In this study we will determine how computer science data mining principles can aid researchers in the creation of ethnographic decision models. Our approach uses these principles to determine which decision attributes will be most useful for predicting whether homeowners will lease land for hydraulic fracturing. Hydraulic fracturing (or fracking) is a controversial process of extracting natural gas where millions of gallons of chemicals and water are pumped into the ground to fracture rock and release the gas for collection.