Loss of Life Estimation in Flood Risk Assessment

Total Page:16

File Type:pdf, Size:1020Kb

Loss of Life Estimation in Flood Risk Assessment Loss of life estimation in fl ood risk assessment Th eory and applications Proefschrift ter verkrijging van de graad van doctor aan de Technische Universiteit Delft, op gezag van de Rector Magnifi cus prof. dr. ir. J.T. Fokkema, voorzitter van het College voor Promoties, in het openbaar te verdedigen op maandag 18 juni 2007 om 15.00 uur door Sebastiaan Nicolaas JONKMAN civiel ingenieur geboren te ’s-Gravenhage Dit proefschrift is goedgekeurd door de promotoren: Prof. drs. ir. J.K. Vrijling Prof. ir. A.C.W.M. Vrouwenvelder Samenstelling promotiecommissie: Rector Magnifi cus, Voorzitter Prof. drs. ir. J.K. Vrijling Technische Universiteit Delft, promotor Prof. ir. A.C.W.M. Vrouwenvelder Technische Universiteit Delft, promotor Dr. ir. M. Kok Technische Universiteit Delft en HKV Lijn in Water Prof. dr. B.J.M. Ale Technische Universiteit Delft Prof. M.L. Levitan Louisiana State University, Hurricane Center Prof. M.H. Faber Eidgenössische Technische Hochschule Zürich Prof. E. Penning-Rowsell Middlesex University, Flood Hazard Research Centre Prof. dr. ir. M.J.F. Stive Technische Universiteit Delft, reservelid Dr. ir. P.H.A.J.M. van Gelder heeft als begeleider in belangrijke mate aan de totstand- koming van het proefschrift bijgedragen. Dit onderzoek is mogelijk gemaakt door Rijkswaterstaat, Dienst Weg- en Waterbouwkunde te Delft. Het onderzoek is uitgevoerd in het kader van het onderzoeksprogramma Delft Cluster. Ontwerp en vormgeving omslag: Henk de Roij. Illustratie op de omslag: Een fotoboek op straat nabij de bres in de dijken langs het 17th Street Canal, New Orleans, februari 2006. Opmaak en druk: Sieca Repro, Delft ISBN 978-90-9021950-9 Copyright © S.N. Jonkman, 2007 Niets uit deze uitgave mag worden verveelvoudigd, opgeslagen in een geautomatiseerd gegevensbestand of openbaar gemaakt worden in enige vorm of op enige wijze, hetzij elektronisch, mechanisch of door fotokopieën, opname, of op enige andere manier, zonder voorafgaande schriftelijke toestemming van de auteur. Table of contents Summary 1 Samenvatting 5 1 Introduction 9 1.1 Historical development of risk management .......................................................................9 1.2 Risk: defi nition, perception and uncertainty ....................................................................13 1.3 Risk assessment and management .....................................................................................20 1.4 Overview of this thesis ......................................................................................................27 Part one: A general approach for loss of life estimation and risk quantifi cation 2 A general approach for loss of life estimation 35 2.1 A general approach for loss of life estimation.....................................................................35 2.2 Evacuation, escape, shelter and rescue ...............................................................................41 2.3 Estimation of mortality .....................................................................................................55 2.4 Combination of evacuation and mortality analysis ............................................................64 2.5 Relationship between the number of fatalities and other consequence types ......................65 2.6 Economic valuation of loss of life ......................................................................................69 2.7 Concluding remarks ..........................................................................................................72 3 A general approach for the quantifi cation of individual and societal risk 75 3.1 Introduction .....................................................................................................................75 3.2 Defi nitions of individual and societal risk .........................................................................76 3.3 General formulations for the quantifi cation of individual and societal risk ........................77 3.4 Th e relationship between individual and societal risk ........................................................85 3.5 Extension of the general formulations for risk quantifi cation ............................................92 3.6 Examples ..........................................................................................................................97 3.7 Concluding remarks ........................................................................................................111 4 Uncertainties in loss of life estimates 113 4.1 Introduction ...................................................................................................................113 4.2 Deterministic application of the dose response function ..................................................115 4.3 Application of the dose response function to individuals .................................................117 4.4 Practical interpretation of dependencies between failures ................................................128 4.5 Model uncertainties in dose response functions ...............................................................132 4.6 Uncertainty in loss of life estimates and compliance to risk criteria .................................137 4.7 Concluding remarks ........................................................................................................139 Part two: Loss of life estimation and fl ood risk assessment 5 Loss of human life in fl oods: Overview and analysis of the available information 143 5.1 General introduction: fl oods and fl ood damage ...............................................................143 5.2 Global perspectives of loss of life