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A global assessment of adaptation investment from the perspectives of equity and efficiency

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Abstract

Equity and efficiency should be considered when allocating resources for climate change adaptation. More than a decade after the Least Developed Countries Fund approved adaptation funds for 18 countries in 2003, it is possible to take the stock of investment data and to test empirically whether equity and efficiency have been factored into adaptation investment decision-making. To evaluate equity, one must determine if resources were distributed to areas of greatest need. Vulnerability assessments provide information on the global distribution of the need for adaptation. To evaluate efficiency, one must compare cost and benefit of an investment. Although it is difficult to assess ex-ante the cost and benefit of investment strategies, it is possible to measure efficient use of expenditures with readiness assessment, as a metric of capacity to deploy adaptation resources. We used vulnerability and readiness measures of the Notre Dame Global Adaptation Initiative (ND-GAIN) Country Index as proxies of equity and efficiency. This article quantitatively interrogates—through the lens of public fund allocation—the roles of vulnerability and readiness in shaping adaptation investment decisions. Our findings suggest that countries facing increasing impacts from climate change have received more adaptation investments from international sources than countries with less vulnerability. Further, international investments also preferentially flow to countries that are more ready to deploy adaptation resources. Since the most vulnerable countries are likely to be less ready for investment, our findings support the efforts to improve the investment potential of the most vulnerable countries by investing first to enhance their readiness, in order to unlock adaptation solutions.

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References

  • Aakre S, Rübbelke DTG (2010) Adaptation to climate change in the European union: efficiency versus equity considerations. Environ Policy Gov 20:159–179. doi:10.1002/eet.538

    Article  Google Scholar 

  • Addison T, Heshmati A (2003) The new global determinants of FDI flows to developing countries: the importance of ICT and democratization. WIDER Discussion Papers // World Institute for Development Economics (UNU-WIDER)

  • Adger WN (2006) Vulnerability. Glob Environ Change 16:268–281. doi:10.1016/j.gloenvcha.2006.02.006

    Article  Google Scholar 

  • Adger WN, Huq S, Brown K et al (2003) Adaptation to climate change in the developing world. Prog Dev Stud 3:179–195. doi:10.1191/1464993403ps060oa

    Article  Google Scholar 

  • Adger WN, Brooks N, Bentham G, et al. (2004) New indicators of vulnerability and adaptive capacity. Tyndall Cent Clim Change, UK

  • AF (2014) Readiness Program for Adaptation Finance. http://www.adaptation-fund.org/wp-content/uploads/2015/01/AF%20Readiness%20Flyer%2008.20.2014%20updated.pdf. Accessed 14 Nov 2016

  • Agrawala S (2004) Adaptation, development assistance and planning: challenges and opportunities. IDS Bull 35:50–54. doi:10.1111/j.1759-5436.2004.tb00134.x

    Article  Google Scholar 

  • Allison EH, Perry AL, Badjeck M-C et al (2009) Vulnerability of national economies to the impacts of climate change on fisheries. Fish  10:173–196. doi:10.1111/j.1467-2979.2008.00310.x

  • Aversano-Dearborn M, Beiglböck S, Binot R, et al. (2011) Regional challenges in the perspective of 2020—phase 2: deepening and broadening the analysis. Enropean Commission, Directorate General for Regional Policy, EC, Brussels, Belgium

  • Balica SF, Wright NG, Meulen F (2012) A flood vulnerability index for coastal cities and its use in assessing climate change impacts. Nat Hazards 64:73–105. doi:10.1007/s11069-012-0234-1

    Article  Google Scholar 

  • Barr R, Fankhauser S, Hamilton K (2010) Adaptation investments: a resource allocation framework. Mitig Adapt Strateg Glob Change 15:843–858. doi:10.1007/s11027-010-9242-1

    Article  Google Scholar 

  • Berrang-Ford L, Ford JD, Paterson J (2011) Are we adapting to climate change? Glob Environ Change 21:25–33. doi:10.1016/j.gloenvcha.2010.09.012

    Article  Google Scholar 

  • Berrang-Ford L, Ford JD, Lesnikowski A et al (2014) What drives national adaptation? A global assessment. Clim Chang 124:441–450. doi:10.1007/s10584-014-1078-3

    Article  Google Scholar 

  • Bird NM, Glennie J (2011) Going beyond aid effectiveness to guide the delivery of climate finance. ODI Background Note, ODI, London

