“…Biologists (Hofstetter, Cronin, Klepzig, Moser, & Ayres, 2006;Vasanthakumar et al, 2006) have studied the individual SPB infestation behavior, while forest entomologists (Fargo, Coulson, Pulley, Pope, & Kelley, 1978;Staeben, Sullivan, Nowak, & Gandhi, 2015;Strom, Meeker, Bishir, Roberds, & Wan, 2016) have studied the SPB outbreaks at the stand scale. In addition, SPB outbreaks across tree stands and at the landscape level have been evaluated (Niemiec, Lutz, & Howarth, 2014;Nowak, Meeker, Coyle, Steiner, & Brownie, 2015). However, not until recently have the broadscale SPB outbreaks been recognized as an important indicator to measure the SPB hazard for large spatial units, such as a county.…”