risk reduction services by forecasting satisfaction, namely assistance in the decision process using algorithms that proceed through steps of gathering, storing, interpreting and communicating of feedback commentary describing previous entity behavior for use in estimating the likely degree of fulfillment in future transactions, including this assistance performed online on a global communications network.