Stout determined the value of a portfolio of “residual value guarantees” entered into with various rental car companies by one of the “Big Three” U.S.-based automotive manufacturers for financial reporting purposes. During this process, Stout built an auction price forecasting model using millions of historical automotive auction transactions and data points in order to determine the value of guaranteed price minimums.