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Probabilistic population projections for countries with generalized HIV/AIDS epidemics
Authors:David J Sharrow  Jessica Godwin  Yanjun He  Samuel J Clark  Adrian E Raftery
Institution:1. University of Washington;2. University of the Witwatersrand
Abstract:In 2015, the United Nations (UN) issued probabilistic population projections for all countries up to 2100, by simulating future levels of total fertility and life expectancy and combining the results using a standard cohort component projection method. For the 40 countries with generalized HIV/AIDS epidemics, the mortality projections used the Spectrum/Estimation and Projection Package (EPP) model, a complex, multistate model designed for short-term projections of policy-relevant quantities for the epidemic. We propose a simpler approach that is more compatible with existing UN projection methods for other countries. Changes in life expectancy are projected probabilistically using a simple time series regression and then converted to age- and sex-specific mortality rates using model life tables designed for countries with HIV/AIDS epidemics. These are then input to the cohort component method, as for other countries. The method performed well in an out-of-sample cross-validation experiment. It gives similar short-run projections to Spectrum/EPP, while being simpler and avoiding multistate modelling.
Keywords:Bayesian hierarchical model  cohort component projection method  Estimation and Projection Package  Spectrum  UNAIDS  World Population Prospects
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