短剧平台线上推广ROI分析数据

本数据通过系统化的 ROI 分析，为短剧平台的线上推广提供了数据驱动的决策支持。对公司（作为软件开发商）而言，能够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，优化营销资源配置，提升整体营销效率和效益。1.数据采集和预处理：（1）数据采集：收集公司短剧平台线上推广效果有关的数据字段，包括采集时间、总推广成本、渠道编码、该渠道当日独立成本（人民币元）、该渠道当日新增用户数量（人）、该渠道当日新增会员数量（人）、该渠道当日新增会员收入（人民币元）、单会员平均收入（人民币元/会员）。（2）数据预处理：剔除成本 > 0 但新增会员数量 = 0 或新增会员收入 = 0 的无效渠道数据。
2.渠道收益和ROI计算：（1）渠道收益计算：该渠道当日收益 = 该渠道当日新增会员收入。（2）ROI计算：ROI = (该渠道当日收益 - 该渠道当日独立成本) / 该渠道当日独立成本。
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 online promotion of short-play platforms through systematic ROI analysis. For the company as a software developer, it can accurately assess the cost-effectiveness of each online promotion channel, identify high-quality channels with high conversion rates to increase investment, while adjusting or terminating investment in low-efficiency channels. For other relevant enterprises, they can more accurately grasp the current status and trends of industry promotion, adjust marketing strategies in a timely manner, optimize the allocation of marketing resources, and improve overall marketing efficiency and effectiveness.
1. Data Collection and Preprocessing:
(1) Data Collection: Collect data fields related to the online promotion effect of the company's short-play platform, including collection time, total promotion cost, channel code, daily independent cost of the channel (in CNY), daily number of new users acquired by the channel, daily number of new members acquired by the channel, daily new member revenue of the channel (in CNY), and average revenue per member (CNY/member).
(2) Data Preprocessing: Eliminate invalid channel data where the cost is greater than 0 but the number of new members is 0 or the new member revenue is 0.
2. Channel Revenue and ROI Calculation:
(1) Channel Revenue Calculation: Daily revenue of the channel = Daily new member revenue of the channel.
(2) ROI Calculation: ROI = (Daily revenue of the channel - Daily independent cost of the channel) / Daily 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, immediately terminate the investment.

搜集汇总

背景与挑战

背景概述

该数据集为短剧平台线上推广ROI分析数据，包含524条CSV格式记录，每日更新，涵盖推广成本、渠道收益和ROI等11个关键字段。它通过计算渠道ROI和策略优化规则，帮助企业精准评估推广渠道效益，优化营销资源配置，提升整体营销效率和决策支持。