This study used ethnographic interviews and machine learning to explore how farmers decide to adopt specific activities on CA in Malawi. The results show that adoption by neighbors (i.e., peer effects) matters most, with possible implications for the overall cost of encouraging CA (e.g., through subsidies) as it is taken up across a landscape.