Firms with prior panel data on customer response to advertising (e.g., CRM data) can use this observational data to identify more-responsive customers and improve the power of prospective experiments. Using this stratification approach to re-analyze several direct mail and email experiments, researchers are able to increase the accuracy of estimates of average marketing response by 10%-20%.