Before revision:  I apply the method to a search listing dataset from Expedia that studies the causal effect of search rankings, and show that my method can substantially improve the precision.
After revision:  I apply the method to a search listing dataset from Expedia that studies the causal effect of search rankings, and show that the method can substantially improve the precision.