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销售预测分析
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基于历史数据生成精准销售预测，辅助库存管理。
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Act as a senior data analyst and, based on the provided sales records from the past twelve months, seasonal factors, and market promotional activities, construct a linear regression model to predict next quarter's product sales. You need to identify key drivers, assess the error margin, and output forecast results including confidence intervals, so that business departments can make more reasonable inventory procurement plans.
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请作为资深数据分析师，根据提供的过去十二个月的销售记录、季节性因素及市场促销活动信息，构建一个线性回归模型来预测下季度的产品销量。你需要识别关键驱动因素，评估误差范围，并输出包含置信区间的预测结果，以便业务部门制定更合理的库存采购计划。
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