<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d1 20130915//EN" "http://jats.nlm.nih.gov/publishing/1.1d1/JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JAMBA</journal-id>
<journal-title-group>
<journal-title>J&#x00E0;mb&#x00E1; - Journal of Disaster Risk Studies</journal-title>
</journal-title-group>
<issn pub-type="ppub">1996-1421</issn>
<issn pub-type="epub">2072-845X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JAMBA-9-370</article-id>
<article-id pub-id-type="doi">10.4102/jamba.v9i1.370</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Urban settlements&#x2019; vulnerability to flood risks in African cities: A conceptual framework</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">http://orcid.org/0000-0002-6462-1397</contrib-id>
<name>
<surname>Salami</surname>
<given-names>Rafiu O.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">http://orcid.org/0000-0002-2040-9298</contrib-id>
<name>
<surname>von Meding</surname>
<given-names>Jason K.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">http://orcid.org/0000-0002-4939-5942</contrib-id>
<name>
<surname>Giggins</surname>
<given-names>Helen</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>School of Architecture and Built Environment, University of Newcastle, Australia</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Rafiu Salami, <email xlink:href="rafiuolugbenga.salami@uon.edu.au">rafiuolugbenga.salami@uon.edu.au</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>27</day><month>02</month><year>2017</year></pub-date>
<pub-date pub-type="collection"><year>2017</year></pub-date>
<volume>9</volume>
<issue>1</issue>
<elocation-id>370</elocation-id>
<history>
<date date-type="received"><day>23</day><month>08</month><year>2016</year></date>
<date date-type="accepted"><day>24</day><month>11</month><year>2016</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2017. The Authors</copyright-statement>
<copyright-year>2017</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/2.0/">
<license-p>AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<p>In the recent past, the frequency and gravity of large-scale flood disasters have increased globally, resulting in casualties, destruction of property and huge economic loss. The destructive flood disaster devastating Louisiana, USA, is a recent example. Despite the availability of advanced technological capabilities for dealing with floods in developed nations, flood disasters continue to become more rampant and disastrous. Developing countries in Africa such as Benin, Ghana, Nigeria, Senegal and Sudan have recently experienced severe flooding, leaving a considerable number of human casualties and thousands displaced. In African cities, most vulnerable urban residents usually have lesser capacity and fewer resources to recover from the shocks of disaster as a result of the failure of governments to build human security for poor African residents. Many scholars have acknowledged the lack of appropriate vulnerability assessment frameworks and policies, questioning the efficiency and effectiveness of the tested models in Africa. The ability to accurately identify, measure and evaluate the various vulnerabilities of affected people and communities is a right step towards reducing disaster risk. This article aimed at developing a framework for assessing urban settlements&#x2019; vulnerability to flood risks in Africa. The framework is currently being tested to assess various dimensions of vulnerability drivers in three urban communities in Ibadan metropolis, the third largest city in Nigeria, focusing more on flood risk perceptions and behaviour of the risk bearers. It uses participatory and mixed method approaches to socially construct vulnerability of populations at risk. This model emanates from the evaluation of considerable relevant literature and an array of vulnerability assessment frameworks. It integrates some approaches that are applicable to African cities in a bid to create a versatile tool to assess, identify and mitigate the effects of flood disaster risk and reduce urban poor&#x2019;s vulnerability to natural and human-induced hazards.</p>
</abstract>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>There is an increase in the magnitude and scale of natural and human-induced disasters, in particular the hydro-meteorological-related disasters such as floods and windstorms (Cutter, Boruff &#x0026; Shirley <xref ref-type="bibr" rid="CIT0027">2003</xref>; Vos et al. <xref ref-type="bibr" rid="CIT0095">2010</xref>). It is widely acknowledged that floods are the most frequent and widespread disaster in the world, causing devastating effects on the lives of millions of people and their properties, as well as infrastructure and the natural environment (EM-DAT <xref ref-type="bibr" rid="CIT0031">2015</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>). The increase in population growth, rapid urbanisation, the spread of unplanned land use and consequent effects of change in climate are leading causes of natural and human-made disasters. The Intergovernmental Panel on Climate Change (IPCC) has warned on many occasions that the frequency and gravity of extreme weather events such as drought and excessive rainfalls resulting in flood and landslides are unstoppable because of the human interference with the climate system (Hardoy, Mitlin &#x0026; Satterthwaite <xref ref-type="bibr" rid="CIT0041">2013</xref>; IPCC <xref ref-type="bibr" rid="CIT0047">2013</xref>; Mitlin &#x0026; Satterthwaite <xref ref-type="bibr" rid="CIT0063">2013</xref>).</p>
<p>The ensuing risks of climate change and natural hazards like floods largely affect the urban poor living in cities particularly in developing countries because of their usual location in urban areas with unique spatial characteristics denoting informal settlements (Baker <xref ref-type="bibr" rid="CIT0010">2012</xref>). According to UN-Habitat (<xref ref-type="bibr" rid="CIT0086">2011</xref>), informal settlements are residential houses where inhabitants lack basic services, security of tenure and non-compliance with building regulations. Most of these informal settlements inhabitants are vulnerable to multiple hazards because of their living conditions that are characterised by inadequate basic services, infrastructure and closeness to dangerous zones such as floodplains, rivers and other unsafe areas (Baker <xref ref-type="bibr" rid="CIT0010">2012</xref>).</p>
<p>For example, in some urban settlements in Ibadan metropolis, there is an array of congested poor houses which are unfit for habitation, characterised by unhealthy neighbourhood conditions, indiscriminate dumping of wastes and inadequate infrastructural facilities. More importantly, flood disaster is not a recent experience in Ibadan metropolis. According to many researchers, in Ibadan alone, more than 16 devastating flood disasters of varying degrees have occurred with records of more than 35 000 deaths and economic loss worth several millions of naira (Agbola et al. <xref ref-type="bibr" rid="CIT0006">2012</xref>; Ajayi et al. <xref ref-type="bibr" rid="CIT0007">2012</xref>; Eguaroje et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>; Tomori <xref ref-type="bibr" rid="CIT0085">2008</xref>). Therefore, the urban settlements&#x2019; exposure to disaster risks is likely to intensify urban poverty, lack of societal resilience and their vulnerability.</p>
<p>In the recent times, the hydrological and meteorological disasters such as floods, droughts and weather storms have been prominent worldwide. For instance, in sub-Saharan Africa, the cumulative effect of the last decades indicates that floods and droughts alone are responsible for around 80&#x0025; of disaster-related deaths and 70&#x0025; of economic losses (Ndaruzaniye et al. <xref ref-type="bibr" rid="CIT0067">2010</xref>). The studies that detailed the better comprehension of the intensity and scale of urban settlements&#x2019; exposure to flood risks in African cities are still limited (Adelekan <xref ref-type="bibr" rid="CIT0003">2011</xref>; Nkwunonwo, Malcolm &#x0026; Brian <xref ref-type="bibr" rid="CIT0069">2015</xref>). To achieve a detailed, sustainable and community participatory flood risk management, a better understanding of flood hazards, flood vulnerability and flood risk perception is essential. The objective of this article is to develop a framework that addresses the human settlements&#x2019; vulnerability to flood disaster risk in African cities by providing deep understanding of the concept; identification and assessment of the flood risks; exposure, susceptibility and adaptive coping capacity in the context of households&#x2019; or communities&#x2019; social, economic, cultural, institutional and physical vulnerabilities.</p>
</sec>
<sec id="s0002">
<title>Flood risks in African cities</title>
<p>Globally, floods account for more than 55&#x0025; of all fatalities with nearly 2.5 billion people affected (EM-DAT <xref ref-type="bibr" rid="CIT0031">2015</xref>) and more than 30&#x0025; of global economic losses from natural disasters (Hallegatte et al. <xref ref-type="bibr" rid="CIT0040">2013</xref>). Floods are the most frequent and widespread disaster in Africa, particularly in sub-Saharan Africa (Douglas et al. <xref ref-type="bibr" rid="CIT0028">2008</xref>). For example, an average of 500 000 people per year are affected by floods in West Africa alone (Jacobsen, Webster &#x0026; Vairavamoorthy <xref ref-type="bibr" rid="CIT0048">2012</xref>). Meanwhile, the projected average annual population to be affected by river floods is around 21 million people worldwide and is likely to rise to 54 million by 2030 (World Resources Institute [WRI] <xref ref-type="bibr" rid="CIT0100">2016</xref>).</p>
<p>In sub-Saharan Africa alone, 654 floods have affected 38 million people with around 13 000 deaths recorded in the last 33 years (Tiepolo <xref ref-type="bibr" rid="CIT0084">2014</xref>). Tiepolo affirms that these outrageous figures necessitate the urgent need to seek for an effective solution to mitigate flood risk in the context of adaptation to climate change (Tiepolo <xref ref-type="bibr" rid="CIT0084">2014</xref>). In Nigeria, the flood disasters that occurred in 2012 affected 32 of the country&#x2019;s 36 states, with 24 states severely affected, and an estimated total of 7.7 million people (Nkwunonwo, Whitworth &#x0026; Baily <xref ref-type="bibr" rid="CIT0070">2015</xref>). In East Africa, according to Douglas et al. (<xref ref-type="bibr" rid="CIT0028">2008</xref>), flooding and mudslides wreaked havoc in countries like Kenya, Burundi, Rwanda, Tanzania and Uganda, leaving tens of thousands of people displaced from their homes with more than 112 human casualties.</p>
<p>Flood risks in African cities have been largely exacerbated as a result of anthropogenic influence which immensely contributed to the flood disaster risk (Agbola et al. <xref ref-type="bibr" rid="CIT0006">2012</xref>; EM-DAT <xref ref-type="bibr" rid="CIT0031">2015</xref>). For example, human activities such as rapid urbanisation, uncontrolled urban growth, unregulated informal settlements on the low-lying floodplain areas, disregard to waste management and poor maintenance of drainage are major contributors to flood risk (Douglas et al. <xref ref-type="bibr" rid="CIT0028">2008</xref>; Eguaroje et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>).</p>
<p>Urban settlements in African cities are commonly ravaged by flash, pluvial, fluvial and coastal flooding (Douglas et al. <xref ref-type="bibr" rid="CIT0028">2008</xref>). According to Few (<xref ref-type="bibr" rid="CIT0034">2003</xref>) and Vojinovi&#x0107; (<xref ref-type="bibr" rid="CIT0092">2015</xref>), fluvial floods are also known as riverine flooding which is triggered by excessive rainfall over a couple of hours causing a river to exceed its limit, overtopping natural or artificial defences and inundating urban areas. Coastal floods usually affect cities that have close proximity to the ocean or the coastal environment as a result of storm surges influenced by the seasonal interruption (Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>). Flash floods resulting from the direct rapid response to the high intensity of rainfall mostly occur in steep slopes. Pluvial floods usually occur in urban areas during intense rainfall which could overwhelm the capacity of drainage systems (Begum, Stive &#x0026; Hall <xref ref-type="bibr" rid="CIT0012">2007</xref>; Houston et al. <xref ref-type="bibr" rid="CIT0045">2011</xref>; Merz, Thieken &#x0026; Gocht <xref ref-type="bibr" rid="CIT0060">2007</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>). For instance, Ogunpa flood disaster that occurred in Ibadan, which claimed more than 200 human lives and destroyed assets worth millions of naira, was facilitated by combinations of flash, fluvial and pluvial flooding (Etuonovbe <xref ref-type="bibr" rid="CIT0032">2011</xref>).</p>
</sec>
<sec id="s0003">
<title>Concepts of vulnerability</title>
<p>A clear understanding of vulnerability is an important ingredient for a successful framework development in the context of assessing urban settlements&#x2019; vulnerability in African cities. The word &#x2018;vulnerability&#x2019; has multi-dimensional definitions (Birkmann <xref ref-type="bibr" rid="CIT0016">2006b</xref>; Vogel &#x0026; O&#x2019;Brien <xref ref-type="bibr" rid="CIT0091">2004</xref>), and there is no single absolute explanation that is regarded as the best conceptualisation of vulnerability (Kasperson &#x0026; Archer <xref ref-type="bibr" rid="CIT0051">2005</xref>). Many scholars have given an array of definitions for vulnerability in different context, for instance, the definition of vulnerability to natural and human-induced hazards in relation to climate change (IPCC <xref ref-type="bibr" rid="CIT0046">2001</xref>), in the context of environmental hazards (United Nations International Strategy for Disaster Reduction <xref ref-type="bibr" rid="CIT0089">2004</xref>) and with regard to floods (Connor &#x0026; Hiroki <xref ref-type="bibr" rid="CIT0025">2005</xref>; Van der Veen &#x0026; Logtmeijer <xref ref-type="bibr" rid="CIT0090">2005</xref>).</p>
