“…visitors to a particular location as in our study): a small target population size makes it inherently difficult to obtain an adequate sample size. It is therefore important to consider developing econometric methods for rank-ordered data, to complement the continual effort to understand better and improve ranking survey designs (Caparrós, Oviedo and Campos, 2008;Chang, Lusk and Norwood, 2009;Scarpa et al, 2011;Akaich, Nayga, and Gil, 2013;Louviere, Flynn and Marley, 2015). The existing approach to analyzing rank-ordered data usually exploits extensions and variants of the exploded logit (Chapman and Staelin, 1982), both within (Chang, Lusk and Norwood, 2009;Scarpa et al, 2011;Resano, Sanjuan and Albisu, 2012;Othman and Rahajeng, 2013;Varela et al, 2014) and outside (Fok, Paap and Van Dijk, 2012;Yoo and Doiron, 2013) the environmental valuation literature.…”