caused by fl oods ...........................................................146 5.3 Loss of life in historical fl oods in the Netherlands ...........................................................153 5.4 Historical fl ood events and the determinants of loss of life ..............................................155 5.5 Causes and circumstances of individual fl ood disaster deaths ..........................................163 5.6 Evaluation of the available information ..........................................................................166 6 A review of models for the estimation of loss of human life caused by fl oods 169 6.1 Models developed in the Netherlands .............................................................................169 6.2 International models .......................................................................................................171 6.3 Human instability in fl owing water .................................................................................175 6.4 Evaluation of models for loss of life estimation ................................................................182 7 A method for the estimation of loss of life caused by fl oods 187 7.1 Introduction and approach .............................................................................................187 7.2 Simulation of fl ood characteristics ..................................................................................189 7.3 Analysis of evacuation and the number of people exposed ...............................................191 7.4 Estimation of the mortality amongst the exposed population ..........................................197 7.5 Discussion of the proposed method for loss of life estimation .........................................217 8 Case study: Preliminary analysis of loss of life caused by the fl ooding of New Orleans after hurricane Katrina 223 8.1 Introduction ...................................................................................................................223 8.2 General information regarding hurricane Katrina ............................................................224 8.3 Simulation of fl ood characteristics ...................................................................................228 8.4 Data regarding Katrina related fatalities ..........................................................................233 8.5 Causes and circumstances of Katrina related fatalities ......................................................235 8.6 Prediction and hindcast of the number of fatalities..........................................................239 8.7 Analysis of the relationship between fl ood characteristics and mortality for New Orleans 240 8.8 Closing discussion ...........................................................................................................251 9 Case study: Flood risk assessment for dike ring South Holland 257 9.1 Introduction ...................................................................................................................257 9.2 Method for fl ood risk analysis .........................................................................................260 9.3 Results of risk quantifi cation ...........................................................................................263 9.4 Comparison of the societal risk for fl ooding with other sectors .......................................270 9.5 Evaluation of the fl ood risk .............................................................................................271 9.6 Concluding remarks ........................................................................................................281 10 Conclusions and recommendations 283 10.1 Conclusions ................................................................................................................283 10.2 Recommendations ......................................................................................................286
Recommended publications
  • Supplement of Storm Xaver Over Europe in December 2013: Overview of Energy Impacts and North Sea Events
    Supplement of Adv. Geosci., 54, 137–147, 2020 https://doi.org/10.5194/adgeo-54-137-2020-supplement © Author(s) 2020. This work is distributed under the Creative Commons Attribution 4.0 License. Supplement of Storm Xaver over Europe in December 2013: Overview of energy impacts and North Sea events Anthony James Kettle Correspondence to: Anthony James Kettle ([email protected]) The copyright of individual parts of the supplement might differ from the CC BY 4.0 License. SECTION I. Supplement figures Figure S1. Wind speed (10 minute average, adjusted to 10 m height) and wind direction on 5 Dec. 2013 at 18:00 GMT for selected station records in the National Climate Data Center (NCDC) database. Figure S2. Maximum significant wave height for the 5–6 Dec. 2013. The data has been compiled from CEFAS-Wavenet (wavenet.cefas.co.uk) for the UK sector, from time series diagrams from the website of the Bundesamt für Seeschifffahrt und Hydrolographie (BSH) for German sites, from time series data from Denmark's Kystdirektoratet website (https://kyst.dk/soeterritoriet/maalinger-og-data/), from RWS (2014) for three Netherlands stations, and from time series diagrams from the MIROS monthly data reports for the Norwegian platforms of Draugen, Ekofisk, Gullfaks, Heidrun, Norne, Ormen Lange, Sleipner, and Troll. Figure S3. Thematic map of energy impacts by Storm Xaver on 5–6 Dec. 2013. The platform identifiers are: BU Buchan Alpha, EK Ekofisk, VA? Valhall, The wind turbine accident letter identifiers are: B blade damage, L lightning strike, T tower collapse, X? 'exploded'. The numbers are the number of customers (households and businesses) without power at some point during the storm.
