Societal determinants of flood-induced displacement

Significance Floods are a major source of human displacement, but variation in displacement levels across contexts remains poorly understood. Using high-resolution data on flood events worldwide, 2000 to 2018, we analyze the moderating influence of core societal characteristics on displacement. Results reveal that floods have potential to generate much higher displacement numbers in contexts of high population exposure, low level of development, nondemocratic governance, and prevalence of armed conflict. However, these factors contribute little to the models’ ability to accurately predict displacement outcomes on new data, pointing to complex causality and critical data limitations. Further scientific progress in this field would benefit from more systematic data collection and better analytical appreciation of displacement as multidimensional behavior that can both increase and mitigate risk.

[1]  S. Mallapaty Why are Pakistan's floods so extreme this year? , 2022, Nature.

[2]  V. Koubi,et al.  Climate events and the role of adaptive capacity for (im-)mobility , 2022, Population and Environment.

[3]  W. Botzen,et al.  Anticipating sea‐level rise and human migration: A review of empirical evidence and avenues for future research , 2021, Wiley interdisciplinary reviews. Climate change.

[4]  Kira Vinke,et al.  Improving the evidence base: A methodological review of the quantitative climate migration literature , 2021, Global Environmental Change.

[5]  Jussara M. Almeida,et al.  On estimating the predictability of human mobility: the role of routine , 2021, EPJ Data Science.

[6]  P. Bates,et al.  Causes, impacts and patterns of disastrous river floods , 2021, Nature Reviews Earth & Environment.

[7]  G. Brakenridge,et al.  Satellite imaging reveals increased proportion of population exposed to floods , 2021, Nature.

[8]  J. Schewe,et al.  Addressing the human cost in a changing climate , 2021, Science.

[9]  H. Buhaug,et al.  Vicious Circles: Violence, Vulnerability, and Climate Change , 2021, Annual Review of Environment and Resources.

[10]  Jonas Vestby,et al.  Climatic conditions are weak predictors of asylum migration , 2021, Nature Communications.

[11]  J. Schewe,et al.  Global warming and population change both heighten future risk of human displacement due to river floods , 2021 .

[12]  Laura E. R. Peters Beyond disaster vulnerabilities: An empirical investigation of the causal pathways linking conflict to disaster risks , 2021, International Journal of Disaster Risk Reduction.

[13]  F. Stevens,et al.  Evaluating the Accuracy of Gridded Population Estimates in Slums: A Case Study in Nigeria and Kenya , 2021, Urban Science.

[14]  H. Buhaug,et al.  GDIS, a global dataset of geocoded disaster locations , 2021, Scientific data.

[15]  E. Gilmore,et al.  Government effectiveness and institutions as determinants of tropical cyclone mortality , 2020, Proceedings of the National Academy of Sciences.

[16]  K. Liao,et al.  Learning from Floods: Linking flood experience and flood resilience. , 2020, Journal of environmental management.

[17]  Jesús Crespo Cuaresma,et al.  A meta-analysis of country-level studies on environmental change and migration , 2020, Nature Climate Change.

[18]  M. Méndez,et al.  The (in)visible victims of disaster: Understanding the vulnerability of undocumented Latino/a and indigenous immigrants , 2020, Geoforum.

[19]  Yuyu Zhou,et al.  A harmonized global nighttime light dataset 1992–2018 , 2020, Scientific Data.

[20]  K. Schewel Understanding Immobility: Moving Beyond the Mobility Bias in Migration Studies , 2020, International Migration Review.

[21]  S. Hallegatte,et al.  From Poverty to Disaster and Back: a Review of the Literature , 2020, Economics of Disasters and Climate Change.

[22]  E. Raju,et al.  Disaster Knowledge Gaps: Exploring the Interface Between Science and Policy for Disaster Risk Reduction in Europe , 2020, International Journal of Disaster Risk Science.

[23]  Hugh Chilton World , 2019, Evangelicals and the End of Christendom.

[24]  W. Clark,et al.  Sustainability Science: Toward a Synthesis , 2019, Annual Review of Environment and Resources.

[25]  M. Hulme,et al.  Climate migration myths , 2019, Nature Climate Change.

[26]  R. McLeman International migration and climate adaptation in an era of hardening borders , 2019, Nature Climate Change.

[27]  D. Kaczan,et al.  The impact of climate change on migration: a synthesis of recent empirical insights , 2019, Climatic Change.

[28]  E. Fischer,et al.  Frequency of extreme precipitation increases extensively with event rareness under global warming , 2019, Scientific Reports.

[29]  Martino Pesaresi,et al.  The spatial allocation of population: a review of large-scale gridded population data products and their fitness for use , 2019, Earth System Science Data.

[30]  C. Zickgraf,et al.  Keeping People in Place: Political Factors of (Im)mobility and Climate Change , 2019, Social Sciences.

[31]  L. Feyen,et al.  Empirical evidence of declining global vulnerability to climate-related hazards , 2019, Global environmental change : human and policy dimensions.

[32]  B. Schraven,et al.  Human Migration in the Era of Climate Change , 2019, Review of Environmental Economics and Policy.

[33]  Z. Kundzewicz,et al.  Opinion: Flood-risk reduction: Structural measures and diverse strategies , 2018, Proceedings of the National Academy of Sciences.

