Probabilistic population projections with migration uncertainty

Proc Natl Acad Sci U S A. 2016 Jun 7;113(23):6460-5. doi: 10.1073/pnas.1606119113. Epub 2016 May 23.

Abstract

We produce probabilistic projections of population for all countries based on probabilistic projections of fertility, mortality, and migration. We compare our projections to those from the United Nations' Probabilistic Population Projections, which uses similar methods for fertility and mortality but deterministic migration projections. We find that uncertainty in migration projection is a substantial contributor to uncertainty in population projections for many countries. Prediction intervals for the populations of Northern America and Europe are over 70% wider, whereas prediction intervals for the populations of Africa, Asia, and the world as a whole are nearly unchanged. Out-of-sample validation shows that the model is reasonably well calibrated.

Keywords: Bayesian hierarchical model; United Nations; World Population Prospects; international migration; predictive distribution.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Forecasting*
  • Human Migration*
  • Humans
  • Models, Statistical*
  • Reproducibility of Results
  • Uncertainty