9 pages, The article investigates whether the social network based program (SNP) in villages can encourage learning and adoption of a relatively new cash crop, cotton, to female heads of households. It explains how social network based training program had more significant effects on yields for the poorest performing farmers than the standard training program, and proves that SNP can increase productivity up to 50 percent for farmers producing at the average yield of production.