Abstract: In some embodiments, methods and systems of forecasting on-shelf availability of products at a retail sales facility for a selected interval of time are described. One or more on-shelf prediction factors associated with the products and/or shelf space at the retail sales facility may be processed by an electronic inventory management device to estimate whether a product is present or not present at a selected time interval on the shelf on the sales floor of the retail sales facility.