<p>The vulnerability is commonly applied to a social system as a series of conditions and processes occurring from physical, social, economic and environmental circumstances, which increase the susceptibility of a society, property or environment to the impact of hazards (United Nations International Strategy for Disaster Reduction <xref ref-type="bibr" rid="CIT0089">2004</xref>; Wilson <xref ref-type="bibr" rid="CIT0096">2012</xref>). However, most climate researchers embrace a popular vulnerability definition given by the IPCC, which describes vulnerability as the degree to which a system is susceptible to, or unable to cope with, adverse effects of climate change (IPCC <xref ref-type="bibr" rid="CIT0046">2001</xref>). In a nutshell, considerable authors view vulnerability in the context of variation in exposure to hazards, while others see it as variation in humans&#x2019; capacity to cope with hazards (Few <xref ref-type="bibr" rid="CIT0034">2003</xref>).</p>
<p>A society or city is said to be vulnerable when its characteristics and circumstances make it susceptible to the damaging effects of a risk (Kidokoro <xref ref-type="bibr" rid="CIT0054">2008</xref>). Therefore, vulnerability in this study depicts circumstances triggered by various phenomena in the form of physical, social, economic, cultural and environmental factors which make a society, system or asset susceptible to natural and human-made hazards. With regard to flood risk, Parker (<xref ref-type="bibr" rid="CIT0077">2000</xref>) affirms the significance of applying the environmental approach (social and physical environments) to determine the flood vulnerability of a household or community and that social aspect should be more explored in detail.</p>
<p>Several studies (Brooks <xref ref-type="bibr" rid="CIT0019">2003</xref>; Downing et al. <xref ref-type="bibr" rid="CIT0029">2005</xref>; F&#x00FC;ssel <xref ref-type="bibr" rid="CIT0035">2007</xref>; Luers et al. <xref ref-type="bibr" rid="CIT0058">2003</xref>; Metzger, Leemans &#x0026; Schr&#x00F6;ter <xref ref-type="bibr" rid="CIT0061">2005</xref>) have seen vulnerability as closely inclined to a set of conditions before it can successfully be expressed, assessed and analysed. F&#x00FC;ssel (<xref ref-type="bibr" rid="CIT0035">2007</xref>) posits that four dimensions are essential to explain a vulnerable situation. Firstly, system or unit of analysis such as a geographical area and women group; secondly, an attribute of concern such as housing quality, health issues and human livelihood; thirdly, the hazard of concern such as floods; and finally, the temporal reference such as a short period of time or long period of time of fluvial floods assessment. A good example of detailed nomenclature of a flood vulnerability can be adequately explained by emphasising a system&#x2019;s vulnerability to a hazard (flood) in the context of a particular system (urban settlement), in a specific location (Ibadan), in a scenario of stressors (social or environmental) and in a period of time (August 2011) (Metzger et al. <xref ref-type="bibr" rid="CIT0061">2005</xref>).</p>
<p>The combination of quantitative and qualitative methods for measuring vulnerability is crucial, particularly when identifying and measuring risks and vulnerabilities before and after disasters have occurred (Birkmann <xref ref-type="bibr" rid="CIT0017">2007</xref>). Many researchers have tested this approach for better understanding the levels of vulnerability of population groups or communities and the specific climatic threat they encounter (Adger et al. <xref ref-type="bibr" rid="CIT0005">2004</xref>; Mustafa et al. <xref ref-type="bibr" rid="CIT0065">2011</xref>). Mixed methods approach considers the social aspects of the individuals, households or community and involves the participation of population groups expressing their perceptions to the risks within a specific region (Wisner &#x0026; Birkmann <xref ref-type="bibr" rid="CIT0098">2006</xref>). More importantly, mixed methods, according to Creswell (<xref ref-type="bibr" rid="CIT0026">2014</xref>), combine both quantitative and qualitative approaches to benefit from their strengths which will result in the emergence of multiple forms of vulnerability measurement. These include a deductive approach that uses indicators and inductive or participatory approach that involves vulnerable population identifying their own perspective of vulnerability and resilience (Kuhlicke et al. <xref ref-type="bibr" rid="CIT0057">2011</xref>).</p>
<p>Meanwhile, a community-based and participatory approach which combines quantitative and qualitative methods has been acknowledged as the best alternative for flood risk assessment (Vojinovi&#x0107; et al. <xref ref-type="bibr" rid="CIT0094">2014</xref>). This approach facilitates a holistic analysis of flood vulnerability assessments to be achieved through integration of qualitative methods (qualitative expressions, perceptions, opinions, beliefs and feelings) for social vulnerability assessment and use of quantitative methods (e.g. questionnaire) to measure physical vulnerability aspects of households or the community at risk (Rufat et al. <xref ref-type="bibr" rid="CIT0080">2015</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>). According to Niyibizi, Mpeirwe and Ajambo (<xref ref-type="bibr" rid="CIT0068">2013</xref>), to facilitate the implementation of disaster risk reduction project, an integrated and multi-disciplinary approach towards vulnerability assessment and adaptation planning needs to be considered. There are limited empirical studies that use participatory approaches and integration of mixed methods for flood vulnerability assessment, particularly for flood risk perception (Herslund et al. 2015; Rufat et al. <xref ref-type="bibr" rid="CIT0080">2015</xref>).</p>
</sec>
<sec id="s0004">
<title>Overview of the key vulnerability frameworks</title>
<p>In the last decades, several vulnerability frameworks have been developed to assess people&#x2019;s susceptibility to multiple hazards. Despite the emergence of a considerable number of models to measure vulnerability, Birkmann (<xref ref-type="bibr" rid="CIT0015">2006a</xref>) posits that researchers were still unable to describe the term accurately. This is evident as lack of availability of detailed vulnerability assessment tools at local levels (individual, household, and community) is prevalent (Ciurean, Schr&#x00F6;ter &#x0026; Glade <xref ref-type="bibr" rid="CIT0024">2013</xref>). Most residents in cities of African countries are vulnerable to multiple hazards such as floods and droughts because of their varying conditions determined by biophysical and socioeconomic characteristics. The authors review some of the relevant vulnerability frameworks and integrate them to develop a new suitable model that will be useful to create effective and efficient flood risk management tools for African cities. The carefully selected frameworks include the Pressure and Release (PAR), the Borgadi, Birkmann and Cardona (BBC) and CLimate change and Urban Vulnerability in Africa (CLUVA) frameworks.</p>
<p>The PAR model consolidates on the empirical findings of Chambers (<xref ref-type="bibr" rid="CIT0023">1989</xref>) who concludes that human settlements&#x2019; exposure to particular biophysical and social risk can be resisted based on individuals&#x2019; or households&#x2019; or community capacity to mitigate with various adaptive mechanisms (Chambers <xref ref-type="bibr" rid="CIT0023">1989</xref>). PAR model uses pseudo-equation (<italic>R = H &#x00D7; V</italic>) to define risk as a product of hazard and vulnerability (Blaikie et al. <xref ref-type="bibr" rid="CIT0018">1994</xref>, 2014). The PAR model views disaster as the intersection of opposing forces: a production of social processes on the one hand, and natural hazard event on the other. It further establishes three levels of progressions: root causes; dynamic pressures; and unsafe condition to explain the human vulnerability determinant factors and situations that increase disaster risks (Wisner et al. <xref ref-type="bibr" rid="CIT0099">2004</xref>). It is generally known as vulnerability conceptual framework that centres on explaining the determinant drivers of vulnerability. However, PAR model is just a tool for vulnerability explanation that lacks measuring capability. It also gives more weight to global and regional levels in terms of vulnerable analyses.</p>
<p>The BBC framework adopts the three cardinals of sustainable development (social, economic and environment aspects) linked with disaster reduction in its vulnerability assessment framework emphasising the environmental part of vulnerability (Green, Parker &#x0026; Tunstall <xref ref-type="bibr" rid="CIT0038">2000</xref>). It further analyses the vulnerability concept that defined exposed system and people&#x2019;s coping capacities, as well as differentiating between the period for risk preparedness (<italic>t</italic> = 0) and disaster or emergency management (<italic>t</italic> = 1). This signifies that vulnerability assessment is not just about damage evaluation (Ardestani, Fisher &#x0026; Balzter). Despite the integration of many frameworks to create the BBC model, it does not indicate the association between livelihood and vulnerability. It lacks other vital vulnerability determinant factors that relate to institutional or political issues.</p>
<p>The CLUVA model was developed specifically for vulnerability assessment of urban systems, residents and assets in the context of natural and human-made disasters in Africa. It shares some similarities with the PAR and BBC frameworks in areas of vulnerability concept in terms of the exposure, susceptibility and coping/adaptive capacity, as well as assessment at three levels of population groups: individual, household and community. The CLUVA model identifies with four vulnerability dimensions to assess different levels of a unit of analysis (Jean-Baptiste, Kabisch &#x0026; Kuhlicke <xref ref-type="bibr" rid="CIT0050">2013</xref>).</p>
<p>Given the global acknowledgement of the recurring and devastating effects of flooding and dire necessity to minimise vulnerability, there is a need to develop a robust flood vulnerability assessment that embraces socially constructed evaluation, participatory and mixed method approaches that enable effective comprehensive assessment of vulnerable population or area. Therefore, this study evaluates the applicability of the existing assessment framework, considering the emphasis on multi-dimensional nature (different dimensions of groups), scale dependence (unit of analysis) and dynamism of factors that influence vulnerability. The study integrates and develops the appropriate flood vulnerability assessment framework for African cities.</p>
</sec>
<sec id="s0005">
<title>Flood vulnerability assessment framework for African cities</title>
<p>The aim of any vulnerability assessment is to identify why a population or a system is vulnerable to single or multiple hazards (Janssen &#x0026; Ostrom <xref ref-type="bibr" rid="CIT0049">2006</xref>). The major purpose of developing this flood vulnerability assessment tool is to capture the real conditions of a specific population group in flooded area that is directly affected or likely to be affected by natural and human-induced hazards (hydro-meteorological hazards), so as to design disaster risk reduction strategies that can be applied in decision-making processes (Takemoto <xref ref-type="bibr" rid="CIT0083">2011</xref>). Given the fact that vulnerability is multi-dimensional and unequal, scale dependent and dynamic (Vogel &#x0026; O&#x2019;Brien <xref ref-type="bibr" rid="CIT0091">2004</xref>) and that application of the African context of flood vulnerability frameworks that embrace holistic approaches is still limited (UNISDR <xref ref-type="bibr" rid="CIT0088">2011</xref>), we therefore propose a flood vulnerability assessment framework (<xref ref-type="fig" rid="F0001">Figure 1</xref>) that emphasises a participatory and integrated approach for African cities. The framework is presently undergoing empirical tests to purposely explore different characteristics of residents&#x2019; vulnerability to flooding risk, starting with Ibadan metropolis, south-western Nigeria (targeting three urban communities). The objective of the framework includes flood risk identification; risk assessment; elements at risk identification; vulnerability assessment; comparative analysis of vulnerabilities between communities; and the creation of flood risk management tool.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>The flood vulnerability assessment: conceptual framework for African cities.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="JAMBA-9-370-g001.tif"/>
</fig>
<p>This proposed flood vulnerability assessment framework exemplifies how urban settlements in typical African cities interact with natural and human-induced hazards which could cause disasters (such as urban floods) that are likely to affect vulnerable urban poor residents (Blaikie et al. <xref ref-type="bibr" rid="CIT0018">1994</xref>). The poor residents&#x2019; flood vulnerability is as a result of social processes and underlying causes which Birkmann (<xref ref-type="bibr" rid="CIT0016">2006b</xref>) describes the three progressions of vulnerability: root causes, dynamic pressures and unsafe conditions. This framework adopts the three stages of vulnerability (<xref ref-type="fig" rid="F0001">Figure 1</xref>) as applies to urban settlements in African cities. For instance, underlying root causes of flood vulnerability in African cities are triggered by differential access to livelihood income, tenure security and bad governance, among others (Baker <xref ref-type="bibr" rid="CIT0010">2012</xref>). The progression of the flood vulnerability ranges from root causes to dynamic pressures (such as unhealthy and urban growths, demographic pressure) and unsafe conditions (such as hazardous locations and deficient housing and infrastructure), which could lead to varying scales of flood disaster risk. Flood disaster risk reduction interventions such as structural and non-structural can reduce flood vulnerability through the application of result-oriented flood risk management (FRM) tools.</p>
