"CHAN4CAST: A Multi-Channel Multi-Region Forecasting Model and Decision Support System for Pepsico" by Suresh Divakar, Brian Ratchford , and Venkatesh Shankar Pepsico developed a model and decision support system called CHAN4CAST to forecast sales for consumer packaged goods. The model decomposes sales into several channels, including grocery, drug, convenience and gas, fountain and the like, decomposing sales forecasts into different channels. The model also incorporates holidays, temperature, trading day effects and new product introductions. The model’s mean percentage forecast error for the grocery channel in 2003 was -0.4%. The associated DSS allows product managers both to plan for forecast sales volumes as well as to simulate the effect of different firm and competitors’ actions on those sales. The tool includes a scorecard by account, channel and region that allows Pepsico to continually track its sales against forecast. The company estimates benefits as well over 1000% return on the model investment.