  • Blömstrom M, Kokko A (2003) The economics of foreign direct investment incentives. National Bureau of Economic Research

  • Borensztein E, De Gregorio J, Lee J-W (1998) How does foreign direct investment affect economic growth?1. J Int Econ 45:115–135. doi:10.1016/S0022-1996(97)00033-0

    Article  Google Scholar 

  • Brenkert AL, Malone EL (2005) Modeling vulnerability and resilience to climate change: a case study of India and Indian states. Clim Chang 72:57–102. doi:10.1007/s10584-005-5930-3

    Article  Google Scholar 

  • Brooks N, Adger WN (2005) Assessing and enhancing adaptive capacity. In: Lim B, Spanger-Siegfried E, Burton I et al (eds) Adaptation policy frameworks for climate change. Cambridge University Press, Cambridge, UK

  • Brooks N, Neil Adger W, Mick Kelly P (2005) The determinants of vulnerability and adaptive capacity at the national level and the implications for adaptation. Glob Environ Change 15:151–163. doi:10.1016/j.gloenvcha.2004.12.006

    Article  Google Scholar 

  • Buchanan BG, Le QV, Rishi M (2012) Foreign direct investment and institutional quality: some empirical evidence. Int Rev Financ Anal 21:81–89. doi:10.1016/j.irfa.2011.10.001

    Article  Google Scholar 

  • Butt TA, McCarl BA, Angerer J et al (2005) The economic and food security implications of climate change in Mali. Clim Chang 68:355–378. doi:10.1007/s10584-005-6014-0

    Article  Google Scholar 

  • Chen C, Noble I, Hellmann J, et al. (2015) University of Notre Dame Global Adaptation Index Country Index Technical Report. http://index.nd-gain.org:8080/documents/nd-gain_technical_document_2015.pdf. Accessed 11 Oct 2016

  • CIF (2015) PPCR Programming Phase 1: Lessons on Enhancing Readiness for Climate Resilient Development, CIF Secretariat, Washington, DC, US

  • Cinner JE, McClanahan TR, Graham NAJ et al (2012) Vulnerability of coastal communities to key impacts of climate change on coral reef fisheries. Glob Environ Change 22:12–20. doi:10.1016/j.gloenvcha.2011.09.018

    Article  Google Scholar 

  • Climate Funds Update Notes and methodology. http://www.climatefundsupdate.org/about/data-figures-notes. Accessed 13 Oct 2016

  • COP13 (2007) Bali Action Plan, UN FCCC Secretariat, Bonn, Germany

  • COP21 (2015) Adoption of the Paris Agreement, UN FCCC Secretariat, Bonn, Germany

  • Cruce TL (2009) Adaptation planning—what U.S. states and localities are doing. Pew Center on Global Climate Change, Washington, DC, US

  • Cutter SL, Boruff BJ, Shirley WL (2012) Social vulnerability to environmental hazards. In: Cutter SL (ed) Hazards vulnerability and environmental justice. 1st edn. Routledge, New York

  • DARA, Climate Vulnerable Forum (2012) Climate vulnerability monitor: a guide to the cold calculus of a hot planet. DARA, Madrid

    Google Scholar 

  • Deressa TT, Hassan RM, Ringler C et al (2009) Determinants of farmers’ choice of adaptation methods to climate change in the Nile Basin of Ethiopia. Glob Environ Change 19:248–255. doi:10.1016/j.gloenvcha.2009.01.002

    Article  Google Scholar 

  • Djankov S, McLiesh C, Klein MU et al (eds) (2004) Doing business in 2004: understanding regulation. World Bank, Washington, DC, US

  • Donner SD, Kandlikar M, Webber S (2016) Measuring and tracking the flow of climate change adaptation aid to the developing world. Environ Res Lett 11:54006. doi:10.1088/1748-9326/11/5/054006

    Article  Google Scholar 

  • Economics of Climate Adaptation Working Group (2009) Shaping climate-resilient development—a framework for decision-making. Climate Works Foundation; Global Environmental Facility; European Commission; McKinsey&Company; The Rockfeller Foundation; Standard Chartered Bank; SwissRe

  • Engle NL (2011) Adaptive capacity and its assessment. Glob Environ Change 21:647–656. doi:10.1016/j.gloenvcha.2011.01.019