<p>This African context of flood framework assessment uses vulnerability as a precursor for risk reduction (Ciurean et al. <xref ref-type="bibr" rid="CIT0024">2013</xref>), and puts flood risk bearers (human system) on the central stage, focusing on adaptive coping capacity of the society and ability to resist, respond and recover from impact of natural hazards such flooding (Blaikie et al. <xref ref-type="bibr" rid="CIT0018">1994</xref>). It also recognises that flood vulnerability is determined by three factors: (1) the degree of exposure; the probability that population groups and their assets like properties, infrastructure and cultural heritage will be struck by flooding (Penning-Rowsell et al. <xref ref-type="bibr" rid="CIT0079">2005</xref>). The flood duration, intensity, velocity, frequency and water level of a flooded area are measurable and (2) susceptibility; relates to the extent to which economic values, building structures and people in a flood-prone region are likely to be harmed by flood hazards (Balica &#x0026; Wright <xref ref-type="bibr" rid="CIT0011">2010</xref>; Begum et al. <xref ref-type="bibr" rid="CIT0012">2007</xref>). The population density, economic values and building structures in a specific flooded area can be measured and (3) resilience; relates to a long time social, economic, technological and cultural adaptive coping mechanisms to mitigate flood risk (Cardona <xref ref-type="bibr" rid="CIT0022">2001</xref>). The adaptive coping mechanisms are largely influenced by individuals&#x2019; or households&#x2019; flood risk perceptions, flood awareness, flood knowledge, experience and coping strategies to minimise flood risk. These flood risk perceptual indicators or criteria are difficult to measure through quantitative methods (Rufat et al. <xref ref-type="bibr" rid="CIT0080">2015</xref>).</p>
<p>Each of the three factors of flood vulnerability provides different vulnerability drivers with varieties of selected indicators. It is important to acknowledge that vulnerability is circumstance-specific; therefore, indicators or variables should be selected based on specific type of hazards such as flooding, and should also be based on specific issues such as flood risk preparedness or flood preparatory measures (Buckle, Mars &#x0026; Smale <xref ref-type="bibr" rid="CIT0021">2000</xref>; King &#x0026; MacGregor <xref ref-type="bibr" rid="CIT0056">2000</xref>; Oulahen <xref ref-type="bibr" rid="CIT0073">2015</xref>). The carefully selected indicators are categorised by the researcher under five vulnerability drivers (<xref ref-type="fig" rid="F0001">Figure 1</xref>). These are physical, social, economic, attitudinal and institutional drivers of vulnerability, which were adapted and integrated from an array of studies (Birkmann <xref ref-type="bibr" rid="CIT0017">2007</xref>; Chambers <xref ref-type="bibr" rid="CIT0023">1989</xref>; Jean-Baptiste et al. <xref ref-type="bibr" rid="CIT0050">2013</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>) to be appropriate for the community-based flood vulnerability assessment framework in the context of African cities.</p>
<p>The authors integrate attitudinal drivers to understand psycho-social behavioural indicators such as cultural beliefs, flood risk perceptions, awareness and adaptive coping mechanisms through participatory approaches to achieve more robust evaluation tools regarding social vulnerability. Also, institutional drivers are included as part of determinant factors of flood vulnerability in African cities because the production of the urban settlement itself is deeply political and, at the same time, it is almost invisible to residents to scrutinise (Heynen, Kaika &#x0026; Swyngedouw <xref ref-type="bibr" rid="CIT0043">2006</xref>). However, the introduction of urban political ecology to this study provides a critical lens to understand African cities in the context of socio-spatial-political purposes and outcomes (Evans <xref ref-type="bibr" rid="CIT0033">2015</xref>). It provides a platform to carry out issues relating to social and environmental justice, as well as dealing with the complexity of urban habitat and systems such as flood vulnerability (Keil <xref ref-type="bibr" rid="CIT0052">2003</xref>). The indicators considered under institutional drivers include trust in local authority, development controls, risk mitigation strategies, income diversification et cetera.</p>
<p>Measuring vulnerability according to studies (Birkmann <xref ref-type="bibr" rid="CIT0014">2005</xref>; Kienberger &#x0026; Steinbruch <xref ref-type="bibr" rid="CIT0055">2005</xref>) is categorised into two approaches: expert-based knowledge approach such as the use of indicators, and participatory approach where people at risk are involved in giving their own experience and perceptions. Our proposed framework incorporates combinations of both indicator-based expert and participatory approaches in order to capture the natural and socio-natural aspects of the human settlements&#x2019; vulnerability to flood risk. This study also recognises the diversity and representations of vulnerability profiles at varying scales (unit of analysis) ranging from individual, household, community to city, and at different levels (a type of component) such as social, economic or cultural (Balica &#x0026; Wright <xref ref-type="bibr" rid="CIT0011">2010</xref>; Wisner et al. <xref ref-type="bibr" rid="CIT0099">2004</xref>).</p>
<sec id="s20006">
<title>Flood vulnerability determinant drivers in African cities</title>
<p>Based on the reviews of a variety of studies, this study agrees with growing evidence on cities&#x2019; flood vulnerability which says most flood-related disasters are not mainly caused by natural disasters alone. The major determinant factors are largely attributed to human activities that involve social-eco-political, historical and cultural forms (Birkmann <xref ref-type="bibr" rid="CIT0017">2007</xref>; Milly et al. <xref ref-type="bibr" rid="CIT0062">2002</xref>; Seyoum et al. <xref ref-type="bibr" rid="CIT0081">2011</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>; Vojinovi&#x0107; &#x0026; Abbott <xref ref-type="bibr" rid="CIT0093">2012</xref>). While the lack of basic knowledge and understanding of flood risk by the people living in flood-prone areas may have contributed to the ineffective decisions, Pelling and Wisner (<xref ref-type="bibr" rid="CIT0078">2012</xref>) posit that poor governance and social and environmental injustice are underlying root causes of the flood risk. For instance, a city with a very low quality of basic or infrastructure services, unplanned growth and rapid urbanisation coupled with effects of climate change can turn a heavy rainfall into a catastrophic flood (Baker <xref ref-type="bibr" rid="CIT0010">2012</xref>; Global Footprint Network <xref ref-type="bibr" rid="CIT0036">2012</xref>). Therefore, in order to have a deep understanding of the interactions between natural and social-related underlying causes of flood vulnerability and risk, this study takes both physical and social vulnerabilities as key determinant factors of flood risk. For clear identification of indicators or criteria and easy vulnerability assessment, these factors are further categorised into five dimensions of flood vulnerability drivers in African cities: physical or environmental, social, economic, institutional and attitudinal drivers.</p>
</sec>
<sec id="s20007">
<title>Identifying flood vulnerability indicators and criteria</title>
<p>The precondition to achieving disaster risk reduction is the ability to measure vulnerability effectively. It is also important to have a deep understanding on how an array of flood vulnerabilities can be carefully identified, selected and assessed (Pandey, Manandhar &#x0026; Kazama <xref ref-type="bibr" rid="CIT0076">2014</xref>). The indicator-based flood vulnerability assessment has been acknowledged as the most appropriate for evaluating populations group at all levels (UNISDR <xref ref-type="bibr" rid="CIT0087">2005</xref>), and particularly serves as a policy-making tool to initiate public awareness, as well as assisting government to prioritise budget allocations (Nasiri &#x0026; Shahmohammadi-Kalalagh <xref ref-type="bibr" rid="CIT0066">2013</xref>). However, measuring vulnerability approaches also involves qualitative means and other broader assessment techniques (Birkmann <xref ref-type="bibr" rid="CIT0015">2006a</xref>). For instance, the Hyogo Framework for Action 2005&#x2013;2015 (HFA) report emphasises the need to use indicators to assess the impact of disaster risks with respect to social, economic and environmental aspects of people at risk (UNISDR <xref ref-type="bibr" rid="CIT0087">2005</xref>). Therefore, identification and careful selection of a suitable set of qualitative criteria are also important for an effective and successful vulnerability assessment (Moser <xref ref-type="bibr" rid="CIT0064">2011</xref>; Wisner &#x0026; Birkmann <xref ref-type="bibr" rid="CIT0098">2006</xref>).</p>
<p>This framework adopts five components of vulnerability drivers through which different variables and indicators or criteria (<xref ref-type="table" rid="T0001">Table 1</xref>) can be evaluated so as to understand the underlying root causes of flood vulnerability, as well as detailing the vulnerability profiles of urban settlements in African cities at varying scales and levels. Considerable authors have identified several indicators (quantitative) to assess various dimensions of vulnerability (Adger <xref ref-type="bibr" rid="CIT0004">2006</xref>; Birkmann &#x0026; Vulnerability <xref ref-type="bibr" rid="CIT0015">2006</xref>; Cutter et al. <xref ref-type="bibr" rid="CIT0027">2003</xref>). In other studies (Chambers <xref ref-type="bibr" rid="CIT0023">1989</xref>; Moser <xref ref-type="bibr" rid="CIT0064">2011</xref>; Wisner <xref ref-type="bibr" rid="CIT0097">2006</xref>; Wisner &#x0026; Birkmann <xref ref-type="bibr" rid="CIT0098">2006</xref>), they used criteria (qualitative) to gain a better understanding of the perceptions of flood-prone victims.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Identification of flood vulnerability indicators or criteria.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="left">Indicators or criteria</th>
<th valign="top" align="left">Sources</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1. Physical or environment</td>
<td align="left">Housing</td>
<td align="left">Ayoola and Amole (<xref ref-type="bibr" rid="CIT0009">2014</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Age of the building</td>
<td align="left">Owoeye (<xref ref-type="bibr" rid="CIT0075">2013</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Housing type</td>
<td align="left">Adelekan (<xref ref-type="bibr" rid="CIT0002">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Construction materials</td>
<td align="left">Birkmann (<xref ref-type="bibr" rid="CIT0016">2006b</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Structural condition</td>
<td align="left">Grosh and Glewwe (<xref ref-type="bibr" rid="CIT0039">2000</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Roofing material</td>
<td align="left">Govender et al. (<xref ref-type="bibr" rid="CIT0037">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Neighbourhood quality</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Land use cover</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Land ownership</td>
<td align="left">Ologunorisa (<xref ref-type="bibr" rid="CIT0071">2004</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Density</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Building codes</td>
<td align="left">Grosh and Glewwe (<xref ref-type="bibr" rid="CIT0039">2000</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Road network and transport</td>
<td align="left">Balica and Wright (<xref ref-type="bibr" rid="CIT0011">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Flooding</td>
<td align="left">Brouwer et al. (<xref ref-type="bibr" rid="CIT0020">2007</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Elevation of settlement above sea level</td>
<td align="left">Agbola et al. (<xref ref-type="bibr" rid="CIT0006">2012</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Proximity to the river</td>
<td align="left">Ouma and Tateishi (<xref ref-type="bibr" rid="CIT0074">2014</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; The frequency of flood occurrence</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Intensity</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; The extent of the damage</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">2. Economic</td>
<td align="left">Source of income</td>
<td align="left">Owoeye (<xref ref-type="bibr" rid="CIT0075">2013</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Level of education</td>
<td align="left">Brouwer et al. (<xref ref-type="bibr" rid="CIT0020">2007</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Occupation</td>
<td align="left">Kellens et al. (<xref ref-type="bibr" rid="CIT0053">2011</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Employment status</td>
<td align="left">Adelekan (<xref ref-type="bibr" rid="CIT0002">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Demographic structure</td>
