“…Even though comparative analyses on the performance of damage models have become more frequent in the literature (Jongman et al, 2012;Cammerer et al, 2013;Scorzini and Frank, 2017;Carisi et al, 2018;Figueiredo et al, 2018;Amadio et al, 2019), according to the authors' knowledge, this study would represent the first flood damage model comparison performed in a blind mode. This type of comparison can provide more objective insights for a better understanding of models' capabilities and then for reducing modelling uncertainties, as already demonstrated in similar tests performed for other disciplines like seismology, hydrology, and computational fluid dynamics (Smith et al, 2004;Soares-Frazao et al, 2012;Krogstad and Eriksen, 2013;Zelt et al, 2013;Andreani et al, 2019;Ransley et al, 2019;Skorek et al, 2019). Indeed, possible biases are avoided as participants cannot be influenced by validation data, these data being undisclosed in the implementation phase of the models, e.g.…”