    Article  Google Scholar 

  • ESPON Climate (2011) Climate change and territorial effects on regions and local economies. ESPON & IRPUD, TU Dortmund

  • European Commission (2006) Investment readiness. European Commission, Directorate-general for enterprise and industry, EC, Brussels, Belgium

  • Farole T, Winkler DE (2012) Foreign firm characteristics, absorptive capacity and the institutional framework: the role of mediating factors for FDI spillovers in low- and middle-income countries. Social Science Research Network, Rochester, NY

    Google Scholar 

  • Feenstra JF, Burton I, Smith JB, Tol RS (1998) Handbook on methods for climate change impact assessment and adaptation strategies. UNEP, Nairobi, Kenya

  • Flamini V, Schumacher ML, McDonald MCA (2009) The determinants of commercial bank profitability in Sub-Saharan Africa. International Monetary Fund, Washington, DC, US

  • Füssel H-M (2005) Vulnerability in climate change research: a comprehensive conceptual framework. University of California International and Area Studies Breslauer Symposium Paper 6, Berkeley

  • GCF (2015) Readiness Programme Overview, Green Climate Change Fund Secretariat, Songdo, S. Korea

  • Girma S (2005) Absorptive capacity and productivity spillovers from FDI: a threshold regression analysis*. Oxf Bull Econ Stat 67:281–306. doi:10.1111/j.1468-0084.2005.00120.x

    Article  Google Scholar 

  • GIZ (2013) Ready for climate finance: GIZ’s approach to making climate finance work. GIZ GmbH, Berlin

  • Grasso M (2010) An ethical approach to climate adaptation finance. Glob Environ Change 20:74–81. doi:10.1016/j.gloenvcha.2009.10.006

    Article  Google Scholar 

  • Hajat S, Vardoulakis S, Heaviside C, Eggen B (2014) Climate change effects on human health: projections of temperature-related mortality for the UK during the 2020s, 2050s and 2080s. J Epidemiol Community Health 68:641–648. doi:10.1136/jech-2013-202449

    Article  Google Scholar 

  • Hallegatte S, Bangalore M, Vogt-Schilb A (2016) Assessing socioeconomic resilience to floods in 90 countries. Policy Research working paper; no. WPS 7663. Washington, D.C.: World Bank Group. http://documents.worldbank.org/curated/en/387821467309551281/Assessing-socioeconomic-resilience-to-floods-in-90-countries

  • Halpern BS, Longo C, Hardy D et al (2012) An index to assess the health and benefits of the global ocean. Nature 488:615–620. doi:10.1038/nature11397

    Article  Google Scholar 

  • Hay JE (2012) Disaster risk reduction & climate change adaptation in the Pacific: an institutional and policy analysis. UNISDR, UNDP, Suva, Fiji

  • Heritage Foundation (2016) Methodology | 2016 index of economic freedom book. In: 2016 Index Econ. Freedom—Methodol. http://www.heritage.org/index/book/methodology. Accessed 1 Jun 2016

  • IDA (2007) IDA’s performance-based allocation system: simplification of the formula and other outstanding issues. The World Bank

  • Inderberg TH, Eriksen SH, O’Brien KL, Sygna L (eds) (2015) Climate change adaptation and development: transforming paradigms and practices. Routledge, Taylor & Francis Group, Abingdon, Oxon; New York, NY

  • International Telecommunication Union (2013) Measuring the Information Society Report. Geneva Switzerland

  • IPCC (2012) IPCC, 2012: Summary for policymakers. In: Managing the risks of extreme events and disasters to advance climate change adaptation: [Field, C.B., V. Barros, T.F. Stocker, D. Qin, D.J. Dokken, K.L. Ebi, M.D. Mastrandrea, K.J. Mach, G.-K. Plattner, S.K. Allen, M. Tignor, and P.M. Midgley (eds.)]. A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, UK, and New York, NY, USA, pp 1–19

  • IPCC (2014) Annex II: Glossary [Agard, J., E.L.F. Schipper, J. Birkmann, M. Campos, C. Dubeux, Y. Nojiri, L. Olsson, B. Osman-Elasha, M. Pelling, M.J. Prather, M.G. Rivera-Ferre, O.C. Ruppel, A. Sallenger, K.R. Smith, A.L. St Clair, K.J. Mach, M.D. Mastrandrea, and T.E. Bilir (eds.)]. In: Barros VR, Field CB, Dokken DJ, et al. (eds) Climate change 2014: impacts, adaptation, and vulnerability. Part B: regional aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, pp 1757–1776

