“…Numerous studies in Ethiopia have assessed smallholder farmers' vulnerability to climate change, with varying conclusions on the most vulnerable agroecologies [ 8 , 45 , 46 ]. Scholars consistently advocate for conducting vulnerability assessments specific to location and agroecology contexts to formulate effective response strategies against climate change hazards and enhance resilience [ 20 , 3 , 47 ]. Thus, this finding provides insights into factors influencing vulnerability, encompassing exposure to rainfall, temperature, floods, and biophysical patterns trends over time with consideration of agroecology contexts.…”