<td align="left">Ologunorisa and Adeyemo (<xref ref-type="bibr" rid="CIT0072">2005</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Age</td>
<td align="left">Shabu and Tyonum (<xref ref-type="bibr" rid="CIT0082">2013</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Gender</td>
<td align="left">Marfai et al. (<xref ref-type="bibr" rid="CIT0059">2008</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Household size</td>
<td align="left">Ho et al. (<xref ref-type="bibr" rid="CIT0044">2008</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Household composition</td>
<td align="left">Grosh and Glewwe (<xref ref-type="bibr" rid="CIT0039">2000</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Population</td>
<td align="left">Govender et al. (<xref ref-type="bibr" rid="CIT0037">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Race</td>
<td align="left">Birkmann (<xref ref-type="bibr" rid="CIT0016">2006b</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Community participation</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Local resource base</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Access to insurance</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">3. Social</td>
<td align="left">Basic or infrastructure services</td>
<td align="left">Agbola et al. (<xref ref-type="bibr" rid="CIT0006">2012</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Access to water</td>
<td align="left">Grosh and Glewwe (<xref ref-type="bibr" rid="CIT0039">2000</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Source of water</td>
<td align="left">Govender et al. (<xref ref-type="bibr" rid="CIT0037">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Waste management</td>
<td align="left">Birkmann (<xref ref-type="bibr" rid="CIT0015">2006a</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Level of sanitation</td>
<td align="left">Wisner (<xref ref-type="bibr" rid="CIT0097">2006</xref>), Jean-Baptiste et al. (<xref ref-type="bibr" rid="CIT0050">2013</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Drainage system</td>
<td align="left">Adger (<xref ref-type="bibr" rid="CIT0004">2006</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Health facilities</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; School</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">&#x2003;&#x2022; Transportation</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">4. Attitudinal</td>
<td align="left">Past flood experience</td>
<td align="left">Balica and Wright (<xref ref-type="bibr" rid="CIT0011">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Flood risk awareness</td>
<td align="left">Adelekan (<xref ref-type="bibr" rid="CIT0002">2010</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Level of preparedness</td>
<td align="left">Kellens et al. (<xref ref-type="bibr" rid="CIT0053">2011</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Flood perception</td>
<td align="left">Marfai et al. (<xref ref-type="bibr" rid="CIT0059">2008</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Causes of flood</td>
<td align="left">Ologunorisa and Adeyemo (<xref ref-type="bibr" rid="CIT0072">2005</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Adaptation mechanisms</td>
<td align="left">Agbola et al. (<xref ref-type="bibr" rid="CIT0006">2012</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Culture and heritage</td>
<td align="left">Ho et al. (<xref ref-type="bibr" rid="CIT0044">2008</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Social network</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">5. Institutional</td>
<td align="left">Effectiveness</td>
<td align="left">Kellens et al. (<xref ref-type="bibr" rid="CIT0053">2011</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Trust in local flood risk management</td>
<td align="left">Agbola et al. (<xref ref-type="bibr" rid="CIT0006">2012</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Protection and response</td>
<td align="left">Birkmann et al. (<xref ref-type="bibr" rid="CIT0016">2006b</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Warning system</td>
<td align="left">Wisner (<xref ref-type="bibr" rid="CIT0097">2006</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Development control</td>
<td align="left">Vojinovi&#x0107; (<xref ref-type="bibr" rid="CIT0092">2015</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Risk governance</td>
<td align="left">Pelling and Wisner (<xref ref-type="bibr" rid="CIT0078">2012</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Evacuation route</td>
<td align="left">Jean-Baptiste et al. (<xref ref-type="bibr" rid="CIT0050">2013</xref>)</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Collaboration with NGO, CBO et cetera</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left"></td>
<td align="left">Participatory decision-making</td>
<td align="left">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>NGOs, Non-Governmental Organisations; CBOs, Community Based Organisations.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s0008">
<title>Conclusion</title>
<p>Most cities and urban centres in Africa are regarded as flood disaster risk hotspots (Baker <xref ref-type="bibr" rid="CIT0010">2012</xref>) because of rapid urbanisation, human activities and their vulnerability to the impacts of multiple hazards (Adelekan et al. <xref ref-type="bibr" rid="CIT0001">2015</xref>; Pelling &#x0026; Wisner <xref ref-type="bibr" rid="CIT0078">2012</xref>; Vojinovi&#x0107; <xref ref-type="bibr" rid="CIT0092">2015</xref>). These cities are increasingly overstretched to cater for high-density populations with inadequate infrastructure and basic services. Given the high percentage of informal settlements with corresponding substandard houses, inadequate protection of assets and development of unhealthy urban growth in African cities, flood mortality may continue to rise. Meanwhile, most urban residents have less capacity and few resources to mitigate or recover from shocks. In order to reduce the flood disaster risk and increase resilience, there is a need to develop an effective flood vulnerability assessment framework for deeper understanding of dominant root causes of flood hazards.</p>
<p>In this study, the authors review, examine, integrate and build on the existing relevant vulnerability assessment models, and develop the appropriate flood vulnerability assessment framework for African cities. The unique introduction of cultural or attitudinal determinant factor of flood vulnerability will enhance a good comprehension of the socially constructed vulnerability of population at risk using participatory approaches. Also, the study contributes to existing frameworks by integrating urban political ecology to gain a deeper understanding of African cities in the context of socio-spatial-political profiles through assessment of institutional drivers of flood vulnerability. The study identifies relevant indicators for evaluation of flood vulnerability and also justifies the significance of using a combination of quantitative and qualitative approaches to capture the comprehensive understanding of coupled human and natural systems that are exposed to flood hazards (Birkmann <xref ref-type="bibr" rid="CIT0017">2007</xref>). The proposed flood vulnerability assessment framework for African cities is currently being tested empirically in three urban communities (Bere, Mokola and Bashorun) in Ibadan metropolis, the third largest city in Nigeria. This analytical framework also recognises the dire need to know the proximate and underlying root causes, as well as the determinant factors of flood vulnerability in all aspects ranging from natural, technical, social, economic, cultural and institutional drivers. The outcomes of the flood vulnerability assessment will hopefully lead to the creation of flood risk management tools that combine structural and non-structural measures so as to reduce flood vulnerability and minimise impacts of the risk.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Rafiu Olugbenga Salami is supported by a PhD scholarship from the University of Newcastle, Australia. The authors thank the anonymous reviewers and editors for their comments, which substantially improved the article.</p>
<sec id="s20009">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20010">
<title>Authors&#x2019; contributions</title>
<p>R.O.S., a PhD researcher, initiated the article from his understanding of the flood vulnerability studies. He reviewed the existing literature and previous vulnerability framework, and integrated them to develop a flood vulnerability assessment framework for African cities. He also wrote the article. J.K.V.M. and H.G., currently supervisors at the School of Architecture and Built Environment, University of Newcastle, Australia, contributed this article greatly through their guidance and supervisory roles on all the vital issues from inception to end. These include their advice and comments about the structure and content of the article.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adelekan</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Johnson</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Manda</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Matyas</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Mberu</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Parnell</surname>, <given-names>S</given-names></string-name>. <etal>et al</etal></person-group>., <year>2015</year>, &#x2018;<article-title>Disaster risk and its reduction: An agenda for urban Africa</article-title>&#x2019;, <source><italic>International Development Planning Review</italic></source> <volume>37</volume>, <fpage>33</fpage>&#x2013;<lpage>43</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3828/idpr.2015.4">https://doi.org/10.3828/idpr.2015.4</ext-link></comment></mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adelekan</surname>, <given-names>I.O</given-names></string-name></person-group>., <year>2010</year>, <article-title>Vulnerability of poor urban coastal communities to flooding in Lagos, Nigeria</article-title>, <source><italic>Environment and Urbanization</italic></source> <volume>22</volume>(<issue>2</issue>), <fpage>433</fpage>&#x2013;<lpage>450</lpage>.</mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adelekan</surname>, <given-names>I.O</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>Vulnerability assessment of an urban flood in Nigeria: Abeokuta flood 2007</article-title>&#x2019;, <source><italic>Natural Hazards</italic></source> <volume>56</volume>, <fpage>215</fpage>&#x2013;<lpage>231</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11069-010-9564-z">https://doi.org/10.1007/s11069-010-9564-z</ext-link></comment></mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adger</surname>, <given-names>W.N</given-names></string-name></person-group>., <year>2006</year>, &#x2018;<article-title>Vulnerability</article-title>&#x2019;, <source><italic>Global Environmental Change</italic></source> <volume>16</volume>, <fpage>268</fpage>&#x2013;<lpage>281</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.gloenvcha.2006.02.006">https://doi.org/10.1016/j.gloenvcha.2006.02.006</ext-link></comment></mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adger</surname>, <given-names>W.N</given-names></string-name>., <string-name><surname>Brooks</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Bentham</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Agnew</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Eriksen</surname>, <given-names>S</given-names></string-name></person-group>., <year>2004</year>, <source><italic>New indicators of vulnerability and adaptive capacity</italic></source>, vol. <volume>122</volume>, <publisher-name>Tyndall Centre for Climate Change Research</publisher-name>, <publisher-loc>Norwich</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Agbola</surname>, <given-names>B.S</given-names></string-name>., <string-name><surname>Ajayi</surname>, <given-names>O</given-names></string-name>., <string-name><surname>Taiwo</surname>, <given-names>O.J</given-names></string-name>. &#x0026; <string-name><surname>Wahab</surname>, <given-names>B.W</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>The August 2011 flood in Ibadan, Nigeria: Anthropogenic causes and consequences</article-title>&#x2019;, <source><italic>International Journal of Disaster Risk Science</italic></source> <volume>3</volume>, <fpage>207</fpage>&#x2013;<lpage>217</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s13753-012-0021-3">https://doi.org/10.1007/s13753-012-0021-3</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Ajayi</surname>, <given-names>O</given-names></string-name>., <string-name><surname>Agbola</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Olokesusi</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Wahab</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Gbadegesin</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Taiwo</surname>, <given-names>D</given-names></string-name>. <etal>et al</etal></person-group>., <year>2012</year>, &#x2018;<article-title>Flood management in an urban setting: A case study of Ibadan metropolis</article-title>&#x2019;, <source><italic>Special Publication of the Nigerian Association of Hydrological Sciences</italic></source> <fpage>65</fpage>&#x2013;<lpage>81</lpage>, <comment>viewed 20 December 2015, from <ext-link ext-link-type="uri" xlink:href="http://www.journal.unaab.edu.ng/index.php/NAHS/article/viewFile/914/882">http://www.journal.unaab.edu.ng/index.php/NAHS/article/viewFile/914/882</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Ardestani</surname>, <given-names>Z.R</given-names></string-name>., <string-name><surname>Fisher</surname>, <given-names>P</given-names></string-name>. &#x0026; <string-name><surname>Balzter</surname>, <given-names>H</given-names></string-name></person-group>., <year>n.d.