  • IPCC WGI SPM (2013) IPCC, 2013: summary for policymakers. In: Stocker TF, Qin D, Plattner G-K, et al. (eds) Climate change 2013: the physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA

  • IPCC WGII SPM (2014) IPCC, 2014: Summary for policymakers. In: Field, C.B., V.R. Barros, D.J. Dokken, K.J. Mach, M.D. Mastrandrea, T.E. Bilir, M. Chatterjee, K.L. Ebi, Y.O. Estrada, R.C. Genova, B. Girma, E.S. Kissel, A.N. Levy, S. MacCracken, P.R. Mastrandrea, and L.L.White (ed) Climate change 2014: impacts, adaptation, and vulnerability. Part A: global and sectoral aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA

  • Kates RW, Travis WR, Wilbanks TJ (2012) Transformational adaptation when incremental adaptations to climate change are insufficient. Proc Natl Acad Sci 109:7156–7161. doi:10.1073/pnas.1115521109

    Article  Google Scholar 

  • Kaufmann D, Kraay A, Mastruzzi M (2011) The worldwide governance indicators: methodology and analytical issues. Hague J Rule Law 3:220–246. doi:10.1017/S1876404511200046

    Article  Google Scholar 

  • Kelly PM, Adger WN (2000) Theory and practice in assessing vulnerability to climate change and facilitating adaptation. Clim Chang 47:325–352. doi:10.1023/A:1005627828199

    Article  Google Scholar 

  • Klapper LF, Love I (2010) The impact of business environment reforms on new firm registration. Social Science Research Network, Rochester, NY

    Book  Google Scholar 

  • Klein R (2010) Linking adaptation and development finance: a policy dilemma not addressed in Copenhagen. Clim Dev 2:203–206

    Article  Google Scholar 

  • Kreft S, Eckstein D, Dorsch L, et al. (2015) Global Climate Risk Index 2016 who suffers most from extreme weather events? Weather-related loss events in 2014 and 1995 to 2014

  • Krishnamurthy PK, Lewis K, Choularton RJ (2014) A methodological framework for rapidly assessing the impacts of climate risk on national-level food security through a vulnerability index. Glob Environ Change 25:121–132. doi:10.1016/j.gloenvcha.2013.11.004

    Article  Google Scholar 

  • Lesk C, Rowhani P, Ramankutty N (2016) Influence of extreme weather disasters on global crop production. Nature 529:84–87. doi:10.1038/nature16467

    Article  Google Scholar 

  • Lesnikowski AC, Ford JD, Berrang-Ford L et al (2013) National-level factors affecting planned, public adaptation to health impacts of climate change. Glob Environ Change 23:1153–1163. doi:10.1016/j.gloenvcha.2013.04.008

    Article  Google Scholar 

  • Lesnikowski AC, Ford JD, Berrang-Ford L et al (2015) How are we adapting to climate change? A global assessment. Mitig Adapt Strateg Glob Change 20:277–293. doi:10.1007/s11027-013-9491-x

    Article  Google Scholar 

  • Lesnikowski A, Ford J, Biesbroek R et al (2016) National-level progress on adaptation. Nat Clim Chang 6:261–264. doi:10.1038/nclimate2863

    Article  Google Scholar 

  • Lindgren E, Andersson Y, Suk JE et al (2012) Monitoring EU emerging infectious disease risk due to climate change. Science 336:418–419. doi:10.1126/science.1215735

    Article  Google Scholar 

  • Lindner M, Maroschek M, Netherer S et al (2010) Climate change impacts, adaptive capacity, and vulnerability of European forest ecosystems. For Ecol Manag 259:698–709. doi:10.1016/j.foreco.2009.09.023

    Article  Google Scholar 

  • Lobell DB, Burke MB (2010) On the use of statistical models to predict crop yield responses to climate change. Agric For Meteorol 150:1443–1452. doi:10.1016/j.agrformet.2010.07.008

    Article  Google Scholar 

  • Margulis S, Dubeux C, Marcovitch J (2011) The economics of climate change in Brazil: costs and opportunities. São Paulo: FEA/USP, 2011

