Guide AI to generate next quarter product demand forecasts based on historical sales data and market trends, assisting inventory management decisions.
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Please analyze quarterly sales records from the past three years, incorporating current market seasonal fluctuations and known promotional campaign plans, to predict the demand for main products in the next quarter. You need to identify outliers in the data and adjust the forecasting model to reflect the latest market dynamics, ultimately outputting a detailed forecast report containing specific product SKUs, estimated sales volumes, and confidence intervals to help the supply chain team optimize inventory levels and reduce stockout risks.
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