Skip to main content
Erschienen in: Population and Environment 2/2013

01.12.2013 | Original Paper

Forecasting environmental migration to the United Kingdom: an exploration using Bayesian models

verfasst von: Guy Abel, Jakub Bijak, Allan Findlay, David McCollum, Arkadiusz Wiśniowski

Erschienen in: Population and Environment | Ausgabe 2/2013

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Over the next 50 years, the potential impact of environmental change on human livelihoods could be considerable, with one possible consequence being increased levels of human mobility. This paper explores how uncertainty about the level of immigration to the United Kingdom as a consequence of environmental factors elsewhere may be forecast using a methodology involving Bayesian models. The conceptual understanding of forecasting is advanced in three ways. First, the analysis is believed to be the first time that the Bayesian modelling approach has been attempted in relation to environmental mobility. Second, the paper considers the expediency of this approach by comparing the responses to a Delphi survey with conventional expectations about environmental mobility in the research literature. Finally, the values and assumptions of the expert evidence provided in the Delphi survey are interrogated to illustrate the limited set of conditions under which forecasts of environmental mobility, as set out in this paper, are likely to hold.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
Probabilistic population forecasters tend to prefer 80 % predictive intervals over, for example, 95 % ones, main arguments being that the former are more robust and less affected by the extremes and do not unnecessarily amplify the impression of uncertainty (Lutz et al. 2004: 37). Besides, as argued by Bijak (2010: 107), ‘such intervals can also provide additional warning to the forecast users, as the probability that the process will fall beyond their limits from time to time cannot be neglected’.
 
2
For example, if an international body such as the United Nations were to grant legal status and rights to ‘environmental refugees’ equivalent to that of the current Geneva Convention on political refugees, then current immigration policies in United Kingdom and elsewhere would be impacted (although individual states retain a large margin of autonomy in granting the refugee status).
 
