Personalizing Ad Load to Optimize Subscription and Ad Revenues: Product Strategies Constructed from Experiments on Pandora

Using a field experiment on Pandora Media, the researchers show that one can increase subscription profits by 7% by personalizing ad load across users without decreasing ad profits.