This document provides an illustration and explanation of seasonal adjustment and linear exponential smoothing (LES) using data on Outboard Marine Corporation. It shows the original data, seasonal indices, seasonally adjusted data, LES forecasts, errors and reseasonalized forecasts over multiple time periods. Formulas for LES and calculating the root mean squared error are also included.