Literatur
Zurück zum Zitat Abel, G. J., Bijak, J., & Raymer, J. (2010). A comparison of official population projections with Bayesian time series forecasts for England and Wales. Population Trends, 141, 95–114.CrossRef Abel, G. J., Bijak, J., & Raymer, J. (2010). A comparison of official population projections with Bayesian time series forecasts for England and Wales. Population Trends, 141, 95–114.CrossRef
Zurück zum Zitat Abel, G., Bijak, J., Wiśniowski, A., Findlay, A., & McCollum, D. (2011). Migration and global environmental change. MR8: Model specification and results of Bayesian forecast of total and environmental immigration to the United Kingdom, 2010–2060. Evidence Paper for the Government Office for Science. Global Environmental Migration Project. London: GOS. Abel, G., Bijak, J., Wiśniowski, A., Findlay, A., & McCollum, D. (2011). Migration and global environmental change. MR8: Model specification and results of Bayesian forecast of total and environmental immigration to the United Kingdom, 2010–2060. Evidence Paper for the Government Office for Science. Global Environmental Migration Project. London: GOS.
Zurück zum Zitat Alho, J. M., & Spencer, B. D. (2005). Statistical demography and forecasting. New York: Springer. Alho, J. M., & Spencer, B. D. (2005). Statistical demography and forecasting. New York: Springer.
Zurück zum Zitat Bayes, T. (1763). An essay towards solving a problem in the doctrine of chances. Philosophical Transactions of the Royal Society, 53, 370–418.CrossRef Bayes, T. (1763). An essay towards solving a problem in the doctrine of chances. Philosophical Transactions of the Royal Society, 53, 370–418.CrossRef
Zurück zum Zitat Bijak, J. (2010). Forecasting international migration in Europe: A Bayesian view. Springer series on demographic methods and population analysis, vol. 24. Dordrecht: Springer. Bijak, J. (2010). Forecasting international migration in Europe: A Bayesian view. Springer series on demographic methods and population analysis, vol. 24. Dordrecht: Springer.
Zurück zum Zitat Bijak, J., & Wiśniowski, A. (2010). Bayesian forecasting of immigration to selected European countries by using expert knowledge. Journal of the Royal Statistical Society, 173, 775–796.CrossRef Bijak, J., & Wiśniowski, A. (2010). Bayesian forecasting of immigration to selected European countries by using expert knowledge. Journal of the Royal Statistical Society, 173, 775–796.CrossRef
Zurück zum Zitat Black, R., Adger, N., Arnell, N., Dercon, S., Geddes, A., & Thomas, D. (2011a). The effect of environmental change on human migration. Global Environmental Change, 21S, S3–S11.CrossRef Black, R., Adger, N., Arnell, N., Dercon, S., Geddes, A., & Thomas, D. (2011a). The effect of environmental change on human migration. Global Environmental Change, 21S, S3–S11.CrossRef
Zurück zum Zitat Black, R., Kniveton, D., & Schmidt-Verkerk, K. (2011b). Migration and climate change: Towards an integrated assessment of sensitivity. Environment and Planning A, 43, 431–450.CrossRef Black, R., Kniveton, D., & Schmidt-Verkerk, K. (2011b). Migration and climate change: Towards an integrated assessment of sensitivity. Environment and Planning A, 43, 431–450.CrossRef
Zurück zum Zitat Castles, S. (2011). Concluding comments on the climate change-migration nexus. In E. Piguet, A. Pecoud, & P. De Guchteneire (Eds.), Migration and climate change (pp. 415–427). Cambridge: Cambridge University Press. Castles, S. (2011). Concluding comments on the climate change-migration nexus. In E. Piguet, A. Pecoud, & P. De Guchteneire (Eds.), Migration and climate change (pp. 415–427). Cambridge: Cambridge University Press.
Zurück zum Zitat Chatfield, C. (2003). The analysis of time series: An introduction (6th ed.). Boca Raton: Chapman and Hall/CRC. Chatfield, C. (2003). The analysis of time series: An introduction (6th ed.). Boca Raton: Chapman and Hall/CRC.
Zurück zum Zitat Collins, M., Chandler, R. E., Cox, P. M., Huthnance, J. M., Rougier, J., & Stephenson, D. B. (2012). Quantifying future climate change. Nature Climate Change, 2(6), 403–409.CrossRef Collins, M., Chandler, R. E., Cox, P. M., Huthnance, J. M., Rougier, J., & Stephenson, D. B. (2012). Quantifying future climate change. Nature Climate Change, 2(6), 403–409.CrossRef
Zurück zum Zitat Cox, R., Revie, C. W., & Sanchez, J. (2012). The use of expert opinion to assess the risk of emergence or re-emergence of infectious diseases in Canada associated with climate change. PLoS ONE, 7(7), e41590. doi:10.1371/journal.pone.0041590. (as of 18/02/2013).CrossRef Cox, R., Revie, C. W., & Sanchez, J. (2012). The use of expert opinion to assess the risk of emergence or re-emergence of infectious diseases in Canada associated with climate change. PLoS ONE, 7(7), e41590. doi:10.​1371/​journal.​pone.​0041590. (as of 18/02/2013).CrossRef