    [Show full text]
  • Reconstructing the Impact of Nickel Mining Activities On
    Reconstructing the impact of nickel mining activities on sediment supply to the rivers and the lagoon of South Pacific Islands: lessons learnt from the Thio early mining site (New Caledonia) Virginie Sellier, Oldrich Navratil, J. Patrick Laceby, Michel Allenbach, Irène Lefèvre, Olivier Evrard To cite this version: Virginie Sellier, Oldrich Navratil, J. Patrick Laceby, Michel Allenbach, Irène Lefèvre, et al.. Recon- structing the impact of nickel mining activities on sediment supply to the rivers and the lagoon of South Pacific Islands: lessons learnt from the Thio early mining site (New Caledonia). Geomorphology, Elsevier, 2021, 372, pp.107459. 10.1016/j.geomorph.2020.107459. cea-02968814 HAL Id: cea-02968814 https://hal-cea.archives-ouvertes.fr/cea-02968814 Submitted on 16 Oct 2020 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. 1 Reconstructing the impact of nickel mining activities on sediment supply to 2 the rivers and the lagoon of South Pacific Islands: lessons learnt from the Thio 3 early mining site (New Caledonia) 4 Virginie Sellier1 • Oldrich
    [Show full text]
  • Complex and Cascading Triggering of Submarine Landslides And
    ORIGINAL RESEARCH published: 13 December 2018 doi: 10.3389/feart.2018.00223 Complex and Cascading Triggering of Submarine Landslides and Turbidity Currents at Volcanic Islands Revealed From Integration of High-Resolution Onshore and Offshore Surveys Michael A. Clare 1*, Tim Le Bas 1, David M. Price 1,2, James E. Hunt 1, David Sear 3, Matthieu J. B. Cartigny 4, Age Vellinga 2, William Symons 2, Christopher Firth 5 and Shane Cronin 6 1 National Oceanography Centre, University of Southampton Waterfront Campus, Southampton, United Kingdom, 2 National Oceanography Centre, School of Ocean and Earth Science, University of Southampton, Southampton, United Kingdom, 3 Department of Geography & Environment, University of Southampton, Southampton, United Kingdom, 4 Department of Geography, Durham University, Durham, United Kingdom, 5 Department of Earth and Planetary Sciences, Macquarie Edited by: University, Sydney, NSW, Australia, 6 School of Environment, University of Auckland, Auckland, New Zealand Ivar Midtkandal, University of Oslo, Norway Reviewed by: Submerged flanks of volcanic islands are prone to hazards including submarine Gijs Allard Henstra, landslides that may trigger damaging tsunamis and sediment-laden seafloor flows (called University of Bergen, Norway “turbidity currents”). These hazards can break seafloor infrastructure which is critical for Miquel Poyatos Moré, University of Oslo, Norway global communications and energy transmission. Small Island Developing States are *Correspondence: particularly vulnerable to these hazards due to their remote and isolated nature, small size, Michael A. Clare high population densities, and weak economies. Despite their vulnerability, few detailed [email protected] offshore surveys exist for such islands, resulting in a geohazard “blindspot,” particularly in Specialty section: the South Pacific.
    [Show full text]
  • Plants of Kiribati
    KIRIBATI State of the Environment Report 2000-2002 Government of the Republic of Kiribati 2004 PREPARED BY THE ENVIRONMENT AND CONSERVATION DIVISION Ministry of Environment Lands & Agricultural Development Nei Akoako MINISTRY OF ENVIRONMEN P.O. BOX 234 BIKENIBEU, TARAWA KIRIBATI PHONES (686) 28000/28593/28507 Ngkoa, FNgkaiAX: (686 ao) 283 n34/ Taaainako28425 EMAIL: [email protected] GOVERNMENT OF THE REPUBLIC OF KIRIBATI Acknowledgements The report has been collectively developed by staff of the Environment and Conservation Division. Mrs Tererei Abete-Reema was the lead author with Mr Kautoa Tonganibeia contributing to Chapters 11 and 14. Mrs Nenenteiti Teariki-Ruatu contributed to chapters 7 to 9. Mr. Farran Redfern (Chapter 5) and Ms. Reenate Tanua Willie (Chapters 4 and 6) also contributed. Publication of the report has been made possible through the kind financial assistance of the Secretariat of the Pacific Regional Environment Programme. The front coverpage design was done by Mr. Kautoa Tonganibeia. Editing has been completed by Mr Matt McIntyre, Sustainable Development Adviser and Manager, Sustainable Economic Development Division of the Secretariat of the Pacific Regional Environment Programme (SPREP). __________________________________________________________________________________ i Kiribati State of the Environment Report, 2000-2002 Table of Contents ACKNOWLEDGEMENTS .................................................................................................. I TABLE OF CONTENTS .............................................................................................
