“…With new data, this prior understanding can in turn be updated and represented as new, updated posteriors, with an expectation that clarity about population distribution and abundance, in the form of precision, will increase over time (Morris, Vesk, McCarthy, Bunyavejchewin, & Baker, 2015). There is urgency to this opportunity to scaffold upon prior information because bat populations in the region are facing potentially catastrophic declines (e.g., O'Shea, Cryan, Hayman, Plowright, & Streicker, 2016) from the recent arrival of the bat disease white-nose syndrome (Lorch et al, 2016) and the rapidly expanding footprint of the wind power industry (Arnett et al, 2016). This scenario is exemplified by a bat monitoring program in an ~440,000 km 2 region of the Pacific Northwestern United States ( Figure 1) in which the occupancy modeling results from 8 years of monitoring, which ended in 2010 (Rodhouse et al, 2012, require updating with new survey data gathered during 2016-2018 for contribution to the North American Bat Monitoring Program (NABat; Loeb et al, 2015).…”