[ { "question": "近一年每个月的销售额和订单量变化趋势如何?", "intent": "trend_analysis", "related_fields": ["order_date", "price", "quantity"] }, { "question": "哪个产品类目的GMV最高?", "intent": "topn_category", "related_fields": ["category", "price", "quantity"] }, { "question": "不同支付方式的订单数量和平均客单价是多少?", "intent": "aggregate_comparison", "related_fields": ["payment_method", "price", "quantity"] }, { "question": "各营销渠道(如Paid Search、Social)的GMV占比是多少?", "intent": "ratio_analysis", "related_fields": ["channel", "price", "quantity"] }, { "question": "移动端和桌面端的订单表现差异大吗?", "intent": "device_comparison", "related_fields": ["device_type", "price", "quantity"] }, { "question": "已送达订单的平均配送时长是多少天?", "intent": "shipping_time_analysis", "related_fields": ["order_date", "shipping_date", "delivery_status"] }, { "question": "退货(Returned)订单主要集中在哪些产品类目?", "intent": "return_analysis", "related_fields": ["delivery_status", "category"] }, { "question": "不同客户类型(新客、回头客、VIP)的平均订单金额是多少?", "intent": "segment_analysis", "related_fields": ["customer_segment", "price", "quantity"] }, { "question": "每个客户的平均下单频率是多少?", "intent": "customer_behavior", "related_fields": ["customer_id", "order_date"] }, { "question": "近期是否存在价格异常或超高订单?", "intent": "quality_outlier", "related_fields": ["price", "order_date"] }, { "question": "哪个支付方式的退货率最高?", "intent": "return_ratio_by_payment", "related_fields": ["payment_method", "delivery_status"] }, { "question": "哪些商品在VIP客户中最受欢迎?", "intent": "vip_product_preference", "related_fields": ["customer_segment", "product_id", "price", "quantity"] }, { "question": "下单后平均几天发货?", "intent": "shipping_speed", "related_fields": ["order_date", "shipping_date"] }, { "question": "从哪些渠道来的新用户最多?", "intent": "user_acquisition_channel", "related_fields": ["channel", "customer_segment"] }, { "question": "订单数量在周末和工作日有什么差异?", "intent": "weekday_pattern", "related_fields": ["order_date"] }, { "question": "每个设备类型的平均订单金额是多少?", "intent": "device_gmv_comparison", "related_fields": ["device_type", "price", "quantity"] }, { "question": "本月退货率与上月相比是否上升?", "intent": "return_trend", "related_fields": ["delivery_status", "order_date"] }, { "question": "哪些客户下单金额最高?", "intent": "top_customers", "related_fields": ["customer_id", "price", "quantity"] }, { "question": "不同类目的平均客单价(GMV/订单量)是多少?", "intent": "category_avg_order_value", "related_fields": ["category", "price", "quantity"] }, { "question": "不同渠道的订单平均转化周期(下单到发货)是多少?", "intent": "conversion_cycle", "related_fields": ["channel", "order_date", "shipping_date"] } ]