平台会员使用星巴克补贴数据集

1. 补贴触发与发放：用户通过平台在星巴克完成任意金额的有效消费后，系统自动发放一个可提现的现金红包至其平台账户。 2. 红包核心属性： - 无使用门槛：可直接提现，不限制下次消费。 - 可提现性：红包金额存入用户平台余额，可提现至银行卡或第三方支付工具（通常有最低提现额，如1元）。 3. 数据记录关键字段： - 订单数据：订单号、消费金额、商品明细、星巴克门店ID。 - 红包数据：红包金额、发放时间、状态（已发放/已提现）。 - 用户数据：用户ID、消费频次、累计获得补贴金额。 4. 效果分析模型： - 用户获取成本 = 红包总成本 / 因此带来的新消费用户数。 - 消费频次提升率：对比用户补贴前后的消费次数变化。 - 用户LTV（生命周期价值）评估：追踪受补贴吸引的用户，其长期在平台其他业务的消费贡献。1. Subsidy Trigger and Distribution: After a user completes a valid consumption at Starbucks via the platform, the system automatically issues a withdrawable cash red envelope to their platform account. 2. Core Attributes of Red Envelopes: - No usage threshold: Directly withdrawable, with no restrictions on subsequent consumption. - Withdrawability: The amount of the red envelope is deposited into the user's platform balance, and can be withdrawn to a bank card or third-party payment tools (usually with a minimum withdrawal amount, such as 1 yuan). 3. Key Fields for Data Recording: - Order data: Order number, consumption amount, product details, Starbucks store ID. - Red envelope data: Red envelope amount, issuance time, status (issued/withdrawn). - User data: User ID, consumption frequency, cumulative subsidy amount received. 4. Effect Analysis Model: - User Acquisition Cost = Total Red Envelope Cost / Number of New Consumption Users Driven by the Subsidy. - Consumption Frequency Growth Rate: Compare the changes in users' consumption times before and after receiving the subsidy. - User LTV (Life Time Value) Evaluation: Track the long-term consumption contribution of users attracted by the subsidy to other businesses on the platform.

搜集汇总

背景与挑战

背景概述

该数据集规模为8.13GB，每日更新，来源于协议获取，聚焦于平台会员在星巴克消费后通过现金红包补贴的策略分析。关键应用包括优化用户获取与消费激励、评估补贴ROI以及增强会员忠诚度，通过记录订单、红包和用户数据来支持效果模型计算。