  • Mendelsohn R (2000) Efficient adaptation to climate change. Clim Chang 45:583–600. doi:10.1023/A:1005507810350

    Article  Google Scholar 

  • Mercer J (2010) Disaster risk reduction or climate change adaptation: are we reinventing the wheel? J Int Dev 22:247–264. doi:10.1002/jid.1677

    Article  Google Scholar 

  • Metzger MJ (2005) European vulnerability to global change: a spatially explicit quantitative assessment. Dissertation, Wageningen University

  • Meza FJ, Silva D, Vigil H (2008) Climate change impacts on irrigated maize in Mediterranean climates: evaluation of double cropping as an emerging adaptation alternative. Agric Syst 98:21–30. doi:10.1016/j.agsy.2008.03.005

    Article  Google Scholar 

  • Mina W (2007) The location determinants of FDI in the GCC countries. J Multinatl Financ Manag 17:336–348. doi:10.1016/j.mulfin.2007.02.002

    Article  Google Scholar 

  • Mostafa M, Rahman MF, Huq S (2016) Climate adaptation funding: getting the money to those who need it. Bull At Sci 72:396–401. doi:10.1080/00963402.2016.1240480

    Article  Google Scholar 

  • Mutekwa VT (2009) Climate change impacts and adaptation in the agricultural sector: the case of smallholder farmers in Zimbabwe. J Sustain Dev Afr 11:237–256

    Google Scholar 

  • Naylor RL, Battisti DS, Vimont DJ et al (2007) Assessing risks of climate variability and climate change for Indonesian rice agriculture. Proc Natl Acad Sci 104:7752–7757. doi:10.1073/pnas.0701825104

    Article  Google Scholar 

  • ND-GAIN (2015) Matrix | ND-GAIN Index. http://index.gain.org/matrix. Accessed 5 Nov 2016

  • Nogués-Bravo D, Araújo MB, Errea MP, Martínez-Rica JP (2007) Exposure of global mountain systems to climate warming during the 21st century. Glob Environ Change 17:420–428. doi:10.1016/j.gloenvcha.2006.11.007

    Article  Google Scholar 

  • O’Brien K, Leichenko R, Kelkar U et al (2004) Mapping vulnerability to multiple stressors: climate change and globalization in India. Glob Environ Change 14:303–313. doi:10.1016/j.gloenvcha.2004.01.001

    Article  Google Scholar 

  • OECD (2015) Climate change risks and adaptation linking policy and economics: linking policy and economics. OECD, Paris, France

  • Oregon Department of Transportation (2014) Climate Change Vulnerability Assessment and Adaptation Options Study. Available at: http://www.oregon.gov/odot/td/climatechange/docs/adaptationpilot.pdf

  • Paavola J, Adger WN (2006) Fair adaptation to climate change. Ecol Econ 56:594–609. doi:10.1016/j.ecolecon.2005.03.015

    Article  Google Scholar 

  • Pant LP, Heeks R (2012) ICT-enabled development of capacity for climate change adaptation. ICTs Clim Change Dev Themes Strateg Actions Univ Manch UK Int Dev Res Cent IDRC Can 116–132

  • Persson A, Remling E (2014) Equity and efficiency in adaptation finance: initial experiences of the Adaptation Fund. Clim Policy 14:488–506. doi:10.1080/14693062.2013.879514

    Article  Google Scholar 

  • Piao S, Ciais P, Huang Y et al (2010) The impacts of climate change on water resources and agriculture in China. Nature 467:43–51. doi:10.1038/nature09364

    Article  Google Scholar 

  • Preston BL, Stafford-Smith M, Climate Adaptation Flagship (2009) Framing vulnerability and adaptive capacity assessment: discussion paper. CSIRO Climate Adaptation National Research Flagship, St Lucia, Qld

  • Remling E, Persson Å (2015) Who is adaptation for? Vulnerability and adaptation benefits in proposals approved by the UNFCCC Adaptation Fund. Clim Dev 7:16–34. doi:10.1080/17565529.2014.886992

    Article  Google Scholar 

  • Schewe J, Heinke J, Gerten D et al (2014) Multimodel assessment of water scarcity under climate change. Proc Natl Acad Sci 111:3245–3250. doi:10.1073/pnas.1222460110

    Article  Google Scholar 

  • Schipper L (2007) Climate change adaptation and development: exploring the linkages. Tyndall Cent Clim Change

