Spatio-temporal variation of child stunting and associated risk factors in Rwanda

Abstract Background The under-five child stunting has remained a public health problem in the world. In Rwanda, child stunting rates have fluctuated significantly and remained higher than the targets despite a continuing decline of the national average rate. The key drivers of the persistently high...

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Published in:BMC Public Health
Main Authors: François Niragire, Jeanine Ahishakiye, Innocent Ngaruye, Charles Ruranga, Joseph Nzabanita, Jean Bosco Ndikubwimana, Dieudonné Ndaruhuye Muhoza, Joseph Nkurunziza, Théogène Rizinde, Pierre Claver Rutayisire
Format: Article
Language:English
Published: BMC 2025-03-01
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Online Access:https://doi.org/10.1186/s12889-025-22335-w
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author François Niragire
Jeanine Ahishakiye
Innocent Ngaruye
Charles Ruranga
Joseph Nzabanita
Jean Bosco Ndikubwimana
Dieudonné Ndaruhuye Muhoza
Joseph Nkurunziza
Théogène Rizinde
Pierre Claver Rutayisire
author_facet François Niragire
Jeanine Ahishakiye
Innocent Ngaruye
Charles Ruranga
Joseph Nzabanita
Jean Bosco Ndikubwimana
Dieudonné Ndaruhuye Muhoza
Joseph Nkurunziza
Théogène Rizinde
Pierre Claver Rutayisire
author_sort François Niragire
collection DOAJ
container_title BMC Public Health
description Abstract Background The under-five child stunting has remained a public health problem in the world. In Rwanda, child stunting rates have fluctuated significantly and remained higher than the targets despite a continuing decline of the national average rate. The key drivers of the persistently high child stunting rates and their geographical variation in Rwanda are currently not well known. This study examined the spatial and temporal variation of the under-five child stunting rates and associated factors in Rwanda between 2010 and 2020. Methods This study analysed data from the 2010 Rwanda Demographic and Health Survey (RDHS) (n = 4075), the 2014/15 RDHS (n = 3538), and the 2019/20 RDHS (n = 3809). A series of geo-additive binary logistic regression analyses were used to identify the key risk factors for child stunting and their variation in Rwanda between 2010 and 2020. Results The results show significant variation in the key risk factors over the studied period. The child's gender, birth order, age, and birth weight, mother's height and marital status, number of antenatal care visits, household economic status, and altitude were consistently significant factors of child stunting in Rwanda. The influence of place of residence, mother’s education, water source, and type of toilet facility varied. The district-level spatial effects significantly attenuated in the Eastern province while they intensified in the Western and Northern provinces. Conclusions The key risk factors for the under-five child stunting and their importance varied considerably over time in Rwanda. The findings suggest the need to improve the household-level welfare by strengthening targeted and district-tailored intervention programs from a multi-sectorial perspective, and sustain the programs outcomes beyond the intervention period.
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spelling doaj-art-e7ecdaf1692a4cb3a7dabb17c2eb4c9b2025-08-20T01:45:19ZengBMCBMC Public Health1471-24582025-03-0125111310.1186/s12889-025-22335-wSpatio-temporal variation of child stunting and associated risk factors in RwandaFrançois Niragire0Jeanine Ahishakiye1Innocent Ngaruye2Charles Ruranga3Joseph Nzabanita4Jean Bosco Ndikubwimana5Dieudonné Ndaruhuye Muhoza6Joseph Nkurunziza7Théogène Rizinde8Pierre Claver Rutayisire9Department of Applied Statistics, College of Business and Economics, University of RwandaDepartment of Human Nutrition and Dietetics, College of Medicine and Health Sciences, University of RwandaDepartment of Mathematics, College of Science and Technology, University of RwandaAfrican Centre of Excellence in Data Science, College of Business and Economics, University of RwandaDepartment of Mathematics, College of Science and Technology, University of RwandaDepartment of Applied Statistics, College of Business and Economics, University of RwandaDepartment of Applied Statistics, College of Business and Economics, University of RwandaDepartment of Applied Statistics, College of Business and Economics, University of RwandaDepartment of Applied Statistics, College of Business and Economics, University of RwandaDepartment of Sociology, University of North CarolinaAbstract Background The under-five child stunting has remained a public health problem in the world. In Rwanda, child stunting rates have fluctuated significantly and remained higher than the targets despite a continuing decline of the national average rate. The key drivers of the persistently high child stunting rates and their geographical variation in Rwanda are currently not well known. This study examined the spatial and temporal variation of the under-five child stunting rates and associated factors in Rwanda between 2010 and 2020. Methods This study analysed data from the 2010 Rwanda Demographic and Health Survey (RDHS) (n = 4075), the 2014/15 RDHS (n = 3538), and the 2019/20 RDHS (n = 3809). A series of geo-additive binary logistic regression analyses were used to identify the key risk factors for child stunting and their variation in Rwanda between 2010 and 2020. Results The results show significant variation in the key risk factors over the studied period. The child's gender, birth order, age, and birth weight, mother's height and marital status, number of antenatal care visits, household economic status, and altitude were consistently significant factors of child stunting in Rwanda. The influence of place of residence, mother’s education, water source, and type of toilet facility varied. The district-level spatial effects significantly attenuated in the Eastern province while they intensified in the Western and Northern provinces. Conclusions The key risk factors for the under-five child stunting and their importance varied considerably over time in Rwanda. The findings suggest the need to improve the household-level welfare by strengthening targeted and district-tailored intervention programs from a multi-sectorial perspective, and sustain the programs outcomes beyond the intervention period.https://doi.org/10.1186/s12889-025-22335-wSpatio-temporal variationChild stuntingSpatial effectsGeo-additive modelBayesian analysisRwanda
spellingShingle François Niragire
Jeanine Ahishakiye
Innocent Ngaruye
Charles Ruranga
Joseph Nzabanita
Jean Bosco Ndikubwimana
Dieudonné Ndaruhuye Muhoza
Joseph Nkurunziza
Théogène Rizinde
Pierre Claver Rutayisire
Spatio-temporal variation of child stunting and associated risk factors in Rwanda
Spatio-temporal variation
Child stunting
Spatial effects
Geo-additive model
Bayesian analysis
Rwanda
title Spatio-temporal variation of child stunting and associated risk factors in Rwanda
title_full Spatio-temporal variation of child stunting and associated risk factors in Rwanda
title_fullStr Spatio-temporal variation of child stunting and associated risk factors in Rwanda
title_full_unstemmed Spatio-temporal variation of child stunting and associated risk factors in Rwanda
title_short Spatio-temporal variation of child stunting and associated risk factors in Rwanda
title_sort spatio temporal variation of child stunting and associated risk factors in rwanda
topic Spatio-temporal variation
Child stunting
Spatial effects
Geo-additive model
Bayesian analysis
Rwanda
url https://doi.org/10.1186/s12889-025-22335-w
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