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Water utilities routinely develop long range demand forecasts for use. In recent years, many utilities have sought to develop more short- term demand forecasts for use in daily operations or drought management activities. In the current study a short-term (daily) demand model is developed and tested for the city of Lexington, Kentucky. The final model is selected from an examination of four different model structures. The composition and performance of each class of models is examined and recommendations for possible improvements to the final model are discussed.