This research study analyzes changes in the demand for cotton fiber at the end-use level from 1973 to 1997. The first objective is to determine the factors that influence demand for cotton at the end-use level. The second objective is to compare models based on economic theory with models developed using directed graphs. Basic statistical measures as well as forecasting accuracy will be considered when determining the model that most accurately portrays consumer demand.