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来源类型Working Paper
规范类型报告
DOI10.3386/w23952
来源IDWorking Paper 23952
Using Spatial Factor Analysis to Measure Human Development
Qihua Qiu; Jaesang Sung; Will Davis; Rusty Tchernis
发表日期2017-10-23
出版年2017
语种英语
摘要We propose a Bayesian factor analysis model as an alternative to the Human Development Index (HDI). Our model provides methodology which can either augment or build additional indices. In addition to addressing potential issues of the HDI, we estimate human development with three auxiliary variables capturing environmental health and sustainability, income inequality, and satellite observed nightlight. We also use our method to build a Millennium Development Goals (MDG) index as an example of constructing a more complex index. We find the “living standard” dimension provides a greater contribution to human development than the official HDI suggests, while the “longevity” dimension provides a lower proportional contribution. Our results also show considerable levels of disagreement relative to the ranks of official HDI. We report the sensitivity of our method to different specifications of spatial correlation, cardinal-to-ordinal data transforms, and data imputation procedures, along with the results of a simulated data exercise.
主题Development and Growth ; Development ; Country Studies
URLhttps://www.nber.org/papers/w23952
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/581625
推荐引用方式
GB/T 7714
Qihua Qiu,Jaesang Sung,Will Davis,et al. Using Spatial Factor Analysis to Measure Human Development. 2017.
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