“…Much progress has been made toward understanding expenditures on wildland fire management activities, including insights into trends in suppression expenditures (Calkin et al, 2005) and the factors related to incident suppression expenditures (Gebert et al, 2007; Canton- Thompson et al, 2008;Liang et al, 2008;Gude et al, 2013;Donovan et al, 2011;Yoder and Gebert, 2012). Despite this progress, sophisticated expenditure models are increasingly needed to better forecast and manage agency expenditures, support outcome based performance measures, inform land, fire, and fuel management planning efforts, and support incident decision making.…”