    [Show full text]
  • Unlocking the Inherent Potential of Plant Genetic Resources: Food Security and Climate Adaptation Strategy in Fiji and the Pacifc
    Environment, Development and Sustainability (2021) 23:14264–14323 https://doi.org/10.1007/s10668-021-01273-8 REVIEW Unlocking the inherent potential of plant genetic resources: food security and climate adaptation strategy in Fiji and the Pacifc Hemalatha Palanivel1 · Shipra Shah2 Received: 20 August 2020 / Accepted: 28 January 2021 / Published online: 17 February 2021 © The Author(s), under exclusive licence to Springer Nature B.V. part of Springer Nature 2021 Abstract Pacifc Island Countries (PICs) are the center of origin and diversity for several root, fruit and nut crops, which are indispensable for food security, rural livelihoods, and cultural identity of local communities. However, declining genetic diversity of traditional food crops and high vulnerability to climate change are major impediments for maintaining agri- cultural productivity. Limited initiatives to achieve food self-sufciency and utilization of Plant Genetic Resources (PGR) for enhancing resilience of agro-ecosystems are other seri- ous constraints. This review focuses on the visible and anticipated impacts of climate ge, on major food and tree crops in agriculture and agroforestry systems in the PICs. We argue that crop improvement through plant breeding is a viable strategy to enhance food security and climatic resilience in the region. The exploitation of adaptive traits: abiotic and biotic stress tolerance, yield and nutritional efciency, is imperative in a world threatened by cli- matic extremes. However, the insular constraints of Fiji and other small PICs are major limitations for the utilization of PGR through high throughput techniques which are also cost prohibitive. Crop Improvement programs should instead focus on the identifcation, conservation, documentation and dissemination of information on unique landraces, com- munity seed banks, introduction of new resistant genotypes, and sustaining and enhancing allelic diversity.
    [Show full text]
  • International Catastrophe Pooling for Extreme Weather
    International Catastrophe Pooling for Extreme Weather An Integrated Actuarial, Economic and Underwriting Perspective October 2019 2 International Catastrophe Pooling for Extreme Weather An Integrated Actuarial, Economic and Underwriting Perspective AUTHORS Andreas Bollmann SPONSOR Society of Actuaries Shaun S. Wang, Ph.D., FCAS, CERA Andreas Bollmann is Partner of Dr. Schanz, Alms & Company in Zurich, Switzerland. Dr. Shaun Wang is Professor at Nanyang Technological University (Singapore) and Founder of Risk Lighthouse LLC (USA) Acknowledgment: This research is commissioned by the Society of Actuaries. We thank members of the Project Oversight Group and reviewers including Sara Goldberg, Marlene Howard, Nan Jiang, Achille Sime and Remi Villeneuve. Our gratitude also goes to Dale Hall, Scott Lennox and Erika Schulty for their guidance and support. Kai-Uwe Shanz and Simon Young have provided valuable input and comments. Caveat and Disclaimer The opinions expressed and conclusions reached by the authors are their own and do not represent any official position or opinion of the Society of Actuaries or its members. The Society of Actuaries makes no representation or warranty to the accuracy of the information Copyright © 2019 by the Society of Actuaries. All rights reserved. 3 CONTENTS Executive Summary of “International Catastrophe Pooling for Extreme Weather” .................................................... 4 Section 1: Extreme Weather Disaster Losses and Insurance Protection Gap .............................................................
