“…Despite a growing body of literature linking climate risk, poverty, and livelihoods more broadly in Zambia, little attention has been devoted to carefully define and measure, and assess how the vulnerability and resilience of rural households vary by household types, geography, and wealth (Jain, 2007;Thurlow, et al, 2012;Wineman and Crawford, 2017;Al Mamun, et al, 2018;Braimoh, et al, 2018;Alfani, et al, 2019;Ngoma, et al, 2019;Hamududu and Ngoma, 2019). It is equally not well understood the extent to which exposure to different climatic shocks affects vulnerability and resilience at national and subnational levels.…”