  • Smit B, Skinner MW (2002) Adaptation options in agriculture to climate change: a typology. Mitig Adapt Strateg Glob Change 7:85–114. doi:10.1023/A:1015862228270

    Article  Google Scholar 

  • Smit B, Wandel J (2006) Adaptation, adaptive capacity and vulnerability. Glob Environ Change 16:282–292. doi:10.1016/j.gloenvcha.2006.03.008

    Article  Google Scholar 

  • Smit B, Burton I, Klein RJT, Wandel J (2000) An anatomy of adaptation to climate change and variability. Clim Chang 45:223–251. doi:10.1023/A:1005661622966

    Article  Google Scholar 

  • Stockholm Environment Institute (2008) Financing adaptation to climate change

  • Suk JE, Ebi KL, Vose D et al (2014) Indicators for tracking European vulnerabilities to the risks of infectious disease transmission due to climate change. Int J Environ Res Public Health 11:2218–2235. doi:10.3390/ijerph110202218

    Article  Google Scholar 

  • Sullivan C, Meigh J (2005) Targeting attention on local vulnerabilities using an integrated index approach: the example of the climate vulnerability index. Water Sci Technol 51:69–78

    Google Scholar 

  • Surminski S (2013) Private-sector adaptation to climate risk. Nat Clim Chang 3:943–945. doi:10.1038/nclimate2040

    Article  Google Scholar 

  • Thomalla F, Downing T, Spanger-Siegfried E et al (2006) Reducing hazard vulnerability: towards a common approach between disaster risk reduction and climate adaptation. Disasters 30:39–48. doi:10.1111/j.1467-9523.2006.00305.x

    Article  Google Scholar 

  • Thow A, De Blois M (2008) Climate change and human vulnerability: mapping emerging trends and risk hotspots for humanitarian actors. Geneva, Switzerland

  • Tol RSJ, Yohe GW (2007) The weakest link hypothesis for adaptive capacity: an empirical test. Glob Environ Change 17:218–227. doi:10.1016/j.gloenvcha.2006.08.001

    Article  Google Scholar 

  • Tol RSJ, Downing TE, Kuik OJ, Smith JB (2004) Distributional aspects of climate change impacts. Glob Environ Change 14:259–272. doi:10.1016/j.gloenvcha.2004.04.007

    Article  Google Scholar 

  • Tubiello FN, Rosenzweig C (2008) Developing climate change impact metrics for agriculture. The Integrated Assessment Journal 8 (1):165–184

  • Twomlow S, Mugabe FT, Mwale M et al (2008) Building adaptive capacity to cope with increasing vulnerability due to climatic change in Africa—a new approach. Phys Chem Earth Parts ABC 33:780–787. doi:10.1016/j.pce.2008.06.048

    Article  Google Scholar 

  • UN FCCC (2004) United Nations Framework Convention on Climate Change: The first ten years. UN FCCC, Bonn, Germany

  • UNEP - Climate change—adaptation—economics of climate change adaptation. http://www.unep.org/climatechange/adaptation/EconomicsandFinance/Economicsofclimatechangeadaptation/tabid/29586/Default.aspx. Accessed 10 Aug 2016

  • United Nations (2015) Transforming our world: the 2030 Agenda for Sustainable Development. Available at: https://sustainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20Development%20web.pdf

  • Vandeweerd V, Glemarec Y, Billett S (2012) Readiness for climate finance: a framework for understanding what it means to be ready to use climate finance UNDP, New York

  • Vörösmarty CJ, Green P, Salisbury J, Lammers RB (2000) Global water resources: vulnerability from climate change and population growth. Science 289:284–288. doi:10.1126/science.289.5477.284

    Article  Google Scholar 

  • Wheeler D (2011) Quantifying vulnerability to climate change: implications for adaptation assistance. Social Science Research Network, Rochester, NY

    Google Scholar 

  • Wheeler T, Von Braun J (2013) Climate change impacts on global food security. Science 341:508–513. doi:10.1126/science.1239402

    Article  Google Scholar 

  • WHO (2014) WHO | Climate change 2014: impacts, adaptation, and vulnerability. In: WHO. http://www.who.int/globalchange/environment/climatechange-2014-report/en/. Accessed 31 May 2016

  • World Bank (2016) Country and Lending Groups | Data. http://data.worldbank.org/about/country-and-lending-groups. Accessed 1 Jun 2016

