Publicly available production databases are used to supply the regression models with the data necessary to make unbiased predictions for all of the major resources plays. Models are validated and optimized, and the output is used to calculate confidence intervals within a portfolio of investments framework. It is with this information that companies and institutions investing in oil and gas drilling projects can target higher portfolio returns while at the same time assuming less risk.