1 Introduction Climate uncertainties unfold over decades, requiring many policy, planning, and investment decisions that span across shorter temporal scales. This disconnect in timescales along with uncertainties in changing water demand driven by socio-economic development pose significant challenges in managing water resources (Gosling & Arnell, 2016; Poff et al., 2016; Vörösmarty et al., 2010).