Department of Statistics, Virginia Tech, Blacksburg, Virginia, USA.
Network Systems Science and Advanced Computing Division, Biocomplexity Institute, University of Virginia, Charlottesville, Virginia, USA
BMJ Glob Health. 2023 Aug;8(8). doi: 10.1136/bmjgh-2023-012639.
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.
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.
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.
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.
财富指数被广泛用作家庭社会经济地位(SEP)和生活水平的代理指标。本研究使用 BOHEMIA(非洲基于广普一健康型内吸除虫剂的疟疾干预)项目在 2021 年收集的数据,为莫埃皮地区构建了一个财富指数。
我们评估了三种替代方法(特征选择主成分分析、稀疏主成分分析和稳健主成分分析)相对于基于人口与健康调查(DHS)的财富指数方法的表现。通过统计检验研究了四个财富指数之间的内部一致性。使用 BOHEMIA 健康经济学调查和 2018 年莫桑比克疟疾指标调查的数据中的额外家庭收入数据对财富指数进行了验证和稳定性评估。
四种方法的财富指数分位数之间的 Spearman 等级相关系数大于 0.98,表明方法之间的结果高度一致。财富排名和家庭收入与接收者操作特征分析中的曲线下面积值约为 0.7 之间存在很强的一致性。替代财富指数与 DHS 财富指数之间的一致性表明了替代方法的排名稳定性。
本研究为莫埃皮地区创建了一个财富指数,并表明基于 DHS 方法的财富指数是低收入地区 SEP 的一个合适的代理指标。然而,由于特征选择 PCA 使用的资产指标较少且构建了高质量的财富指数,因此建议选择特征选择 PCA 而不是 DHS 方法。