“…In this regard, our hypothesis is that the reaction of housing prices is likely to be stronger in periods of high sentiment (upper quantiles), compared to that under low sentiment (lower quantiles). Intuitively, borrowing from the stock market literature (see for example, De Long et al, (1990), and Lee et al, (1991)), the build-up of optimism when sentiment is on the rise leads to an extended period of market overvaluation (due overestimation of the size of rental growth or 1 In this regard the most important studies are that of Baffoe-Bonnie (1998), Fratantoni andSchuh (2003), Del Negro andOtrok (2007), Iacoviello and Minetti (2008), Jarocinski andSmets (2008), Vargas-Silva (2008), Beltratti and Morana (2010), Demary (2010), Chang et al, (2011), Moench and Ng (2011), Musso et al, (2011), Bjørnland and Jacobsen (2013, Chou and Chen (2014), Jordà et al, (2015). 2 Note that, our decision to use the QSVAR model over Markov-switching or smooth transition approaches is motivated out of the advantages the QSVAR possesses over these standard nonlinear models in terms of ex ante classification of different regimes and specification of parametric transition function respectively.…”