到家电商系统线上推广ROI分析数据

本数据通过系统化的ROI分析，为到家电商系统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趋势，及时调整市场策略。对广告商而言，ROI分析结果为广告商提供了精准的投放依据，使其能够优化广告创意、定向策略和出价机制，提高广告转化率。1.数据采集和预处理：（1）数据采集：收集公司到家电商系统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）、该渠道新增订单数量、该渠道新增销售额（人民币元）、单订单平均销售额（人民币元/单）。（2）数据预处理：剔除成本>0但新增订单=0或新增销售额=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=该渠道新增销售额；（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 delivers data-driven decision support for the online promotion of on-demand home e-commerce systems through systematic ROI analysis. For the developing company (software developer), it enables precise assessment of the return on investment (ROI) of each online promotion channel, identification of high-conversion premium channels to increase investment, as well as adjustment or termination of investment in inefficient channels. For other relevant enterprises, it facilitates accurate grasping of industry promotion trends and timely adjustment of marketing strategies. For advertisers, the ROI analysis results provide a precise basis for ad placement, allowing them to optimize ad creatives, targeting strategies and bidding mechanisms to enhance ad conversion rates.
1. Data Collection and Preprocessing:
(1) Data Collection: Collect data fields related to the online promotion effectiveness of the company's on-demand home e-commerce system, including collection time period, total promotion cost, channel code, independent cost of the channel (in RMB), number of new orders from the channel, new sales revenue of the channel (in RMB), and average order value (AOV) (in RMB per order).
(2) Data Preprocessing: Eliminate invalid channel data where the cost is greater than 0 but the number of new orders is 0 or the new sales revenue is 0.
2. Channel Revenue and ROI Calculation:
(1) Channel Revenue Calculation: Channel Revenue = New Sales Revenue of the Channel;
(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.