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Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment

Author

Listed:
  • Kerstin K. Zander

    (Northern Institute
    German Development Institute)

  • Stephen T. Garnett

    (Northern Institute)

  • Harald Sterly

    (University of Vienna)

  • Sonja Ayeb-Karlsson

    (University of Sussex
    United Nations University Institute for Environment and Human Security
    University College London)

  • Barbora Šedová

    (Potsdam Institute for Climate Impact Research (PIK))

  • Hermann Lotze-Campen

    (Potsdam Institute for Climate Impact Research (PIK)
    Humboldt University of Berlin)

  • Carmen Richerzhagen

    (German Development Institute
    German Aerospace Center)

  • Hunter S. Baggen

    (Northern Institute)

Abstract

Human mobility is increasingly associated with environmental and climatic factors. One way to explore how mobility and the environment are linked is to review the research on different aspects of the topic. However, so many relevant articles are published that analysis of the literature using conventional techniques is becoming prohibitively arduous. To overcome this constraint, we have applied automated textual analysis. Using unsupervised topic modelling on 3197 peer-reviewed articles on the nexus between mobility and the environment published over the last 30 years, we identify 37 major topics. Based on their language use, the topics were deeply branched into two categories of focus: Impact and Adaptation. The Impact theme is further clustered into sub-themes on vulnerability and residential mobility, while articles within the Adaptation theme are clustered into governance, disaster management and farming. The analysis revealed opportunities for greater collaboration within environmental mobility research, particularly improved integration of adaptation and impact research. The topic analysis also revealed that, in the last 30 years, very little research appears to have been undertaken in migration destinations or on the fate of environmentally influenced migrants during their migration process and after arriving in a new location. There are also research gaps in gender and Indigenous issues within the Impact theme, as well as on adaptive capacity and capacity-building.

Suggested Citation

  • Kerstin K. Zander & Stephen T. Garnett & Harald Sterly & Sonja Ayeb-Karlsson & Barbora Šedová & Hermann Lotze-Campen & Carmen Richerzhagen & Hunter S. Baggen, 2022. "Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-9, December.
  • Handle: RePEc:pal:palcom:v:9:y:2022:i:1:d:10.1057_s41599-022-01038-2
    DOI: 10.1057/s41599-022-01038-2
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    1. Caroline Shaw & Simon Hales & Philippa Howden-Chapman & Richard Edwards, 2014. "Health co-benefits of climate change mitigation policies in the transport sector," Nature Climate Change, Nature, vol. 4(6), pages 427-433, June.
    2. Beine, Michel & Jeusette, Lionel, 2021. "A meta-analysis of the literature on climate change and migration," Journal of Demographic Economics, Cambridge University Press, vol. 87(3), pages 293-344, September.
    3. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    4. Clark Gray & Erika Wise, 2016. "Country-specific effects of climate variability on human migration," Climatic Change, Springer, vol. 135(3), pages 555-568, April.
    5. Gabriela Iacobuta & Navroz K. Dubash & Prabhat Upadhyaya & Mekdelawit Deribe & Niklas Höhne, 2018. "National climate change mitigation legislation, strategy and targets: a global update," Climate Policy, Taylor & Francis Journals, vol. 18(9), pages 1114-1132, October.
    6. Ingrid Boas & Carol Farbotko & Helen Adams & Harald Sterly & Simon Bush & Kees Geest & Hanne Wiegel & Hasan Ashraf & Andrew Baldwin & Giovanni Bettini & Suzy Blondin & Mirjam Bruijn & David Durand-Del, 2019. "Climate migration myths," Nature Climate Change, Nature, vol. 9(12), pages 901-903, December.
    7. Cristina Cattaneo & Michel Beine & Christiane J Fröhlich & Dominic Kniveton & Inmaculada Martinez-Zarzoso & Marina Mastrorillo & Katrin Millock & Etienne Piguet & Benjamin Schraven, 2019. "Human Migration in the Era of Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 189-206.
    8. Max W. Callaghan & Jan C. Minx & Piers M. Forster, 2020. "A topography of climate change research," Nature Climate Change, Nature, vol. 10(2), pages 118-123, February.
    9. Rebecca R. Thompson & Dana Rose Garfin & Roxane Cohen Silver, 2017. "Evacuation from Natural Disasters: A Systematic Review of the Literature," Risk Analysis, John Wiley & Sons, vol. 37(4), pages 812-839, April.
    10. Robert McLeman & David Wrathall & Elisabeth Gilmore & Philip Thornton & Helen Adams & François Gemenne, 2021. "Correction to: conceptual framing to link climate risk assessments and climate-migration scholarship," Climatic Change, Springer, vol. 165(3), pages 1-1, April.
    11. Marion Borderon & Patrick Sakdapolrak & Raya Muttarak & Endale Kebede & Raffaella Pagogna & Eva Sporer, 2019. "Migration influenced by environmental change in Africa: A systematic review of empirical evidence," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 41(18), pages 491-544.
    12. Mueller, Valerie & Sheriff, Glenn & Dou, Xiaoya & Gray, Clark, 2020. "Temporary migration and climate variation in eastern Africa," World Development, Elsevier, vol. 126(C).
    13. Roman Hoffmann & Anna Dimitrova & Raya Muttarak & Jesus Crespo Cuaresma & Jonas Peisker, 2020. "A meta-analysis of country-level studies on environmental change and migration," Nature Climate Change, Nature, vol. 10(10), pages 904-912, October.
    14. Laura Alessandretti & Ulf Aslak & Sune Lehmann, 2020. "The scales of human mobility," Nature, Nature, vol. 587(7834), pages 402-407, November.
    15. Robert McLeman & David Wrathall & Elisabeth Gilmore & Philip Thornton & Helen Adams & François Gemenne, 2021. "Conceptual framing to link climate risk assessments and climate-migration scholarship," Climatic Change, Springer, vol. 165(1), pages 1-7, March.
    16. David J. Kaczan & Jennifer Orgill-Meyer, 2020. "The impact of climate change on migration: a synthesis of recent empirical insights," Climatic Change, Springer, vol. 158(3), pages 281-300, February.
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