This data allow the full replication of the results in "The Complexity of Multidimensional Learning in Agriculture". They were collected between 2013 and 2016, cover 960 farmers in 96 villages in Siaya Kenya and include household level surveys intensive in agricultural inputs, practices, knowledge and beliefs and were completed by other sources such as indices from a skill intensive baseline survey and administrative data from the agronomic trials.