</year>, <source><italic>Flood vulnerability assessment: Contributions of the Bogardi/Birkmann/Cardona (BBC) framework</italic></source>, <comment>viewed 21 June 2016, from <ext-link ext-link-type="uri" xlink:href="http://www.geos.ed.ac.uk/~gisteac/proceedingsonline/GISRUK2012/Papers/presentation-21.pdf">http://www.geos.ed.ac.uk/~gisteac/proceedingsonline/GISRUK2012/Papers/presentation-21.pdf</ext-link></comment></mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ayoola</surname>, <given-names>A</given-names></string-name>., &#x0026; <string-name><surname>Amole</surname>, <given-names>D</given-names></string-name></person-group>. (<year>2014</year>). <article-title>The value of housing among the poor in Ilesa, Osun State Nigeria</article-title>. <source>Architecture Research</source> <volume>4</volume>(<issue>1A</issue>), <fpage>45</fpage>&#x2013;<lpage>54</lpage>.</mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Baker</surname>, <given-names>J.L</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Climate change, disaster risk, and the urban poor: Cities building resilience for a changing world</italic></source>, <publisher-name>World Bank Publications</publisher-name>, <publisher-loc>Washington, DC</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Balica</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Wright</surname>, <given-names>N.G</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Reducing the complexity of the flood vulnerability index</article-title>&#x2019;, <source><italic>Environmental Hazards</italic></source> <volume>9</volume>, <fpage>321</fpage>&#x2013;<lpage>339</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3763/ehaz.2010.0043">https://doi.org/10.3763/ehaz.2010.0043</ext-link></comment></mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Begum</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Stive</surname>, <given-names>M.J</given-names></string-name>. &#x0026; <string-name><surname>Hall</surname>, <given-names>J.W</given-names></string-name></person-group>., <year>2007</year>, <source><italic>Flood risk management in Europe: Innovation in policy and practice</italic></source>, <publisher-name>Springer Science &#x0026; Business Media</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Behanzin</surname>, <given-names>I.D</given-names></string-name>., <string-name><surname>Thiel</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Szarzynski</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Boko</surname>, <given-names>M</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>GIS-based mapping of flood vulnerability and risk in the B&#x00E9;nin Niger River Valley</article-title>&#x2019;, <source><italic>International Journal of Geomatics and Geosciences</italic></source> <volume>6</volume>(<issue>3</issue>), <fpage>1653</fpage>&#x2013;<lpage>1669</lpage>. <publisher-name>Integrated Publishing services</publisher-name>: <publisher-loc>Benin</publisher-loc>, <comment>viewed 28 April 2016, from <ext-link ext-link-type="uri" xlink:href="http://www.ipublishing.co.in/jggsarticles/volsix/EIJGGS6029.pdf">http://www.ipublishing.co.in/jggsarticles/volsix/EIJGGS6029.pdf</ext-link></comment></mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Birkmann</surname>, <given-names>J</given-names></string-name></person-group>., <year>2005</year>, <source><italic>Report on the 1st meeting of the expert working group &#x201C;Measuring Vulnerability&#x201D;</italic></source>, <publisher-name>Working Paper No. 1, United Nations University</publisher-name>, <publisher-loc>UNU EHS</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Birkmann</surname>, <given-names>J</given-names></string-name></person-group>., <year>2006a</year>, &#x2018;<article-title>Indicators and criteria for measuring vulnerability: Theoretical bases and requirements</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>J.</given-names> <surname>Birkmann</surname></string-name> (ed.)</person-group>, <source><italic>Measuring vulnerability to natural hazards: Towards disaster resilient societies</italic></source>, pp. <fpage>55</fpage>&#x2013;<lpage>77</lpage>, <publisher-name>United Nations University Press</publisher-name>, <publisher-loc>Tokyo</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Birkmann</surname>, <given-names>J</given-names></string-name></person-group>., <year>2006b</year>, &#x2018;<article-title>Measuring vulnerability to promote disaster-resilient societies: Conceptual frameworks and definitions</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>J.</given-names> <surname>Birkmann</surname></string-name> (ed.)</person-group>, <source><italic>Measuring Vulnerability to Natural Hazards: Towards Disaster Resilient Societies</italic></source>, <fpage>9</fpage>&#x2013;<lpage>54</lpage>, <publisher-name>United Nations University Press</publisher-name>, <publisher-loc>Tokyo</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Birkmann</surname>, <given-names>J</given-names></string-name></person-group>., <year>2007</year>, &#x2018;<article-title>Risk and vulnerability indicators at different scales: Applicability, usefulness and policy implications</article-title>&#x2019;, <source><italic>Environmental Hazards</italic></source> <volume>7</volume>, <fpage>20</fpage>&#x2013;<lpage>31</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.envhaz.2007.04.002">https://doi.org/10.1016/j.envhaz.2007.04.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Blaikie</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Cannon</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Davis</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Wisner</surname>, <given-names>B</given-names></string-name></person-group>., <year>1994</year>, <source><italic>At risk: Natural hazards, people&#x2019;s vulnerability and disasters</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Brooks</surname>, <given-names>N</given-names></string-name></person-group>., <year>2003</year>, <source><italic>Vulnerability, risk and adaptation: A conceptual framework</italic></source>, <comment>Tyndall Centre for Climate Change Research Working Paper 38</comment>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <publisher-name>Tyndall Centre for Climate Change Research</publisher-name>, <publisher-loc>Norwich</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Brouwer</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Akter</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Brander</surname>, <given-names>L</given-names></string-name>., &#x0026; <string-name><surname>Haque</surname>, <given-names>E</given-names></string-name></person-group>. (<year>2007</year>). <article-title>Socioeconomic vulnerability and adaptation to environmental risk: a case study of climate change and flooding in Bangladesh</article-title>. <source><italic>Risk Analysis</italic></source>, <volume>27</volume>(<issue>2</issue>), <fpage>313</fpage>&#x2013;<lpage>326</lpage>.</mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Buckle</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Mars</surname>, <given-names>G</given-names></string-name>. &#x0026; <string-name><surname>Smale</surname>, <given-names>S</given-names></string-name></person-group>., <year>2000</year>, &#x2018;<article-title>New approaches to assessing vulnerability and resilience</article-title>&#x2019;, <source><italic>The Australian Journal of Emergency Management</italic></source> <volume>15</volume>, <fpage>8</fpage>&#x2013;<lpage>14</lpage>.</mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Cardona</surname>, <given-names>O.D</given-names></string-name></person-group>., <year>2001</year>, &#x2018;<article-title>La necesidad de repensar de manera hol&#x00ED;stica los conceptos de vulnerabilidad y riesgo: una cr&#x00ED;tica y una revisi&#x00F3;n necesaria para la gesti&#x00F3;n</article-title>&#x2019;, <source><italic>International Work-Conference on Vulnerability in Disaster Theory and Practice</italic></source>, <comment>June, 2001</comment> pp. <fpage>29</fpage>&#x2013;<lpage>30</lpage>. <publisher-name>Disaster Studies of Wageningen University and Research Centre</publisher-name>, <publisher-loc>Wageningen, Holanda</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chambers</surname>, <given-names>R</given-names></string-name></person-group>., <year>1989</year>, &#x2018;<article-title>Editorial introduction: Vulnerability, coping and policy</article-title>&#x2019;, <source><italic>IDS Bulletin</italic></source> <volume>20</volume>, <fpage>1</fpage>&#x2013;<lpage>7</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1759-5436.1989.mp20002001.x">https://doi.org/10.1111/j.1759-5436.1989.mp20002001.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Ciurean</surname>, <given-names>R.L</given-names></string-name>., Schr&#x00F6;<string-name><surname>ter</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Glade</surname>, <given-names>T</given-names></string-name></person-group>., <year>2013</year>, <source><italic>Conceptual frameworks of vulnerability assessments for natural disasters reduction</italic></source>, <publisher-name>INTECH Open Access Publisher</publisher-name>, <publisher-loc>Croatia</publisher-loc>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5772/55538">https://doi.org/10.5772/55538</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Connor</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Hiroki</surname>, <given-names>K</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Development of a method for assessing flood vulnerability</article-title>&#x2019;, <source><italic>Water Science and Technology</italic></source> <volume>51</volume>, <fpage>61</fpage>&#x2013;<lpage>67</lpage>.</mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Creswell</surname>, <given-names>J.W</given-names></string-name></person-group>., <year>2014</year>, <source><italic>A concise introduction to mixed methods research</italic></source>, <publisher-name>Sage Publications</publisher-name>, <publisher-loc>Thousand Oaks, CA</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Cutter</surname>, <given-names>S.L</given-names></string-name>., <string-name><surname>Boruff</surname>, <given-names>B.J</given-names></string-name>. &#x0026; <string-name><surname>Shirley</surname>, <given-names>W.L</given-names></string-name></person-group>., <year>2003</year>, &#x2018;<article-title>Social vulnerability to environmental hazards</article-title>&#x2019;, <source><italic>Social Science Quarterly</italic></source> <volume>84</volume>, <fpage>242</fpage>&#x2013;<lpage>261</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/1540-6237.8402002">https://doi.org/10.1111/1540-6237.8402002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Douglas</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Alam</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Maghenda</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Mcdonnell</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Mclean</surname>, <given-names>L</given-names></string-name>. &#x0026; <string-name><surname>Campbell</surname>, <given-names>J</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>Unjust waters: Climate change, flooding and the urban poor in Africa</article-title>&#x2019;, <source><italic>Environment and Urbanization</italic></source> <volume>20</volume>, <fpage>187</fpage>&#x2013;<lpage>205</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0956247808089156">https://doi.org/10.1177/0956247808089156</ext-link></comment></mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Downing</surname>, <given-names>T.E</given-names></string-name>., <string-name><surname>Patwardhan</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Klein</surname>, <given-names>R.J</given-names></string-name>. &#x0026; <string-name><surname>Mukhala</surname>, <given-names>E</given-names></string-name></person-group>., <year>2005</year>, <source><italic>Assessing vulnerability for climate adaptation</italic></source>, <publisher-name>Cambridge University Press</publisher-name>, <publisher-loc>Cambridge</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Eguaroje</surname>, <given-names>O</given-names></string-name>., <string-name><surname>Alaga</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Ogbole</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Omolere</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Alwadood</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Kolawole</surname>, <given-names>I</given-names></string-name>. <etal>et al</etal></person-group>., <year>2015</year>, &#x2018;<article-title>Flood vulnerability assessment of Ibadan City, Oyo state, Nigeria</article-title>&#x2019;, <source><italic>World Environment</italic></source> <volume>5</volume>, <fpage>149</fpage>&#x2013;<lpage>159</lpage>.</mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>EM-DAT</collab></person-group>, <year>2015</year>, <source><italic>The human cost of weather-related disasters, 1995&#x2013;2015</italic></source>, <publisher-name>Centre for Research on the Epidemiology of Disasters, UN Office for Disaster Risk Reduction (UNODRR)</publisher-name>, <publisher-loc>Brussels</publisher-loc>, pp. <fpage>1</fpage>&#x2013;<lpage>25</lpage>.</mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Etuonovbe</surname>, <given-names>A.K</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>The devastating effect of flooding in Nigeria</article-title>&#x2019;, <source><italic>FIG Working Week</italic></source>, <publisher-name>Bridging the Gap between Cultures</publisher-name>, <publisher-loc>Marrakech, Morocco</publisher-loc>, <comment>18&#x2013;22 May</comment>.</mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Evans</surname>, <given-names>C</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Urbanising nature: A political ecology case study of Sydney Park</article-title>&#x2019;, <source><italic>State of Australian Cities National Conference</italic></source>, <publisher-name>Gold Coast</publisher-name>, <publisher-loc>Queensland, Australia</publisher-loc>, <comment>09&#x2013;11 December</comment>.</mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Few</surname>, <given-names>R</given-names></string-name></person-group>., <year>2003</year>, &#x2018;<article-title>Flooding, vulnerability and coping strategies: Local responses to a global threat</article-title>&#x2019;, <source><italic>Progress in Development Studies</italic></source> <volume>3</volume>, <fpage>43</fpage>&#x2013;<lpage>58</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1191/1464993403ps049ra">https://doi.org/10.1191/1464993403ps049ra</ext-link></comment></mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>F&#x00FC;ssel</surname>, <given-names>H.-M</given-names></string-name></person-group>., <year>2007</year>, &#x2018;<article-title>Vulnerability: A generally applicable conceptual framework for climate change research</article-title>&#x2019;, <source><italic>Global Environmental Change</italic></source> <volume>17</volume>, <fpage>155</fpage>&#x2013;<lpage>167</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.gloenvcha.2006.05.002">https://doi.org/10.1016/j.gloenvcha.2006.05.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab>Global Footprint Network</collab></person-group>, <year>2012</year>, <source><italic>World footprint: Do we fit on the planet</italic></source>, viewed 15 July <year>2016</year>, <comment>from <ext-link ext-link-type="uri" xlink:href="http://www.footprintnetwork.org/en/index.php/GFN/page/world_footprint">http://www.footprintnetwork.org/en/index.php/GFN/page/world_footprint</ext-link></comment></mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Govender</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Barnes</surname>, <given-names>J.M</given-names></string-name>., &#x0026; <string-name><surname>Pieper</surname>, <given-names>C.H</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Living in low-cost housing settlements in Cape Town, South Africa&#x2014;the epidemiological characteristics associated with increased health vulnerability</article-title>&#x2019;, <source><italic>Journal of Urban Health</italic></source> <volume>87</volume>(<issue>6</issue>), <fpage>899</fpage>&#x2013;<lpage>911</lpage>.</mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Green</surname>, <given-names>C.H</given-names></string-name>., <string-name><surname>Parker</surname>, <given-names>D.J</given-names></string-name>. &#x0026; <string-name><surname>Tunstall</surname>, <given-names>S.M</given-names></string-name></person-group>., <year>2000</year>, <source><italic>Assessment of flood control and management options</italic></source>, <publisher-name>World Commission on Dams</publisher-name>, <publisher-loc>Cape Town</publisher-loc>, <comment>viewed 15 July 2016, from <ext-link ext-link-type="uri" xlink:href="http://www/dams.org">http://www/dams.org</ext-link></comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Grosh</surname>, <given-names>M</given-names></string-name>., &#x0026; <string-name><surname>Glewwe</surname>, <given-names>P</given-names></string-name></person-group>., <year>2000</year>, &#x2018;<article-title>Designing Household Survey Questionnaires for Developing Countries: Lessons from 15 Years of the Living Standards Measurement Study</article-title>&#x2019;, <source><italic>World Bank Publications</italic></source> <comment>3, n.p.</comment></mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hallegatte</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Green</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Nicholls</surname>, <given-names>R.J</given-names></string-name>. &#x0026; <string-name><surname>Corfee-Morlot</surname>, <given-names>J</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Future flood losses in major coastal cities</article-title>&#x2019;, <source><italic>Nature Climate Change</italic></source> <volume>3</volume>, <fpage>802</fpage>&#x2013;<lpage>806</lpage>.</mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Hardoy</surname>, <given-names>J.E</given-names></string-name>., <string-name><surname>Mitlin</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Satterthwaite</surname>, <given-names>D</given-names></string-name></person-group>., <year>2013</year>, <source><italic>Environmental problems in an urbanizing world: Finding solutions in cities in Africa, Asia and Latin America</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>New York</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Herslund</surname>, <given-names>L.B</given-names></string-name>., <string-name><surname>Jalayer</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Jean-Baptiste</surname>, <given-names>N</given-names></string-name>., J&#x00F8;<string-name><surname>rgensen</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Kabisch</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Kombe</surname>, <given-names>W</given-names></string-name>. <etal>et al</etal></person-group>., <year>2016</year>, <article-title>A multi-dimensional assessment of urban vulnerability to climate change in sub-Saharan Africa</article-title>, <source><italic>Natural Hazards</italic></source> <volume>82</volume>, <fpage>149</fpage>&#x2013;<lpage>172</lpage>.</mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Heynen</surname>, <given-names>N.C</given-names></string-name>., <string-name><surname>Kaika</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Swyngedouw</surname>, <given-names>E</given-names></string-name></person-group>., <year>2006</year>, <source><italic>In the nature of cities: Urban political ecology and the politics of urban metabolism</italic></source>, <publisher-name>Taylor &#x0026; Francis</publisher-name>, <publisher-loc>Abingdon</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ho</surname>, <given-names>M. C</given-names></string-name>., <string-name><surname>Shaw</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Lin</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Chiu</surname>, <given-names>Y. C</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>How do disaster characteristics influence risk perception?</article-title>&#x2019;, <source><italic>Risk Analysis</italic></source> <volume>28</volume>(<issue>3</issue>), <fpage>635</fpage>&#x2013;<lpage>643</lpage>.</mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Houston</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Werritty</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Bassett</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Geddes</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Hoolachan</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Mcmillan</surname>, <given-names>M</given-names></string-name></person-group>., <year>2011</year>, <source><italic>Pluvial (rain-related) flooding in urban areas: The invisible hazard</italic></source>, <publisher-name>Joseph Rowntree Foundation</publisher-name>, <publisher-loc>New York</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Intergovernmental Panel on Climate Change (IPCC)</collab></person-group>, <year>2001</year>, <source><italic>The scientific basis</italic></source>, <publisher-name>Cambridge University Press</publisher-name>, <publisher-loc>Cambridge, UK</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Intergovernmental Panel on Climate Change (IPCC)</collab></person-group>, <year>2013</year>, &#x2018;<article-title>The physical science basis</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>K.</given-names> <surname>Tignor</surname></string-name>, <string-name><given-names>M.</given-names> <surname>Allen</surname></string-name>, <string-name><given-names>S.K.</given-names> <surname>Boschung</surname></string-name>, <string-name><given-names>J.</given-names> <surname>Nauels</surname></string-name>, <string-name><given-names>A.</given-names> <surname>Xia</surname></string-name>, <string-name><given-names>Y.</given-names> <surname>Bex</surname></string-name>, <etal>et al</etal>. (eds.)</person-group>, <source><italic>Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change</italic></source>, p. <fpage>1535</fpage>, <publisher-name>Cambridge University Press</publisher-name>, <publisher-loc>Cambridge, UK</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0048"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Jacobsen</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Webster</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Vairavamoorthy</surname>, <given-names>K</given-names></string-name></person-group>., <year>2012</year>, <source><italic>The future of water in African cities: Why waste water?</italic></source> <publisher-name>World Bank</publisher-name>, <publisher-loc>Washington, DC</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0049"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Janssen</surname>, <given-names>M.A</given-names></string-name>. &#x0026; <string-name><surname>Ostrom</surname>, <given-names>E</given-names></string-name></person-group>., <year>2006</year>, &#x2018;<article-title>Resilience, vulnerability, and adaptation: A cross-cutting theme of the International Human Dimensions Programme on Global Environmental Change</article-title>&#x2019;, <source><italic>Global Environmental Change</italic></source> <volume>16</volume>, <fpage>237</fpage>&#x2013;<lpage>239</lpage>.</mixed-citation></ref>
<ref id="CIT0050"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Jean-Baptiste</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Kabisch</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Kuhlicke</surname>, <given-names>C</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Urban vulnerability assessment in flood-prone areas in West and East Africa</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>S.</given-names> <surname>Rauch</surname></string-name>, <string-name><given-names>G.</given-names> <surname>Morrison</surname></string-name>, <string-name><given-names>S.</given-names> <surname>Norra</surname></string-name> &#x0026; <string-name><given-names>N.</given-names> <surname>Schleicher</surname></string-name> (eds.)</person-group>, <source><italic>Urban environment</italic></source>, pp. <fpage>203</fpage>&#x2013;<lpage>215</lpage>, <publisher-name>Springer</publisher-name>, <publisher-loc>Heidelberg</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0051"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kasperson</surname>, <given-names>R.E</given-names></string-name>. &#x0026; <string-name><surname>Archer</surname>, <given-names>E.R</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Vulnerable peoples and places</article-title>&#x2019;, in <source><italic>Ecosystems and human well-being: Current state and trends: Findings of the condition and trends working group</italic></source> <volume>1</volume>, p. <fpage>143</fpage>, <publisher-name>Island Press</publisher-name>, <publisher-loc>Washington</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0052"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Keil</surname>, <given-names>R</given-names></string-name></person-group>., <year>2003</year>, &#x2018;<article-title>Urban political ecology 1</article-title>&#x2019;, <source><italic>Urban Geography</italic></source> <volume>24</volume>, <fpage>723</fpage>&#x2013;<lpage>738</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2747/0272-3638.24.8.723">https://doi.org/10.2747/0272-3638.24.8.723</ext-link></comment></mixed-citation></ref>
<ref id="CIT0053"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kellens</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Zaalberg</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Neutens</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Vanneuville</surname>, <given-names>W</given-names></string-name>., &#x0026; <string-name><surname>De Maeyer</surname>, <given-names>P</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>An analysis of the public perception of flood risk on the Belgian coast</article-title>&#x2019;, <source><italic>Risk Analysis</italic></source> <volume>31</volume>(<issue>7</issue>), <fpage>1055</fpage>&#x2013;<lpage>1068</lpage>.</mixed-citation></ref>
<ref id="CIT0054"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kidokoro</surname>, <given-names>T</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>Community-based approach for improving vulnerable urban space</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>T.</given-names> <surname>Kidokoro</surname></string-name>, <string-name><given-names>J.</given-names> <surname>Okata</surname></string-name>, <string-name><given-names>S.</given-names> <surname>Matsumura</surname></string-name> &#x0026; <string-name><given-names>N.</given-names> <surname>Shima</surname></string-name> (eds.)</person-group>, <source><italic>Vulnerable cities: Realities, innovations and strategies</italic></source>, vol. <volume>8</volume>, pp. <fpage>3</fpage>&#x2013;<lpage>13</lpage>, <publisher-name>Springer</publisher-name>.</mixed-citation></ref>
<ref id="CIT0055"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Kienberger</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Steinbruch</surname>, <given-names>F</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>P-GIS and disaster risk management: Assessing vulnerability with P-GIS methods &#x2013; Experiences from B&#x00FA;zi, Mozambique</article-title>&#x2019;, <source><italic>International Conference on Participatory Spatial Information Management and Communication</italic></source>, <publisher-name>Nairobi</publisher-name>, <publisher-loc>Kenya</publisher-loc>, <comment>2005</comment>.</mixed-citation></ref>
