ad-campaign-analyzer

对跨渠道广告数据归一化分析、量化不确定性并提出可执行的预算测试建议。

把跨渠道的广告投放数据先归一化再分析，量化结论的不确定性，并给出有证据标注的可执行预算测试建议，避免过度宣称因果关系。适合在做跨平台投放对比、优化预算或设计试验时用。亮点是同时输出不确定度和边界化实验方案，让决策可测、稳健且不盲动。

# Ad Campaign Analyzer

## Overview

Take raw campaign performance data and turn it into testable decisions. Normalize the inputs, distinguish descriptive results from causal evidence, quantify uncertainty when the data supports it, and propose bounded budget experiments.

**Core principle:** Most startup founders check their ad dashboard, see a ROAS number, and either panic or celebrate. This skill gives you the nuanced analysis a paid media specialist would: what's actually significant, what's noise, and where your next dollar should go. It also solves the allocation problem — most startups either spread budget too thin across channels (no channel gets enough to learn) or dump everything i