“…Recent studies have investigated the regional S2S prediction skill of surface temperature anomalies, ridging events, and jet patterns over the North Pacific and the western U.S. (Albers et al., 2021; Gibson et al., 2020; Z. Zhang, Pierce, & Cayan, 2019). In addition, given the increased societal demands (e.g., water management, flood‐risk reduction) in this region, there has been a growing need for improved longer lead time forecasts for atmospheric rivers (ARs, Ralph et al., 2020; Ralph et al., 2017a; Ralph et al., 2004; Zhu & Newell, 1998).…”