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...
| Published in: | BMC Public Health |
|---|---|
| Main Authors: | , , , , , , , , , |
| Format: | Article |
| Language: | English |
| Published: |
BMC
2025-03-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1186/s12889-025-22335-w |
| _version_ | 1849742697856761856 |
|---|---|
| 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. |
| format | Article |
| id | doaj-art-e7ecdaf1692a4cb3a7dabb17c2eb4c9b |
| institution | Directory of Open Access Journals |
| issn | 1471-2458 |
| language | English |
| publishDate | 2025-03-01 |
| publisher | BMC |
| record_format | Article |
| 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 |
| work_keys_str_mv | AT francoisniragire spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT jeanineahishakiye spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT innocentngaruye spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT charlesruranga spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT josephnzabanita spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT jeanboscondikubwimana spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT dieudonnendaruhuyemuhoza spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT josephnkurunziza spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT theogenerizinde spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda AT pierreclaverrutayisire spatiotemporalvariationofchildstuntingandassociatedriskfactorsinrwanda |