Zurück zum Zitat de Haas, H. (2011). Mediterranean migration futures. Global Environmental Change, 21S, S59–S69.CrossRef de Haas, H. (2011). Mediterranean migration futures. Global Environmental Change, 21S, S59–S69.CrossRef
Zurück zum Zitat Dey, D. K., & Liu, J. (2007). A quantitative study of quantile based direct prior elicitation from expert opinion. Bayesian Analysis, 2, 137–166.CrossRef Dey, D. K., & Liu, J. (2007). A quantitative study of quantile based direct prior elicitation from expert opinion. Bayesian Analysis, 2, 137–166.CrossRef
Zurück zum Zitat Fielding, A. (2011). The impacts of environmental change on UK internal migration. Global Environmental Change, 21S, S121–S130.CrossRef Fielding, A. (2011). The impacts of environmental change on UK internal migration. Global Environmental Change, 21S, S121–S130.CrossRef
Zurück zum Zitat Findlay, A. (2011). Migration destinations in an era of global environmental change. Global Environmental Change, 21S, S50–S58.CrossRef Findlay, A. (2011). Migration destinations in an era of global environmental change. Global Environmental Change, 21S, S50–S58.CrossRef
Zurück zum Zitat Findlay, A., McCollum, D., Abel, G., Wiśniowski, A., & Bijak, J. (2012). A Delphi survey of immigration to the UK to 2060. Centre for Population Change, Working Paper 28, University of Southampton. Findlay, A., McCollum, D., Abel, G., Wiśniowski, A., & Bijak, J. (2012). A Delphi survey of immigration to the UK to 2060. Centre for Population Change, Working Paper 28, University of Southampton.
Zurück zum Zitat Gemenne, F. (2011). Why the numbers do not add up. Global Environmental Change, 21S, S41–S49.CrossRef Gemenne, F. (2011). Why the numbers do not add up. Global Environmental Change, 21S, S41–S49.CrossRef
Zurück zum Zitat Government Office for Science. (2011). Migration and global environmental change. Foresight Final Project Report. London: Government Office for Science. Government Office for Science. (2011). Migration and global environmental change. Foresight Final Project Report. London: Government Office for Science.
Zurück zum Zitat Hill, K., & Fowles, J. (1975). The methodological worth of the Delphi forecasting technique. Technological Forecasting and Social Change, 7, 193–194.CrossRef Hill, K., & Fowles, J. (1975). The methodological worth of the Delphi forecasting technique. Technological Forecasting and Social Change, 7, 193–194.CrossRef
Zurück zum Zitat House of Commons. (2008). Sustainable development in a changing climate. Fifth Report of Session 2008–09. London: House of Commons, International Development Committee. House of Commons. (2008). Sustainable development in a changing climate. Fifth Report of Session 2008–09. London: House of Commons, International Development Committee.
Zurück zum Zitat Hurd, M. D., & McGarry, K. (2002). The predictive validity of subjective probabilities of survival. The Economic Journal, 112(482), 966–985.CrossRef Hurd, M. D., & McGarry, K. (2002). The predictive validity of subjective probabilities of survival. The Economic Journal, 112(482), 966–985.CrossRef
Zurück zum Zitat Kadane, J. B., & Wolfson, L. J. (1998). Experiences in elicitation. Statistician, 47, 3–19. Kadane, J. B., & Wolfson, L. J. (1998). Experiences in elicitation. Statistician, 47, 3–19.
Zurück zum Zitat Kniveton, D., Smith, C., & Wood, S. (2011). Agent based model simulations of future changes in migration flows for Burkino Faso. Global Environmental Change, 21, S34–S40.CrossRef Kniveton, D., Smith, C., & Wood, S. (2011). Agent based model simulations of future changes in migration flows for Burkino Faso. Global Environmental Change, 21, S34–S40.CrossRef
Zurück zum Zitat Laczko, F., & Aghazarm, C. (Eds.). (2009). Migration, environment and climate change: Assessing the evidence. Geneva: International Organization for Migration. Laczko, F., & Aghazarm, C. (Eds.). (2009). Migration, environment and climate change: Assessing the evidence. Geneva: International Organization for Migration.
Zurück zum Zitat Linstone, H., & Turoff, M. (1975). The Delphi method: Techniques and applications. Reading, MA: Addison-Wesley. Linstone, H., & Turoff, M. (1975). The Delphi method: Techniques and applications. Reading, MA: Addison-Wesley.
Zurück zum Zitat Lutz, W., Sanderson, W. C., & Scherbov, S. (Eds.). (2004). The end of world population growth in the 21st century: New challenges for human capital formation and sustainable development. London: Earthscan. Lutz, W., Sanderson, W. C., & Scherbov, S. (Eds.). (2004). The end of world population growth in the 21st century: New challenges for human capital formation and sustainable development. London: Earthscan.
