This paper presents an innovativemethodology for discovering policies that are consistentwith economic development. A development footprint narrativeis advanced to suggest that laggard countries can improvetheir good overall economic performance when tracking policyindicators of more advances but structurally similareconomies. This narrative is converted in a workable policyguideline through the use of a complex network of publicpolicies. The main results generated when the model iscalibrated with a panel of countries in all incomecategories for the period 2006-2012 are as follows: (i)public policies are context dependent; (ii) there aredifferent development modes that any country can undertake;(iii) policy interventions within each mode are part of aconsistent package and, thus, they should not be implementedin isolation; and (iv) bosting public governance indicatorsdo not seem to be important for the poorest countries ofincome group 4, but this type of actions are very criticalin upper-middle income countries of group 2.