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Optimización de pronósticos de ventas

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Guíe a la IA para optimizar modelos de pronóstico de ventas utilizando datos históricos.

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Analyze the monthly sales data, seasonal factors, and market promotion records from the past two years to identify key variables affecting sales volume. Construct a weighted forecasting model to generate next quarter's sales estimates, considering the impact of macroeconomic indicators on consumer behavior. The output should include a detailed forecast report with confidence intervals to assist management in formulating inventory procurement plans.

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Analice los datos de ventas mensuales, los factores estacionales y los registros de promociones de mercado de los últimos dos años para identificar las variables clave que afectan el volumen de ventas. Construya un modelo de pronóstico ponderado para generar estimaciones de ventas del próximo trimestre, considerando el impacto de los indicadores macroeconómicos en el comportamiento del consumidor. La salida debe incluir un informe de pronóstico detallado con intervalos de confianza para ayudar a la gerencia a formular planes de adquisición de inventario.

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