Literature DB >> 27217571

Probabilistic population projections with migration uncertainty.

Jonathan J Azose1, Hana Ševčíková1, Adrian E Raftery2.   

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

Mesh:

Year:  2016        PMID: 27217571      PMCID: PMC4988608          DOI: 10.1073/pnas.1606119113

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  10 in total

1.  Environmental refugees: a growing phenomenon of the 21st century.

Authors:  Norman Myers
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2002-04-29       Impact factor: 6.237

2.  Social structure, household strategies, and the cumulative causation of migration.

Authors:  D S Massey
Journal:  Popul Index       Date:  1990

3.  On the use of matrices in certain population mathematics.

Authors:  P H LESLIE
Journal:  Biometrika       Date:  1945-11       Impact factor: 2.445

4.  International migration beyond gravity: a statistical model for use in population projections.

Authors:  Joel E Cohen; Marta Roig; Daniel C Reuman; Cai GoGwilt
Journal:  Proc Natl Acad Sci U S A       Date:  2008-09-29       Impact factor: 11.205

5.  Bayesian Population Forecasting: Extending the Lee-Carter Method.

Authors:  Arkadiusz Wiśniowski; Peter W F Smith; Jakub Bijak; James Raymer; Jonathan J Forster
Journal:  Demography       Date:  2015-06

6.  Joint Probabilistic Projection of Female and Male Life Expectancy.

Authors:  Adrian E Raftery; Nevena Lalic; Patrick Gerland
Journal:  Demogr Res       Date:  2014

7.  Probabilistic projections of the total fertility rate for all countries.

Authors:  Leontine Alkema; Adrian E Raftery; Patrick Gerland; Samuel J Clark; François Pelletier; Thomas Buettner; Gerhard K Heilig
Journal:  Demography       Date:  2011-08

8.  Bayesian probabilistic projections of life expectancy for all countries.

Authors:  Adrian E Raftery; Jennifer L Chunn; Patrick Gerland; Hana Sevčíková
Journal:  Demography       Date:  2013-06

9.  Bayesian probabilistic population projections for all countries.

Authors:  Adrian E Raftery; Nan Li; Hana Ševčíková; Patrick Gerland; Gerhard K Heilig
Journal:  Proc Natl Acad Sci U S A       Date:  2012-08-20       Impact factor: 11.205

10.  Bayesian Probabilistic Projection of International Migration.

Authors:  Jonathan J Azose; Adrian E Raftery
Journal:  Demography       Date:  2015-10
  10 in total
  8 in total

1.  Emigration Rates From Sample Surveys: An Application to Senegal.

Authors:  Frans Willekens; Sabine Zinn; Matthias Leuchter
Journal:  Demography       Date:  2017-12

2.  Probabilistic population projections for countries with generalized HIV/AIDS epidemics.

Authors:  David J Sharrow; Jessica Godwin; Yanjun He; Samuel J Clark; Adrian E Raftery
Journal:  Popul Stud (Camb)       Date:  2017-12-19

3.  Estimating Large Correlation Matrices for International Migration.

Authors:  Jonathan J Azose; Adrian E Raftery
Journal:  Ann Appl Stat       Date:  2018-07-28       Impact factor: 2.083

4.  Population and fertility by age and sex for 195 countries and territories, 1950-2017: a systematic analysis for the Global Burden of Disease Study 2017.

Authors: 
Journal:  Lancet       Date:  2018-11-08       Impact factor: 79.321

5.  Estimation of emigration, return migration, and transit migration between all pairs of countries.

Authors:  Jonathan J Azose; Adrian E Raftery
Journal:  Proc Natl Acad Sci U S A       Date:  2018-12-24       Impact factor: 11.205

6.  Probabilistic forecasts of international bilateral migration flows.

Authors:  Nathan G Welch; Adrian E Raftery
Journal:  Proc Natl Acad Sci U S A       Date:  2022-08-22       Impact factor: 12.779

7.  Demography: Fast and Slow.

Authors:  Francesco C Billari
Journal:  Popul Dev Rev       Date:  2022-01-14

8.  Inferring transient dynamics of human populations from matrix non-normality.

Authors:  Alex Nicol-Harper; Claire Dooley; David Packman; Markus Mueller; Jakub Bijak; David Hodgson; Stuart Townley; Thomas Ezard
Journal:  Popul Ecol       Date:  2018-06-05       Impact factor: 2.100

  8 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.