<ref id="CIT0056"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>King</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Macgregor</surname>, <given-names>C</given-names></string-name></person-group>., <year>2000</year>, &#x2018;<article-title>Using social indicators to measure community vulnerability to natural hazards</article-title>&#x2019;, <source><italic>The Australian Journal of Emergency Management</italic></source> <volume>15</volume>, <fpage>52</fpage>.</mixed-citation></ref>
<ref id="CIT0057"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kuhlicke</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Scolobig</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Tapsell</surname>, <given-names>S</given-names></string-name>., Steinf&#x00FC;<string-name><surname>hrer</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>De Marchi</surname>, <given-names>B</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>Contextualizing social vulnerability: Findings from case studies across Europe</article-title>&#x2019;, <source><italic>Natural Hazards</italic></source> <volume>58</volume>, <fpage>789</fpage>&#x2013;<lpage>810</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11069-011-9751-6">https://doi.org/10.1007/s11069-011-9751-6</ext-link></comment></mixed-citation></ref>
<ref id="CIT0058"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Luers</surname>, <given-names>A.L</given-names></string-name>., <string-name><surname>Lobell</surname>, <given-names>D.B</given-names></string-name>., <string-name><surname>Sklar</surname>, <given-names>L.S</given-names></string-name>., <string-name><surname>Addams</surname>, <given-names>C.L</given-names></string-name>. &#x0026; <string-name><surname>Matson</surname>, <given-names>P.A</given-names></string-name></person-group>., <year>2003</year>, &#x2018;<article-title>A method for quantifying vulnerability, applied to the agricultural system of the Yaqui Valley, Mexico</article-title>&#x2019;, <source><italic>Global Environmental Change</italic></source> <volume>13</volume>, <fpage>255</fpage>&#x2013;<lpage>267</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0959-3780(03)00054-2">https://doi.org/10.1016/S0959-3780(03)00054-2</ext-link></comment></mixed-citation></ref>
<ref id="CIT0059"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Marfai</surname>, <given-names>M.A</given-names></string-name>., <string-name><surname>King</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Sartohadi</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Sudrajat</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Budiani</surname>, <given-names>S.R</given-names></string-name>., &#x0026; <string-name><surname>Yulianto</surname>, <given-names>F</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>The impact of tidal flooding on a coastal community in Semarang, Indonesia</article-title>&#x2019;, <source><italic>The Environmentalist</italic></source> <volume>28</volume>(<issue>3</issue>), <fpage>237</fpage>&#x2013;<lpage>248</lpage>.</mixed-citation></ref>
<ref id="CIT0060"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Merz</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Thieken</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Gocht</surname>, <given-names>M</given-names></string-name></person-group>., <year>2007</year>, &#x2018;<article-title>Flood risk mapping at the local scale: Concepts and challenges</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>S.</given-names> <surname>Begum</surname></string-name>, <string-name><given-names>M.J.F.</given-names> <surname>Stive</surname></string-name> &#x0026; <string-name><given-names>J.W.</given-names> <surname>Hall</surname></string-name> (eds.)</person-group>, <source><italic>Flood risk management in Europe</italic></source>, <volume>25</volume>, pp. <fpage>231</fpage>&#x2013;<lpage>251</lpage>, <publisher-name>Springer, Dordrecht</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0061"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Metzger</surname>, <given-names>M.J</given-names></string-name>., <string-name><surname>Leemans</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Schr&#x00F6;ter</surname>, <given-names>D</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>A multidisciplinary multi-scale framework for assessing vulnerabilities to global change</article-title>&#x2019;, <source><italic>International Journal of Applied Earth Observation and Geoinformation</italic></source> <volume>7</volume>, <fpage>253</fpage>&#x2013;<lpage>267</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jag.2005.06.011">https://doi.org/10.1016/j.jag.2005.06.011</ext-link></comment></mixed-citation></ref>
<ref id="CIT0062"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Milly</surname>, <given-names>P.C.D</given-names></string-name>., <string-name><surname>Wetherald</surname>, <given-names>R.T</given-names></string-name>., <string-name><surname>Dunne</surname>, <given-names>K</given-names></string-name>. &#x0026; <string-name><surname>Delworth</surname>, <given-names>T.L</given-names></string-name></person-group>., <year>2002</year>, &#x2018;<article-title>Increasing risk of great floods in a changing climate</article-title>&#x2019;, <source><italic>Nature</italic></source> <volume>415</volume>, <fpage>514</fpage>&#x2013;<lpage>517</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/415514a">https://doi.org/10.1038/415514a</ext-link></comment></mixed-citation></ref>
<ref id="CIT0063"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Mitlin</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Satterthwaite</surname>, <given-names>D</given-names></string-name></person-group>., <year>2013</year>, <source><italic>Urban poverty in the global south: Scale and nature</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0064"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Moser</surname>, <given-names>C</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>A conceptual and operational framework for pro-poor asset adaptation to urban climate change</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>D.</given-names> <surname>Hoomweg</surname></string-name>, <string-name><given-names>M.</given-names> <surname>Freire</surname></string-name>, <string-name><given-names>M.J.</given-names> <surname>Lee</surname></string-name>, <string-name><given-names>P.</given-names> <surname>Bhada-Tata</surname></string-name> &#x0026; <string-name><given-names>B.</given-names> <surname>Yuen</surname></string-name> (eds.)</person-group>, <source><italic>Cities and climate change</italic></source>, pp. <fpage>225</fpage>&#x2013;<lpage>253</lpage>, <publisher-name>The World Bank</publisher-name>, <publisher-loc>Washington, DC</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0065"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mustafa</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Ahmed</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Saroch</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Bell</surname>, <given-names>H</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>Pinning down vulnerability: From narratives to numbers</article-title>&#x2019;, <source><italic>Disasters</italic></source> <volume>35</volume>, <fpage>62</fpage>&#x2013;<lpage>86</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1467-7717.2010.01193.x">https://doi.org/10.1111/j.1467-7717.2010.01193.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0066"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nasiri</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Shahmohammadi-Kalalagh</surname>, <given-names>S</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Flood vulnerability index as a knowledge base for flood risk assessment in urban area</article-title>&#x2019;, <source><italic>Journal of Novel Applied Science</italic></source> <volume>2</volume>, <fpage>269</fpage>&#x2013;<lpage>272</lpage>.</mixed-citation></ref>
<ref id="CIT0067"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Ndaruzaniye</surname>, <given-names>V</given-names></string-name>., <string-name><surname>Lipper</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Fiott</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Flavell</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Clover</surname>, <given-names>J</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Climate change and security in Africa: Vulnerability discussion paper</article-title>&#x2019;, <source><italic>Africa Climate Change Environment and Security (ACCES)</italic></source>, <fpage>3</fpage>&#x2013;<lpage>9</lpage>.</mixed-citation></ref>
<ref id="CIT0068"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Niyibizi</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Mpeirwe</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Ajambo</surname>, <given-names>S</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Vulnerability assessment for rural settings: Applicability to developing countries</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>A.</given-names> <surname>Niyibizi</surname></string-name>, <string-name><given-names>A.</given-names> <surname>Mpeirwe</surname></string-name> &#x0026; <string-name><given-names>S.</given-names> <surname>Ajambo</surname></string-name> (eds.)</person-group>, <source><italic>Climate change and disaster risk management</italic></source>, pp. <fpage>273</fpage>&#x2013;<lpage>292</lpage>, <publisher-name>Springer</publisher-name>, <publisher-loc>Berlin Heidelberg</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0069"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nkwunonwo</surname>, <given-names>U</given-names></string-name>., <string-name><surname>Malcolm</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Brian</surname>, <given-names>B</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Flooding and flood risk reduction in Nigeria: Cardinal gaps</article-title>&#x2019;, <source><italic>Journal of Geography &#x0026; Natural Disasters</italic></source> <volume>5</volume>, <fpage>136</fpage>.</mixed-citation></ref>
<ref id="CIT0070"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nkwunonwo</surname>, <given-names>U</given-names></string-name>., <string-name><surname>Whitworth</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Baily</surname>, <given-names>B</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>A review and critical analysis of the efforts towards urban flood reduction in the Lagos region of Nigeria</article-title>&#x2019;, <source><italic>Natural Hazards and Earth System Science</italic></source> <volume>16</volume>, <fpage>349</fpage>&#x2013;<lpage>369</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5194/nhess-16-349-2016">https://doi.org/10.5194/nhess-16-349-2016</ext-link></comment></mixed-citation></ref>
<ref id="CIT0071"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ologunorisa</surname>, <given-names>T</given-names></string-name></person-group>., <year>2004</year>, &#x2018;<article-title>An assessment of flood vulnerability zones in the Niger Delta, Nigeria</article-title>&#x2019;, <source><italic>International Journal of Environmental Studies</italic></source> <volume>61</volume>(<issue>1</issue>), <fpage>31</fpage>&#x2013;<lpage>38</lpage>.</mixed-citation></ref>
<ref id="CIT0072"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ologunorisa</surname>, <given-names>T</given-names></string-name>. &#x0026; <string-name><surname>Adeyemo</surname>, <given-names>A</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Public perception of flood hazard in the Niger Delta, Nigeria</article-title>&#x2019;, <source><italic>Environmentalist</italic></source> <volume>25</volume>(<issue>1</issue>), <fpage>39</fpage>&#x2013;<lpage>45</lpage>.</mixed-citation></ref>
<ref id="CIT0073"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Oulahen</surname>, <given-names>G</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>The production of unequal vulnerability to flood hazards: A conceptual framework for hazards research in Canada&#x2019;s cities</article-title>&#x2019;, <source><italic>The Canadian Geographer/Le G&#x00E9;ographe canadien</italic></source> <volume>60</volume>, <fpage>80</fpage>&#x2013;<lpage>90</lpage>.</mixed-citation></ref>
<ref id="CIT0074"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ouma</surname>, <given-names>Y.O</given-names></string-name>., &#x0026; <string-name><surname>Tateishi</surname>, <given-names>R</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Urban flood vulnerability and risk mapping using integrated multi-parametric AHP and GIS: methodological overview and case study assessment</article-title>&#x2019;, <source><italic>Water</italic></source> <volume>6</volume>(<issue>6</issue>), <fpage>1515</fpage>&#x2013;<lpage>1545</lpage>.</mixed-citation></ref>
<ref id="CIT0075"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Owoeye</surname>, <given-names>J.O</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Determination of housing and environmental quality for Moniya community in Ibadan, Nigeria</article-title>&#x2019;, <source><italic>American Journal of Research Communication</italic></source> <comment>1, n.p.</comment></mixed-citation></ref>
