“…One body of work focuses on biophysical impacts through examining the relationship between climatic factors and individual commodity production or productivity, such as weather and crop yield or livestock production (e.g., Cobanov, and Schnitkey, 2003;Schlenker and Roberts, 2009;Lobell, Schlenker, and Costa-Roberts, 2011;Hatfield et al 2014;St-Pierre, Cobanov and Schnitkey, 2003;and Key and Sneeringer, 2014). A second body of work focusses on adaptive response at the individual/firm level through evaluating how an individual farm/firm/person reacts to climatic impacts, such as a farmer's behavior under uncertainty (risk management, see Schimmelpfennig, 1996;Kim and Chavas, 2003;Falco and Veronesi, 2013;Yang and Shumway, 2015.) The third stream of literature addresses impacts at a regional/national/sectoral scale, considering both biophysical effects and adaptation.…”