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Alternative approaches for creating a wealth index: the case of Mozambique
INTRODUCTION: The wealth index is widely used as a proxy for a household’s socioeconomic position (SEP) and living standard. This work constructs a wealth index for the Mopeia district in Mozambique using data collected in year 2021 under the BOHEMIA (Broad One Health Endectocide-based Malaria Inter...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10465889/ https://www.ncbi.nlm.nih.gov/pubmed/37643807 http://dx.doi.org/10.1136/bmjgh-2023-012639 |
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author | Xie, Kexin Marathe, Achla Deng, Xinwei Ruiz-Castillo, Paula Imputiua, Saimado Elobolobo, Eldo Mutepa, Victor Sale, Mussa Nicolas, Patricia Montana, Julia Jamisse, Edgar Munguambe, Humberto Materrula, Felisbela Casellas, Aina Rabinovich, Regina Saute, Francisco Chaccour, Carlos J Sacoor, Charfudin Rist, Cassidy |
author_facet | Xie, Kexin Marathe, Achla Deng, Xinwei Ruiz-Castillo, Paula Imputiua, Saimado Elobolobo, Eldo Mutepa, Victor Sale, Mussa Nicolas, Patricia Montana, Julia Jamisse, Edgar Munguambe, Humberto Materrula, Felisbela Casellas, Aina Rabinovich, Regina Saute, Francisco Chaccour, Carlos J Sacoor, Charfudin Rist, Cassidy |
author_sort | Xie, Kexin |
collection | PubMed |
description | INTRODUCTION: The wealth index is widely used as a proxy for a household’s socioeconomic position (SEP) and living standard. This work constructs a wealth index for the Mopeia district in Mozambique using data collected in year 2021 under the BOHEMIA (Broad One Health Endectocide-based Malaria Intervention in Africa) project. METHODS: We evaluate the performance of three alternative approaches against the Demographic and Health Survey (DHS) method based wealth index: feature selection principal components analysis (PCA), sparse PCA and robust PCA. The internal coherence between four wealth indices is investigated through statistical testing. Validation and an evaluation of the stability of the wealth index are performed with additional household income data from the BOHEMIA Health Economics Survey and the 2018 Malaria Indicator Survey data in Mozambique. RESULTS: The Spearman’s rank correlation between wealth index ventiles from four methods is over 0.98, indicating a high consistency in results across methods. Wealth rankings and households’ income show a strong concordance with the area under the curve value of ~0.7 in the receiver operating characteristic analysis. The agreement between the alternative wealth indices and the DHS wealth index demonstrates the stability in rankings from the alternative methods. CONCLUSIONS: This study creates a wealth index for Mopeia, Mozambique, and shows that DHS method based wealth index is an appropriate proxy for the SEP in low-income regions. However, this research recommends feature selection PCA over the DHS method since it uses fewer asset indicators and constructs a high-quality wealth index. |
format | Online Article Text |
id | pubmed-10465889 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-104658892023-08-31 Alternative approaches for creating a wealth index: the case of Mozambique Xie, Kexin Marathe, Achla Deng, Xinwei Ruiz-Castillo, Paula Imputiua, Saimado Elobolobo, Eldo Mutepa, Victor Sale, Mussa Nicolas, Patricia Montana, Julia Jamisse, Edgar Munguambe, Humberto Materrula, Felisbela Casellas, Aina Rabinovich, Regina Saute, Francisco Chaccour, Carlos J Sacoor, Charfudin Rist, Cassidy BMJ Glob Health Original Research INTRODUCTION: The wealth index is widely used as a proxy for a household’s socioeconomic position (SEP) and living standard. This work constructs a wealth index for the Mopeia district in Mozambique using data collected in year 2021 under the BOHEMIA (Broad One Health Endectocide-based Malaria Intervention in Africa) project. METHODS: We evaluate the performance of three alternative approaches against the Demographic and Health Survey (DHS) method based wealth index: feature selection principal components analysis (PCA), sparse PCA and robust PCA. The internal coherence between four wealth indices is investigated through statistical testing. Validation and an evaluation of the stability of the wealth index are performed with additional household income data from the BOHEMIA Health Economics Survey and the 2018 Malaria Indicator Survey data in Mozambique. RESULTS: The Spearman’s rank correlation between wealth index ventiles from four methods is over 0.98, indicating a high consistency in results across methods. Wealth rankings and households’ income show a strong concordance with the area under the curve value of ~0.7 in the receiver operating characteristic analysis. The agreement between the alternative wealth indices and the DHS wealth index demonstrates the stability in rankings from the alternative methods. CONCLUSIONS: This study creates a wealth index for Mopeia, Mozambique, and shows that DHS method based wealth index is an appropriate proxy for the SEP in low-income regions. However, this research recommends feature selection PCA over the DHS method since it uses fewer asset indicators and constructs a high-quality wealth index. BMJ Publishing Group 2023-08-29 /pmc/articles/PMC10465889/ /pubmed/37643807 http://dx.doi.org/10.1136/bmjgh-2023-012639 Text en © Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Original Research Xie, Kexin Marathe, Achla Deng, Xinwei Ruiz-Castillo, Paula Imputiua, Saimado Elobolobo, Eldo Mutepa, Victor Sale, Mussa Nicolas, Patricia Montana, Julia Jamisse, Edgar Munguambe, Humberto Materrula, Felisbela Casellas, Aina Rabinovich, Regina Saute, Francisco Chaccour, Carlos J Sacoor, Charfudin Rist, Cassidy Alternative approaches for creating a wealth index: the case of Mozambique |
title | Alternative approaches for creating a wealth index: the case of Mozambique |
title_full | Alternative approaches for creating a wealth index: the case of Mozambique |
title_fullStr | Alternative approaches for creating a wealth index: the case of Mozambique |
title_full_unstemmed | Alternative approaches for creating a wealth index: the case of Mozambique |
title_short | Alternative approaches for creating a wealth index: the case of Mozambique |
title_sort | alternative approaches for creating a wealth index: the case of mozambique |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10465889/ https://www.ncbi.nlm.nih.gov/pubmed/37643807 http://dx.doi.org/10.1136/bmjgh-2023-012639 |
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