  • Yohe G, Tol RSJ (2002) Indicators for social and economic coping capacity—moving toward a working definition of adaptive capacity. Glob Environ Change 12:25–40. doi:10.1016/S0959-3780(01)00026-7

    Article  Google Scholar 

  • Yohe GW, Malone E, Brenkert A, et al. (2006) Global distributions of vulnerability to climate change. The Integrated Assessment Journal 6(3):35–44

  • Young BE, Byers E, Hammerson G, Frances A, Oliver L, Treher A (2015) Guidelines for using the NatureServe Climate Change Vulnerability Index Release 3.0. Arlington, VA: NatureServe

  • Zahra SA, George G (2002) Absorptive capacity: a review, reconceptualization, and extension. Acad Manag Rev 27:185–203. doi:10.2307/4134351

    Google Scholar 

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Acknowledgements

The ND-GAIN’s Country Index was built based on the groundbreaking work done at the Global Adaptation Institute in Washington DC. Special thanks are given to Bruno Sánchez-Andrade Nuño, who contributed his technical talents during the earlier years of the Index. Authors also want to give thanks to Notre Dame graduate students and supporting staffs who have been held accountable for the project in many fronts: Martin Murillo, Milan Budhathoki, Jishan Liao, Benjamin Mayala, and Alexandra Gumm. This work was done with tremendous supports from many foremost intellectual leaders in the field of climate change and adaptation. Authors are grateful to the following: Dennis Bours from the Global Environmental Facility, Cyril Caminade from the Liverpool University, Nitesh Chawla from the Department of Computer Science at Notre Dame, William Cheung from the University of British-Columbia, Michael Clark from the University of Michigan, Joyce Coffee from Climate Resilience Consulting, James Ford from McGill University, Francis Gassert from World Resource Institute, Patrick Gonzalez from the US National Park Service, Martina Grecequet from University of Minnesota, Alan Hamlet from the College of Engineering at Notre Dame, Alexandra Lesnikowski from McGill University, David Lodge from the Cornell University, Edwin Michael from the Department of Biological Science at Notre Dame, Patrick Murphy from Palo Alto Research Center, Mark Musumba from the Earth Institute, Felix Portmann from Goethe-Universität, Tien Shiao from H&M, Claudia Tebaldi from National Center of Atmospheric Research, and Abigail Wozniak from the Department of Economics at Notre Dame.

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Appendices

Appendix 1. Literature review for vulnerability and readiness assessments

Table 4 Methodologies for quantifying the components of vulnerability
Table 5 Methodologies for quantifying the components of readiness

Appendix 2. Summarizing ND-GAIN country index metrics

Table 6 Rationale of the vulnerability indicators in ND-GAIN Country Index
Table 7 Rationale of readiness indicators in ND-GAIN Country Index

Appendix 3. Correlation of the proposed control variables

Table 8 Correlation matrix of the proposed control variables for the CFU model
Table 9 Correlation matrix of the proposed control variables for the AII model

Appendix 4. ND-GAIN’s Vulnerability-Readiness Matrix

Figure 2 visualizes vulnerability and readiness scores in the Vulnerability-Readiness Matrix (VRM) that illustrates a country’s position in a two-dimensional plane. The median vulnerability and readiness scores from 1995 to 2014 delineate four quadrants on the VRM. To explore the spread of countries across the parameter space of the index, we plot all countries on the VRM from the most recent data publication for the year 2014. The VRM shows that countries with higher readiness tend to have lower vulnerability and vice versa.

Fig. 2
figure 2

Vulnerability-Readiness Matrix, based on 2014 data. Each dot represents one country. The median vulnerability and readiness scores from 1995 to 2014 delineate four quadrants on the matrix. Countries occupy one of the four quadrants of the matrix according to their vulnerability and readiness scores. The countries are grouped according to the geographic locations: (1) Sub-Saharan Africa; (2) South Asia; and (3) rest of the World (data source: Notre Dame Global Adaptation Initiative)

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Chen, C., Hellmann, J., Berrang-Ford, L. et al. A global assessment of adaptation investment from the perspectives of equity and efficiency. Mitig Adapt Strateg Glob Change 23, 101–122 (2018). https://doi.org/10.1007/s11027-016-9731-y

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  • DOI: https://doi.org/10.1007/s11027-016-9731-y

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