Skills for Real Engineers. Straight from my .agents directory.
paid-measurement-loop
Agent skill fromaaron-he-zhu/aaron-marketing-skills
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
How to install paid-measurement-loop
npx skills add aaron-he-zhu/aaron-marketing-skills# or add only this skill to Claude Code: copy the folder
ad/scale/paid-measurement-loop/
# into
~/.claude/skills/paid-measurement-loop/ (all projects)
.claude/skills/paid-measurement-loop/ (one project)
1# Paid Measurement Loop23Reads a paid-ads change back against a control over a fixed readback window and returns Promote / Keep-testing / Rollback / Unproven. This is the paid readback loop — distinct from `roi-calculator` (the ROI/CPA math, which this delegates to), `ad-account-auditor` (RQS score/veto adjudication), and `performance-analyzer` (cross-channel rollup); it owns only the readback decision, window, and control.45## Quick Start67```text8Read back the budget increase I made on Campaign X two weeks ago — did ROAS hold vs the control?9I rotated in new creative on the prospecting set on the 10th — promote, keep testing, or roll back?10Compare ROAS on my Meta vs Google search campaigns (I have both CSV exports)11```1213## Skill Contract1415**Expected output**: a per-change `readback_decision` (Promote / Keep-testing / Rollback / Unproven) and Cycle Retro bound to the exact change/test head, artifact and measurement-contract hashes, with delta-vs-control on a primary metric (ROAS or CPA), the readback window used, normalization notes (attribution window + currency), evidence refs, and a handoff summary ready for `memory/ad/paid-measurement-loop/`. `readback_decision` is not an RQS auditor verdict.16…
Excerpt shown under the repository's Apache-2.0 license.
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