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指导AI基于历史销售数据和市场趋势,生成下季度产品需求预测,辅助库存管理决策。
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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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请分析过去三年的季度销售记录,结合当前市场季节性波动和已知的促销活动计划,预测下一季度主要产品的需求量。你需要识别数据中的异常值并调整预测模型以反映最新的市场动态,最终输出一份包含具体产品SKU、预计销量及置信区间的详细预测报告,帮助供应链团队优化库存水平并减少缺货风险。
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