    [Show full text]
  • Learning Lessons from the 2007 Floods
    Interim Report Learning lessons from the 2007 floods lessons from Learning Learning lessons from the 2007 floods An independent review by Sir Michael Pitt The Pitt Review Cabinet Office 22 Whitehall London SW1A 2WH Tel: 020 7276 5300 Fax: 020 7276 5012 E-mail: [email protected] Sir Michael by Pitt review independent An www.cabinetoffice.gov.uk/thepittreview Publication date: December 2007 © Crown copyright 2007 The text in this document may be reproduced free of charge in any format or media without requiring specific permission. This is subject to the material not being used in a derogatory manner or in a misleading context. The source of the material must be acknowledged as Crown copyright and the title of the document must be included when reproduced as part of another publication or service. The material used in this publication is constituted from 75% post consumer waste and 25% virgin fibre December 2007 December Ref: 284668/1207 Prepared for the Cabinet Office by COI Communications Home Office figures show Areas of Lincolnshire and East Yorkshire, WEATHER REPORT WEATHER REPORT NEWS REPORT WEATHER REPORT Summer 2007 that 3,500 people have which supply about 40% of British produce, Severe thunderstorms A month’s rain falls Overnight rain causes Some parts of Yorkshire receive over four times the been rescued from flooded see thousands of tonnes of vegetables ruined. homes and a further 4,000 and the resulting floods in one hour in Kent. floods in Boscastle, average monthly rainfall. Severe rain in Hull causes Experts predict that floods will cost an extra Floods Timeline call-outs were made by leave parts of the Residents of Folkestone three years after record surface water floods.
    [Show full text]
  • Governance and Adaptation for Future Flood Risk Total Synthesis Of
    Risky Environments: Governance and Adaptation for Future Flood Risk Rhiannon Niven BSoc Sc (Psych) – The University of Adelaide, South Australia BEnv St – The University of Adelaide, South Australia BEnv Policy Mgt (Hons) – The University of Adelaide, South Australia Department of Geography, Environment and Population School of Social Sciences Faculty of Arts University of Adelaide Thesis submitted for the Degree of Doctor of Philosophy July 2017 1 Table of Contents Table of Contents ....................................................................................................................... ii List of Tables .............................................................................................................................. i List of Figures ............................................................................................................................ ii Abstract ..................................................................................................................................... iii Declaration ................................................................................................................................ iv Acknowledgements .....................................................................................................................v Acronyms and Abbreviations ................................................................................................... vi Chapter 1: Introduction ...........................................................................................................1
    [Show full text]
  • Indicative List of Dissertations for the Msc Disaster Management and Sustainable Development Taught Programme
    Indicative List of Dissertations for the MSc Disaster Management and Sustainable Development Taught Programme Author Year Title of Exam Abdula, Angela 2003 How does the local level health service in Mozambique cope with disaster situations? Abdula-Knight, Aida 2004 Sustainability of development: A case study of a Mozambican NGO Abebe, Moges Tefera 2004 Risk management orientated food security information systems Abudena, Hana 2010 Investigation of road traffic accidents in Libya Acheamfour, Kofi Baah 2003 Assessing the impact of food aid on education development: A case study of the WFP's school feeding programme in Malawi Ahmad, Mumtaz 2003 Recreating livelihood security in Afghanistan Alam, Edris 2007 Understanding vulnerability and local responses to cyclone disasters: Experiences from the Bangladesh coast Almazrooie, Yaser 2014 An evaluation of disaster risk reduction - a focus on flood early warning system in Jeddah, Saudi Arabia Amadi, Richard Okenna 2012 Petroleum products spill impacts, emergency responses and the development of the Niger Delta, Nigeria Anu, Mbakem Evarist 2003 Post-conflict livelihood security in the Congo - Brazzaville Archbold, Kevin 2011 With consideration to current planning, resources and capacities, is a mass evacuation possible in the United Kingdom? Aryal, Komal Raj 2002 Disaster management system in Nepal: a study of the perceptions of marginalised groups in relation to disasters and a disaster management project in Nepal Aryal, Rebecca 2010 Nepali body weight, diet and lifestyle: attitudes, perceptions
    [Show full text]
  • Matrix of Risks Distribution - Roads
    THIS DOCUMENT HAS BEEN PREPARED FOR THE PURPOSES OF THE PPP IN INFRASTRUCTURE RESOURCE CENTER FOR CONTRACTS, LAWS AND REGULATIONS. IT IS A DOCUMENT FOR GENERAL GUIDANCE PURPOSES ONLY AND SHOULD NOT BE USED AS A SUBSTITUTE FOR SPECIFIC LEGAL ADVICE FOR A PROJECT. Matrix of Risks Distribution - Roads RISK DISTRIBUTION METHODOLOGY This paper addresses the identification of risk generically rather than on a specific or a quantative basis. The allocation of risk is based upon a review of a number of road projects which review considered issues on a country specific basis taking into account the law, practice, customs and economics associated with the project and the country. The risks are common to many of the projects reviewed (and many others) but the solutions adopted will be case specific. The approach is based on practical experience of producing risk registers or matrices in a number of countries and on a number of different projects. The purpose of the analysis is to inform users of the World Bank Infrastructure and Law Web-Site of the key risks associated with Road Projects and to form the basis of addressing those risks in the Concession Agreement. The groupings of risk have been synthesized from a larger set of risks. Having identified the risks it will be then necessary to consider the effect on the Project. Internationally many projects have been developed using special purpose companies (SPCs) who raise finance on a limited recourse finance basis. The effect of this is that the SPCs are heavily geared (have high borrowings as against the equity base).
