Cocoa productivity in Uganda has remained low with average productivity of 0.55 t/ha, compared with 1.65 t/ha attained in Ghana. The study will develop simple visual indicators for monitoring soil structural quality in cocoa fields, establish the effect of sustainable land management on cocoa yields and quality and predict future cocoa yields using data from Global and Regional Climate Models.