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Optimización de pronósticos de ventas

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Guíe a la IA para generar pronósticos de demanda de productos para el próximo trimestre basados en datos históricos de ventas y tendencias del mercado, ayudando en las decisiones de gestión de inventarios.

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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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Analice los registros de ventas trimestrales de los últimos tres años, teniendo en cuenta las fluctuaciones estacionales actuales del mercado y los planes de campañas promocionales conocidos, para predecir la demanda de productos principales en el próximo trimestre. Debe identificar valores atípicos en los datos y ajustar el modelo de pronóstico para reflejar las últimas dinámicas del mercado, y finalmente generar un informe de pronóstico detallado que contenga SKU de productos específicos, volúmenes de ventas estimados e intervalos de confianza para ayudar al equipo de la cadena de suministro a optimizar los niveles de inventario y reducir los riesgos de desabastecimiento.

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