcid.org/0000-0002-5474-08354,5,
  • Peter M. Macharia  ORCID: orcid.org/0000-0003-3410-18813,6,
  • Lenka Beňová3,
  • Jérémy Laurent-Lucchetti2,7 &
  • …
  • Nicolas Ray  ORCID: orcid.org/0000-0002-4696-53131,2 

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Subjects

  • Developing world
  • Environmental health
  • Environmental impact
  • Health care economics
  • Health policy

Abstract

Climate change impacts on health outcomes are increasingly recognized, yet the effects of Extreme Precipitation Events (EPEs) on geographical access to and timely use of health facilities for childbirth remain underexplored. We assess how EPEs influence facility-based births in 21 sub-Saharan African countries by combining Demographic and Health Survey data (2015–2021) with gridded daily precipitation data at 5 × 5 km resolution. Using a linear probability model with a three-day exposure window preceding each date of birth, we analyze 256,101 live births from 12,948 locations and define EPEs as daily rainfall exceeding the 85th percentile of the local historical distribution. We find that each additional day of EPE exposure within the three-day window reduces facility-based births by −10.8 per 1000 live births (95% CI −18.3 to −3.2), representing a 1.9% decrease from baseline. This reduction remains consistent across varying EPE definitions (50th–95th percentile) and becomes less pronounced with longer exposure windows, indicating that events closer to the birth date have greater impact. Sustained moderate to heavy rainfall over multiple days also lowers facility use, indicating that barriers can arise both suddenly and cumulatively. We estimate approximately 29,084 additional non-facility births (95% CI 8660 to 49,508) are attributable to EPEs in 2015. Our findings provide evidence that EPE exposure increases non-facility births that may lack the safety net of skilled attendance and emergency obstetric care.

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Author information

Authors and Affiliations

  1. GeoHealth group, Institute of Global Health, Faculty of Medicine, University of Geneva, Geneva, Switzerland

    Oumar Aly Ba, Fleur Hierink & Nicolas Ray

  2. Institute for Environmental Sciences, University of Geneva, Geneva, Switzerland

    Oumar Aly Ba, Fleur Hierink, Jérémy Laurent-Lucchetti & Nicolas Ray

  3. Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium

    Oumar Aly Ba, Peter M. Macharia & Lenka Beňová

  4. The DHS Program, ICF, Rockville, MD, USA

    Cameron Taylor

  5. Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium

    Cameron Taylor

  6. Population & Health Impact Surveillance Group, Kenya Medical Research Institute-Wellcome Trust Research Programme, Nairobi, Kenya

    Peter M. Macharia

  7. Institute of Economics and Econometrics, GSEM, University of Geneva, Geneva, Switzerland

    Jérémy Laurent-Lucchetti

Authors
  1. Oumar Aly Ba
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  2. Fleur Hierink
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  3. Cameron Taylor
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  4. Peter M. Macharia
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  5. Lenka Beňová
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  6. Jérémy Laurent-Lucchetti
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  7. Nicolas Ray
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Corresponding author

Correspondence to Oumar Aly Ba.

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The authors declare no competing interests.

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Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Cite this article

Ba, O.A., Hierink, F., Taylor, C. et al. Impact of extreme precipitation events on facility-based births in 21 sub-Saharan African countries. Nat Commun (2026). https://doi.org/10.1038/s41467-026-72547-w

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  • Received: 02 September 2025

  • Accepted: 16 April 2026

  • Published: 04 May 2026

  • DOI: https://doi.org/10.1038/s41467-026-72547-w

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