“…Additional observations are illustrated in Figure 20, and the following section elaborates on findings further, by hazard and by intervention type. Bank (2007), Spray ), Hölzinger & Haysom (2017), Gauderis, et al (2005; 2 Earthquake results from World Bank (2018aBank ( , 2019cBank ( , 2019aBank ( , 2019d; 1 Landslide result from Xiong & Alegre (2019); 2 Pandemics/Epidemics results from Master, et al (2017), GHRF Commission (2016; 1 Oil Spill result from European Commission ( 2020 Bank (2007), Spray (2016), Grossmann & Hartje (2012), Hölzinger & Haysom (2017), Gauderis, et al (2005; 2 Earthquake results from World Bank (2018aBank ( , 2019cBank ( , 2019aBank ( , 2019d Bank (2007), Spray ), Hölzinger & Haysom (2017), Gauderis, et al (2005; 2 Earthquake results from World Bank (2018aBank ( , 2019cBank ( , 2019aBank ( , 2019d Note: The figure shows the distribution of external rates of return (ERRs) for disaster risk management investments by the different type of hazards, based on a five-number summary: minimum (shown in orange), first quartile, median (shown in red), third quartile, and maximum (shown in orange). The outliers are shown as dots.…”