淘系平台人群推广展现质量分析数据

千次平均展现费用直观地反映了在广告投放过程中，每获得一千次展现所需要花费的平均成本。它是对广告成本在展现量维度上的一种平均化度量，能够概括地告诉广告主在广告投放中的成本概况。为了进一步优化广告策略和投放计划，需要对展现量效果进行评估，具体表现在对于千次平均展现费用的计算上。商家通过千次平均展现费用计算值进行比较，以评估展现质量的效果。如果千次平均展现费用计算值低于千次平均展现费用标准值，说明广告投放成本效益较高；反之，则可能需要优化广告策略。通过对比单次广告点击成本计算值与总广告点击成本计算值，商家可以更好地控制广告预算，管理与优化。1.数据处理：收集本公司天猫店铺淘系平台在2024年4月-2025年3月生意参谋的广告花费、展现量等数据，将千次平均展现费用计算值与千次平均展现费用标准值对比判定该展现质量是否达标，其中千次平均展现费用标准值以经验判断取值51.95。 2.算法规则：展现量/1000=千次展现量；广告花费/千次展现量=千次平均展现费用。当千次平均展现费用>千次平均展现费用标准值时，广告成本过高，即展现质量不达标，当千次平均展现费用<=千次平均展现费用标准值时，广告成本低，即展现质量达标。

Cost Per Mille (CPM) intuitively reflects the average cost incurred to acquire one thousand impressions during advertising campaigns. It is an averaged metric of advertising costs evaluated against the impression volume dimension, which can generally inform advertisers of the overall cost status of their advertising operations. To further optimize advertising strategies and delivery plans, it is necessary to evaluate impression effectiveness, which is specifically manifested in the calculation of CPM. Merchants compare calculated CPM values to assess the quality of impressions. If the calculated CPM is lower than the standard CPM value, it indicates higher cost-effectiveness of advertising delivery; conversely, advertising strategies may require optimization. By comparing the calculated Cost Per Click (CPC) and the total calculated advertising click cost, merchants can better control, manage and optimize their advertising budgets.
1. Data Processing: Collect data including advertising expenses and impression volumes from the Business Advisor platform of the Taobao ecosystem for the company's own Tmall store from April 2024 to March 2025. Compare the calculated CPM value with the standard CPM value to determine whether the impression quality meets the standards, where the standard CPM value is empirically set at 51.95.
2. Algorithm Rules: Impression volume / 1000 = thousand-impression volume; Advertising expenses / thousand-impression volume = CPM. When CPM > standard CPM value, the advertising cost is too high, meaning the impression quality does not meet the standards; when CPM ≤ standard CPM value, the advertising cost is low, meaning the impression quality meets the standards.

搜集汇总

背景与挑战

背景概述

该数据集包含淘系平台人群推广的展现质量分析数据，涵盖广告花费、展现量等关键指标，用于评估广告投放成本效益和优化广告策略。数据规模为1836条，更新频次按需更新，适用于批发和零售业的企业数据分析。