Installation
Copy the prompt below and send it to your AI assistant (e.g. Claude Code) — it will follow the instructions and install automatically.
Install the "paid-measurement-loop" skill by following the instructions at https://skill123.me/install/paid-measurement-loop.
Run in your terminal — downloads and installs to ~/.claude/skills/.
curl -fsSL https://skill123.me/install/paid-measurement-loop.sh | bash
Download the zip and extract it into your skills directory (e.g. ~/.claude/skills/), then restart your session.
⬇ Download v1.0.0 · 5 KBAbout this skill
Overview
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/投放效果归因
Source
- Repo: https://github.com/aaron-he-zhu/aaron-marketing-skills
- Path: ad/scale/paid-measurement-loop
Evaluation
AI-evaluated 2026-09-03: Rigorous readback protocol: precommitted windows, control requirement, attribution-window and currency normalization, conversion-lag handling, and explicit anti-fabrication of execution receipts. Same niche paid-ads audience and depends on sibling skills (roi-calculator, auditor) in the same repo; safety is careful with untrusted input, ask-before-save, and no fabricated actions.