<ref id="CIT0076"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Pandey</surname>, <given-names>V.P</given-names></string-name>., <string-name><surname>Manandhar</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Kazama</surname>, <given-names>F</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Climate change vulnerability assessment</article-title>&#x2019;, in S. <string-name><surname>Shrestha</surname>, <given-names>M.S</given-names></string-name>. <person-group person-group-type="author"><string-name><surname>Babel</surname></string-name> &#x0026; <string-name><given-names>V.P.</given-names> <surname>Pandey</surname></string-name> (eds.)</person-group>, <source><italic>Climate change and water resources</italic></source>, pp. <fpage>183</fpage>&#x2013;<lpage>206</lpage>, <publisher-name>CRC Press</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0077"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Parker</surname>, <given-names>D.J</given-names></string-name></person-group>., <year>2000</year>, &#x2018;<article-title>Introduction to floods and flood management</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>D.J.</given-names> <surname>Parker</surname></string-name> (ed.)</person-group>, <source><italic>Floods</italic></source>, vol. <volume>1</volume>, pp. <fpage>3</fpage>&#x2013;<lpage>39</lpage>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0078"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Pelling</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Wisner</surname>, <given-names>B</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Disaster risk reduction: Cases from urban Africa</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>New York</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0079"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Penning-Rowsell</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Floyd</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Ramsbottom</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Surendran</surname>, <given-names>S</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Estimating injury and loss of life in floods: A deterministic framework</article-title>&#x2019;, <source><italic>Natural Hazards</italic></source> <volume>36</volume>, <fpage>43</fpage>&#x2013;<lpage>64</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11069-004-4538-7">https://doi.org/10.1007/s11069-004-4538-7</ext-link></comment></mixed-citation></ref>
<ref id="CIT0080"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rufat</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Tate</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Burton</surname>, <given-names>C.G</given-names></string-name>. &#x0026; <string-name><surname>Maroof</surname>, <given-names>A.S</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Social vulnerability to floods: Review of case studies and implications for measurement</article-title>&#x2019;, <source><italic>International Journal of Disaster Risk Reduction</italic></source> <volume>14</volume>, <fpage>470</fpage>&#x2013;<lpage>486</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ijdrr.2015.09.013">https://doi.org/10.1016/j.ijdrr.2015.09.013</ext-link></comment></mixed-citation></ref>
<ref id="CIT0081"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Seyoum</surname>, <given-names>S.D</given-names></string-name>., <string-name><surname>Vojinovic</surname>, <given-names>Z</given-names></string-name>., <string-name><surname>Price</surname>, <given-names>R.K</given-names></string-name>. &#x0026; <string-name><surname>Weesakul</surname>, <given-names>S</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>Coupled 1D and noninertia 2D flood inundation model for simulation of urban flooding</article-title>&#x2019;, <source><italic>Journal of Hydraulic Engineering</italic></source> <volume>138</volume>, <fpage>23</fpage>&#x2013;<lpage>34</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1061/(ASCE)HY.1943-7900.0000485">http://dx.doi.org/10.1061/(ASCE)HY.1943-7900.0000485</ext-link></comment></mixed-citation></ref>
<ref id="CIT0082"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shabu</surname>, <given-names>T</given-names></string-name>. &#x0026; <string-name><surname>Tyonum</surname>, <given-names>T.E</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Residents coping measures in flood prone areas of Makurdi Town, Benue State</article-title>&#x2019;, <source><italic>Applied Ecology and Environmental Sciences</italic></source> <volume>1</volume>(<issue>6</issue>), <fpage>120</fpage>&#x2013;<lpage>125</lpage>.</mixed-citation></ref>
<ref id="CIT0083"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Takemoto</surname>, <given-names>S</given-names></string-name></person-group>., <year>2011</year>, <source><italic>Moving towards climate-smart flood management in Bangkok and Tokyo</italic></source>, <publisher-name>Massachusetts Institute of Technology</publisher-name>, <publisher-loc>Cambridge, MA</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0084"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Tiepolo</surname>, <given-names>M</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Flood risk reduction and climate change in large cities south of the Sahara</article-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>S.</given-names> <surname>Macchi</surname></string-name> &#x0026; <string-name><given-names>M.</given-names> <surname>Tiepolo</surname></string-name> (eds.)</person-group>, <source><italic>Climate change vulnerability in southern African cities</italic></source>, pp. <fpage>19</fpage>&#x2013;<lpage>36</lpage>, <publisher-name>Springer</publisher-name>, <publisher-loc>Switzerland</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0085"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Tomori</surname>, <given-names>M</given-names></string-name></person-group>., <year>2008</year>, <source><italic>Ibadan metropolitan area and the challenges to sustainable development</italic></source>, <publisher-name>MACOS Urban Management Consultancy</publisher-name>, <publisher-loc>Ibadan</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0086"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>UN-Habitat</collab></person-group>, <year>2011</year>, <source><italic>Cities and climate change: Global report on human settlements 2011</italic></source>, <publisher-name>United Nations Human Settlement Programme (UN-Habitat)</publisher-name>, <publisher-loc>Nairobi, Kenya</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0087"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>UNISDR</collab></person-group>, <year>2005</year>, &#x2018;<article-title>Hyogo Framework for Action 2005&#x2013;2015. Building the Resilience of Nations and Communities to disasters</article-title>&#x2019;, in <source><italic>Extract from the final report of the World Conference on Disaster Reduction (A/CONF. 206/6)</italic></source>, vol. <volume>380</volume>, <publisher-name>The United Nations International Strategy for Disaster Reduction</publisher-name>, <publisher-loc>Geneva</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0088"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>UNISDR</collab></person-group>, <year>2011</year>, <source><italic>Global assessment report on disaster risk reduction &#x2013; Revealing risk, redefining development. Summary and main findings</italic></source>, <publisher-name>United Nations</publisher-name>, <publisher-loc>Geneva</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0089"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>United Nations International Strategy for Disaster Reduction</collab></person-group>, <year>2004</year>, <source><italic>Living with risk: A global review of disaster reduction initiatives</italic></source>, <publisher-name>UN</publisher-name>, <publisher-loc>Geneva</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0090"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Van Der Veen</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Logtmeijer</surname>, <given-names>C</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Economic hotspots: Visualizing vulnerability to flooding</article-title>&#x2019;, <source><italic>Natural Hazards</italic></source> <volume>36</volume>, <fpage>65</fpage>&#x2013;<lpage>80</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11069-004-4542-y">https://doi.org/10.1007/s11069-004-4542-y</ext-link></comment></mixed-citation></ref>
<ref id="CIT0091"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Vogel</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>O&#x2019;Brien</surname>, <given-names>K</given-names></string-name></person-group>., <year>2004</year>, &#x2018;<article-title>Vulnerability and global environmental change: Rhetoric and reality</article-title>&#x2019;, <source><italic>Aviso</italic></source> <volume>13</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>.</mixed-citation></ref>
<ref id="CIT0092"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Vojinovi&#x0107;</surname>, <given-names>Z</given-names></string-name></person-group>., <year>2015</year>, <source><italic>Flood risk: The holistic perspective: From integrated to interactive planning for flood resilience</italic></source>, <publisher-name>IWA Publishing</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0093"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Vojinovi&#x0107;</surname>, <given-names>Z</given-names></string-name>. &#x0026; <string-name><surname>Abbott</surname>, <given-names>M.B</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Flood risk and social justice: From quantitative to qualitative flood risk assessment and mitigation</italic></source>, vol. <volume>2</volume>, <publisher-name>IWA Publishing</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0094"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Vojinovi&#x0107;</surname>, <given-names>Z</given-names></string-name>., <string-name><surname>Golub</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Weesakul</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Keerakamolchai</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Hirunsalee</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Meesuk</surname>, <given-names>V</given-names></string-name>. <etal>et al</etal></person-group>., <year>2014</year>, <source><italic>Merging quantitative and qualitative analyses for flood risk assessment at heritage sites, the case of Ayutthaya, Thailand</italic></source>, <comment>viewed 11 July 2016, from <ext-link ext-link-type="uri" xlink:href="http://academicworks.cuny.edu/cc_conf_hic/395/">http://academicworks.cuny.edu/cc_conf_hic/395/</ext-link></comment></mixed-citation></ref>
<ref id="CIT0095"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Vos</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Rodriguez</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Below</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Guha-Sapir</surname>, <given-names>D</given-names></string-name></person-group>., <year>2010</year>, <source><italic>Annual disaster statistical review 2009</italic></source>. <publisher-name>Centre for Research on the Epidemiology of Disasters (CRED)</publisher-name>, <publisher-loc>Brussels</publisher-loc>, <comment>viewed 12 July 2016, from <ext-link ext-link-type="uri" xlink:href="http://www.who.int/hac/techguidance/ems/annual_disaster_statistical_review_2009.pdf?ua=1">http://www.who.int/hac/techguidance/ems/annual_disaster_statistical_review_2009.pdf?ua=1</ext-link></comment></mixed-citation></ref>
<ref id="CIT0096"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Wilson</surname>, <given-names>G</given-names></string-name></person-group>., <year>2012</year>, <source><italic>Community resilience and environmental transitions</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0097"><mixed-citation publication-type="other"><person-group person-group-type="author"><string-name><surname>Wisner</surname></string-name></person-group>, <year>2006</year>, &#x2018;<article-title>Risk reduction indicators&#x2026; social vulnerability</article-title>&#x2019;, <source>Annex B-6, TRIAMS Working Paper &#x2013; Risk reduction indicators</source>, <comment>viewed 20 January 2010, from <ext-link ext-link-type="uri" xlink:href="http://www.proventionconsortium.org/themes/default/pdfs/TRIAMS_social_vulnerability.pdf">http://www.proventionconsortium.org/themes/default/pdfs/TRIAMS_social_vulnerability.pdf</ext-link></comment></mixed-citation></ref>
<ref id="CIT0098"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Wisner</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Birkmann</surname>, <given-names>J</given-names></string-name></person-group>., <year>2006</year>, <source><italic>Self-assessment of coping capacity: Participatory, proactive, and qualitative engagement of communities in their own risk management</italic></source>, <publisher-name>United Nations University Press</publisher-name>, <publisher-loc>Tokyo, Japan</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0099"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Wisner</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Blaikie</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Cannon</surname>, <given-names>T</given-names></string-name>. &#x0026; <string-name><surname>Davis</surname>, <given-names>I</given-names></string-name></person-group>., <year>2004</year>, <source><italic>At risk: Natural hazards, people&#x2019;s vulnerability and disasters</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0100"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>World Resources Institute (WRI)</collab></person-group>, <year>2016</year>, <source><italic>Aqueduct global flood risk analyzer: Aqueduct global flood risk country rankings</italic></source>, <publisher-name>World Resources Institute</publisher-name>, <publisher-loc>Washington, DC</publisher-loc>, <comment>viewed 10 July 2016, from <ext-link ext-link-type="uri" xlink:href="http://www.wri.org/resources/maps/aqueduct-global-flood-analyzer">http://www.wri.org/resources/maps/aqueduct-global-flood-analyzer</ext-link></comment></mixed-citation></ref>
</ref-list>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Salami, R.O., Von Meding, J.K. &#x0026; Giggins, H., 2017, &#x2018;Urban settlements&#x2019; vulnerability to flood risks in African cities: A conceptual framework&#x2019;, <italic>J&#x00E0;mb&#x00E1;: Journal of Disaster Risk Studies</italic> 9(1), a370. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/jamba.v9i1.370">https://doi.org/10.4102/jamba.v9i1.370</ext-link></p></fn>
</fn-group>
</back>
</article>