Drinking water accessibility typologies in low- and middle-income countries

被引:1
作者
Chung, Hichul [1 ]
Kumpel, Emily [2 ]
Oke, Jimi [2 ]
机构
[1] Univ Massachusetts, Dept Mech & Ind Engn, Amherst, MA USA
[2] Univ Massachusetts, Dept Civil & Environm Engn, Amherst, MA 01003 USA
关键词
drinking water; water accessibility; typologies; factor analysis; clustering; decision tree; SANITATION; PROGRESS; ACCESS; HEALTH;
D O I
10.1088/1748-9326/acb662
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We present a data-driven typology framework for understanding patterns in drinking water accessibility across low- and middle-income countries. Further, we obtain novel typology-specific insights regarding the relationships between possible explanatory variables and typology outcomes. First, we conducted exploratory factor analysis to obtain a smaller set of interpretable factors from the initial set of 17 drinking water accessibility indicators from 73 countries. The resulting seven factors summarize the key drivers for water accessibility, and also serve as a vehicle for framing discussions on country outcomes. We clustered the countries based on their seven-dimensional water accessibility factor scores, referring to the resulting three clusters as 'typologies,' namely, Decentralized, Centralized and Hybrid. The typologies serve as a vehicle for analyzing water accessibility among countries with similar patterns, in contrast with geographically-based approaches. Finally, we fitted a decision tree classifier to analyze relationships between a country's typology membership and socioeconomic, geographic and transportation explanatory variables. We found that private car ownership, population density and per-capita gross domestic product are most relevant in predicting a country's drinking water accessibility typology.
引用
收藏
页数:15
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