“…Variables selected were largely based on previous work on understanding the heterogeneity of African smallholder farming systems ( Giller et al, 2011 , Tittonell et al, 2005 , Tittonell et al, 2010 ), and on adoption studies of agricultural technologies ( Feder and Umali, 1993 , Kassie et al, 2015 , Knowler and Bradshaw, 2007 ) and legumes ( Farrow et al, 2016 ). Agro-ecological characteristics are important to determine the biophysical relevance of technologies ( Farrow et al, 2016 ). Plot characteristics such as land tenure, soil fertility and soil depth are often considered in relationship with the willingness to invest in improvement of the land ( Banadda, 2010 , Kassie et al, 2015 , Kerr et al, 2007 ).…”