aaron-he-zhu/aaron-marketing-skills · ad/scale/paid-measurement-loop/SKILL.md

paid-measurement-loop skillA

Use when the user asks to "read back" a paid campaign change, "did this ad change work", or "compare ROAS/CPA before and after"; reads ROAS/CPA against a control over a fixed readback window and returns a Promote / Keep-testing / Rollback / Unproven readback decision with the math delegated to roi-calculator. Not for RQS scoring or veto adjudication — use ad-account-auditor; not for the ROI ratio math — use roi-calculator; not for cross-channel rollups — use performance-analyzer. 付费广告复盘/ROAS回看/投

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mdr add aaron-he-zhu/aaron-marketing-skills/paid-measurement-loop@v20.1.0
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Versions

versioncommittedcommitsizeaudit
v20.1.0 latest2026-09-01 0c914b1 11,547 BA view · diff
v20.0.02026-08-20 879002a 10,613 BA view · diff
v19.2.02026-08-10 d09dd90 10,613 BA view · diff
v19.1.02026-08-01 f744424 10,613 BA view · diff
v19.0.02026-07-24 407137c 10,613 BA view

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A  17 of 17 checks passed. Deterministic, no model, same answer every run.

Source

GitHub

aaron-he-zhu/aaron-marketing-skills · 2,731 stars · license Apache-2.0 · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7e52mylecgstr3rl
GET https://markdownregistry.com/api/v1/resolve?ref=aaron-he-zhu/aaron-marketing-skills/paid-measurement-loop
GET https://markdownregistry.com/api/v1/blob/233590da42c852f8d4a23a14a5fe9093da07df1845c11c35da04d1e97b0f9240