日常计划小程序线上推广ROI分析数据

本数据通过系统化的ROI分析，为日常计划小程序的线上推广提供了数据驱动的决策支持，对公司（软件开发商）而言，精准评估各线上推广渠道的投入产出效益，识别高转化率的优质渠道并加大投放力度，同时调整或终止低效渠道的投入。对其他相关企业而言，可以更准确地把握行业推广现状和趋势，及时调整市场策略。1.数据采集和预处理：（1）数据采集：收集公司日常计划小程序线上推广效果有关的数据字段，包括采集时间周期、总推广成本、渠道编码、该渠道独立成本（人民币元）、该渠道新增注册用户数量、该渠道新增活跃用户数量、单注册用户平均价值（人民币元/人）、单活跃用户平均价值（人民币元/人）。（2）数据预处理：剔除成本>0但新增注册商家=0或付费商家=0的无效渠道数据。 2.渠道收益和ROI计算：（1）渠道收益计算：该渠道收益=(该渠道新增注册用户数量×单注册用户平均价值)+(该渠道新增活跃用户数量×单活跃用户平均价值)；（2）ROI计算：ROI=（该渠道收益-该渠道独立成本）/该渠道独立成本。 3.策略优化规则：对于ROI≥0.2的渠道，按比例增加预算；ROI∈[0, 0.2)的渠道，维持预算并启动A/B测试优化；ROI<0的渠道，立即终止投入。This dataset provides data-driven decision support for the online promotion of the Daily Plan mini-program through systematic ROI analysis. For the company (software developer), it enables accurate assessment of the return on investment (ROI) of each online promotion channel, identifies high-conversion high-quality channels to increase investment, and adjusts or terminates investment in inefficient channels. For other relevant enterprises, it helps to accurately grasp the current status and trends of industry promotion and adjust marketing strategies in a timely manner. 1. Data Collection and Preprocessing: (1) Data Collection: Collect data fields related to the online promotion effect of the company's Daily Plan mini-program, including collection time period, total promotion cost, channel code, independent cost of the channel (in RMB yuan), number of newly registered users via the channel, number of newly active users via the channel, average value per registered user (RMB yuan/person), and average value per active user (RMB yuan/person). (2) Data Preprocessing: Eliminate invalid channel data where the cost is greater than 0 but the number of newly registered merchants is 0 or the number of paid merchants is 0. 2. Channel Revenue and ROI Calculation: (1) Channel Revenue Calculation: Channel Revenue = (Number of newly registered users via the channel × Average value per registered user) + (Number of newly active users via the channel × Average value per active user); (2) ROI Calculation: ROI = (Channel Revenue - Independent cost of the channel) / Independent cost of the channel. 3. Strategy Optimization Rules: For channels with ROI ≥ 0.2, increase the budget proportionally; For channels with ROI ∈ [0, 0.2), maintain the budget and launch A/B testing for optimization; For channels with ROI < 0, terminate the investment immediately.