    [Show full text]
  • Cisr Elements of Risk Management
    ELEMENTS OF RISK CISR MANAGEMENT STUDY GUIDE Elements of Risk Management | i © 2021 by The National Alliance for Insurance Education & Research Published in the United States by The National Alliance for Insurance Education & Research P.O. Box 27027 Austin, Texas 78755-2027 Telephones: 512.345.7932 800.633.2165 www.TheNationalAlliance.com Disclaimer: This publication is intended for general use and may not apply to every professional situation. For any legal and/or tax-related issues, consult with competent counsel or advisors in the appropriate jurisdiction or location. The National Alliance and any organization for which this seminar is conducted shall have neither liability nor responsibility to any person or entity with respect to any loss or damage alleged to be caused directly or indirectly as a result of the information contained in this publication. Insurance policy forms, clauses, rules, court decisions, and laws constantly change. Policy forms and underwriting rules vary across companies. The use of this publication or its contents is prohibited without the express permission of The National Alliance for Insurance Education & Research. ii | © 2021 THE NATIONAL ALLIANCE FOR INSURANCE EDUCATION & RESEARCH ELEMENTS OF RISK CISR MANAGEMENT STUDY GUIDE This Study Guide has been prepared to enhance your learning experience. It contains all of the Check-in questions, Knowledge Checks, and Self-Quizzes contained within the course, along with an Answer Key and Glossary. Use it as a tool to help practice and assess your knowledge of the course material, but do not mistake it for a comprehensive "short- cut" to preparing for the final exam. Be sure to take a look at the section, "Resources," that follows the Answer Key in this Study Guide.
    [Show full text]
  • The Story of a Hurricane: Local Government, Ngos, and Post‐Disaster Assistance
    CDEP‐CGEG WORKING PAPER SERIES CDEP‐CGEG WP No. 86 The Story of a Hurricane: Local Government, NGOs, and Post‐Disaster Assistance Ben Fitch‐Fleischmann and Evan Plous Kresch June 2020 The Story of a Hurricane: Local Government, NGOs, and Post-Disaster Assistance∗ Ben Fitch-Fleischmann Evan Plous Kresch Abstract After catastrophes, international donors offering assistance must decide whether to channel their resources via the local government or non-governmental organizations (NGOs). We examine how these channels differ in the timing, locations, and popula- tions that they assist by combining data on aid received by Nicaraguan households over ten years with municipal election results and an exogenous measure of a catastrophe (Hurricane Mitch). In the short term (0-3 years post), NGOs provided aid accord- ing to hurricane severity with no evidence of political influence, while government aid allocations were unrelated to hurricane severity. Instead, the evidence suggests that short-term government aid was distributed along political lines, though in a nuanced way. The catastrophe also had long-term effects on aid, with households in the disaster area receiving significantly more aid than households in other areas|from both NGOs and the government|in the period 3 to 7 years after the hurricane. Keywords: development aid, non-governmental organizations, climate change, hurricane, Nicaragua JEL classification: Q01, Q54, O12 ∗Fitch-Fleischmann is an energy supply planning manager at NorthWestern Energy; Kresch is an assistant professor of Economics at Oberlin College. Corresponding author: Kresch ([email protected]). We are grateful to Alfredo Burlando, Trudy Cameron, Amy Damon, and Glen Waddell for helpful comments.
    [Show full text]