Zurück zum Zitat Meng, X. L., & Wong, W. H. (1996). Simulating ratios of normalizing constants via a simple identity. Statistica Sinica, 6, 831–860. Meng, X. L., & Wong, W. H. (1996). Simulating ratios of normalizing constants via a simple identity. Statistica Sinica, 6, 831–860.
Zurück zum Zitat Myers, N. (1993). Environmental refugees in a globally warmed world. BioScience, 43, 752–761.CrossRef Myers, N. (1993). Environmental refugees in a globally warmed world. BioScience, 43, 752–761.CrossRef
Zurück zum Zitat O’Hagan, A. (2011). Probabilistic uncertainty specification: Overview, elaboration techniques and their application to a mechanistic model of carbon flux. Environmental modelling and software, 1–14. O’Hagan, A. (2011). Probabilistic uncertainty specification: Overview, elaboration techniques and their application to a mechanistic model of carbon flux. Environmental modelling and software, 1–14.
Zurück zum Zitat O’Hagan, A., Buck, C. E., Daneshkhah, A., Eiser, J. R., Garthwaite, P. H., Jenkinson, D. J., et al. (2006). Uncertain judgements: Eliciting experts probabilities. New York: Wiley.CrossRef O’Hagan, A., Buck, C. E., Daneshkhah, A., Eiser, J. R., Garthwaite, P. H., Jenkinson, D. J., et al. (2006). Uncertain judgements: Eliciting experts probabilities. New York: Wiley.CrossRef
Zurück zum Zitat Olson, M. J., & Budescu, D. V. (1997). Patterns of preference for numerical and verbal probabilities. Journal of Behavioural Decision Making, 10(2), 117–131.CrossRef Olson, M. J., & Budescu, D. V. (1997). Patterns of preference for numerical and verbal probabilities. Journal of Behavioural Decision Making, 10(2), 117–131.CrossRef
Zurück zum Zitat Orrell, D. (2007). The future of everything: The science of prediction. New York: Thunder’s Mouth Press. Orrell, D. (2007). The future of everything: The science of prediction. New York: Thunder’s Mouth Press.
Zurück zum Zitat Pecoud, A., & Geiger, M. (2011). The new politics of migration management. New York: Springer. Pecoud, A., & Geiger, M. (2011). The new politics of migration management. New York: Springer.
Zurück zum Zitat Piguet, E., Pecoud, A., & De Guchteneire, P. (Eds.). (2011). Migration and climate change. Cambridge: Cambridge University Press. Piguet, E., Pecoud, A., & De Guchteneire, P. (Eds.). (2011). Migration and climate change. Cambridge: Cambridge University Press.
Zurück zum Zitat Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163.CrossRef Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163.CrossRef
Zurück zum Zitat Schmidt, R. C. (1997). Managing Delphi surveys using nonparametric statistical techniques. Decision Sciences, 28, 763–774.CrossRef Schmidt, R. C. (1997). Managing Delphi surveys using nonparametric statistical techniques. Decision Sciences, 28, 763–774.CrossRef
Zurück zum Zitat Seto, K. C. (2011). Exploring the dynamics of migration to mega-delta cities in Asia and Africa. Global Environmental Change, 21, S94–S107.CrossRef Seto, K. C. (2011). Exploring the dynamics of migration to mega-delta cities in Asia and Africa. Global Environmental Change, 21, S94–S107.CrossRef
Zurück zum Zitat Stern, N. (2007). The economics of climate change: The Stern review. Cambridge: Cambridge University Press. Stern, N. (2007). The economics of climate change: The Stern review. Cambridge: Cambridge University Press.
Zurück zum Zitat Szreder, M., & Osiewalski, J. (1992). Subjective probability distributions in Bayesian estimation of all-excess-demand models. Discussion Paper in Economics 92-7. Leicester: University of Leicester. Szreder, M., & Osiewalski, J. (1992). Subjective probability distributions in Bayesian estimation of all-excess-demand models. Discussion Paper in Economics 92-7. Leicester: University of Leicester.
Zurück zum Zitat Warner, K. (2009). Global environmental change and migration: Governance challenges. Global Environmental Change, 20, 402–413.CrossRef Warner, K. (2009). Global environmental change and migration: Governance challenges. Global Environmental Change, 20, 402–413.CrossRef
Zurück zum Zitat Westfall, P. H., & Hilbe, J. M. (2007). The Black Swan: Praise and criticism. The American Statistician, 61(3), 193–194.CrossRef Westfall, P. H., & Hilbe, J. M. (2007). The Black Swan: Praise and criticism. The American Statistician, 61(3), 193–194.CrossRef
Metadaten
Titel
Forecasting environmental migration to the United Kingdom: an exploration using Bayesian models
verfasst von
Guy Abel
Jakub Bijak
Allan Findlay
David McCollum
Arkadiusz Wiśniowski
Publikationsdatum
01.12.2013
Verlag
Springer Netherlands
Erschienen in
Population and Environment / Ausgabe 2/2013
Print ISSN: 0199-0039
Elektronische ISSN: 1573-7810
DOI
https://doi.org/10.1007/s11111-013-0186-8

Weitere Artikel der Ausgabe 2/2013

Population and Environment 2/2013 Zur Ausgabe