[34]  Daniel Jato-Espino,et al.  Is the Sustainable Development Goals (SDG) index an adequate framework to measure the progress of the 2030 Agenda , 2018 .

[35]  S. Cutter Compound, Cascading, or Complex Disasters: What's in a Name? , 2018, Environment: Science and Policy for Sustainable Development.

[36]  R. McLeman Thresholds in climate migration , 2018 .

[37]  Roberto Rudari,et al.  A global network for operational flood risk reduction , 2018, Environmental Science & Policy.

[38]  B. Jongman Effective adaptation to rising flood risk , 2018, Nature Communications.

[39]  Oswaldo Morales-Nápoles,et al.  Trends in flood losses in Europe over the past 150 years , 2018, Nature Communications.

[40]  Monika Mandal,et al.  Guiding Principles on Internal Displacement , 2017 .

[41]  Paul-Christian Bürkner,et al.  brms: An R Package for Bayesian Multilevel Models Using Stan , 2017 .

[42]  Ilan Kelman,et al.  Linking disaster risk reduction, climate change, and the sustainable development goals , 2017 .

[43]  Iraj Mohammadfam,et al.  Social vulnerability indicators in disasters: Findings from a systematic review , 2017 .

[44]  Aki Vehtari,et al.  Using Stacking to Average Bayesian Predictive Distributions (with Discussion) , 2017, Bayesian Analysis.

[45]  Yukiko Hirabayashi,et al.  Global-scale river flood vulnerability in the last 50 years , 2016, Scientific Reports.

[46]  S. Feng,et al.  Climate variability and migration in the Philippines , 2016, Population and environment.

[47]  Shamsul Fakhruddin,et al.  Application of Science and Technology for Sendai Framework for Disaster Risk Reduction 2015-2030 , 2016 .

[48]  Aki Vehtari,et al.  Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC , 2015, Statistics and Computing.

[49]  S. Rüegger,et al.  Integrating Data on Ethnicity, Geography, and Conflict , 2015 .

[50]  W. Adger,et al.  Focus on environmental risks and migration: causes and consequences , 2015 .

[51]  J. Aerts,et al.  Declining vulnerability to river floods and the global benefits of adaptation , 2015, Proceedings of the National Academy of Sciences.

[52]  P. Gleick,et al.  Systems integration for global sustainability , 2015, Science.

[53]  Susana Ferreira,et al.  Flood-Induced Displacement and Civil Conflict , 2015 .

[54]  Thaddeus R. Miller,et al.  The future of sustainability science: a solutions-oriented research agenda , 2013, Sustainability Science.

[55]  Aki Vehtari,et al.  Understanding predictive information criteria for Bayesian models , 2013, Statistics and Computing.

[56]  Erik Melander,et al.  Introducing the UCDP Georeferenced Event Dataset , 2013 .

[57]  Richard Black,et al.  Migration, immobility and displacement outcomes following extreme events , 2013 .

[58]  J. Aerts,et al.  Global exposure to river and coastal flooding - long term trends and changes , 2012 .

[59]  Stéphane Hallegatte,et al.  A Cost Effective Solution to Reduce Disaster Losses in Developing Countries: Hydro-Meteorological Services, Early Warning, and Evacuation , 2012 .

[60]  C. Gray,et al.  Natural disasters and population mobility in Bangladesh , 2012, Proceedings of the National Academy of Sciences.

[61]  Andreas Forø Tollefsen,et al.  PRIO-GRID: A unified spatial data structure , 2012 .

[62]  W. Adger,et al.  The effect of environmental change on human migration , 2011 .

[63]  F. Gemenne Why the numbers don’t add up: A review of estimates and predictions of people displaced by environmental changes , 2011 .

[64]  J. Fearon,et al.  Sons of the Soil, Migrants, and Civil War , 2011 .

[65]  Barbara Fawcett Vulnerability , 2009 .

[66]  Joachim Ahrens,et al.  The Importance of Governance in Risk Reduction and Disaster Management , 2006 .

[67]  W. Adger,et al.  The determinants of vulnerability and adaptive capacity at the national level and the implications f , 2005 .

[68]  J. Carling Migration in the age of involuntary immobility: Theoretical reflections and Cape Verdean experiences , 2002 .

[69]  J. Fearon Domestic Political Audiences and the Escalation of International Disputes , 1994, American Political Science Review.

[70]  R. Adeola The Internally Displaced Person in International Law , 2020 .

[71]  Nicholas A. Cradock-Henry,et al.  Cascading climate change impacts and implications , 2020, Climate Risk Management.

[72]  R. Shaw,et al.  Sustainable Development and Disaster Risk Reduction: Introduction , 2016 .

[73]  Luc Girardin,et al.  Integrating Data on Ethnicity , Geography , and Conflict : The Ethnic Power Relations Dataset Family 1 , 2015 .

[74]  Takako Izumi,et al.  Civil Society Organization and Disaster Risk Reduction: The Asian Dilemma , 2014 .

[75]  Wolfgang Kron,et al.  The need for data: natural disasters and the challenges of database management , 2012, Natural Hazards.

[76]  M. Skidmore,et al.  Economic Development and the Impacts of Natural Disasters , 2007 .

[77]  John T. Woolley Using Media-Based Data in Studies of Politics , 2000 .