social-measurement-loop
Use when the user asks to "run the weekly social readout", "which denominator does our engagement rate use", or "which posts won this week and what changes next cycle"; produces the organic-social metric dictionary (every rate names its denominator — ERR engagement-by-reach vs ERI by-impressions vs ER-by-follower — locked across periods), median-not-mean per-post rollups with organic and boosted separated, EMV as labeled exec-translation only (never inside any score), an attributed CHAOSS/Orbit-style community-health readout with employees excluded, and the best/worst-performer write-back the
Profile →npx skills add aaron-he-zhu/aaron-marketing-skills --skill social-measurement-loop --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Social Measurement Loop The weekly organic-social readback loop — the sibling of [paid-measurement-loop](../../../ad/scale/paid-measurement-loop/SKILL.md) for unpaid channels. It owns the measurement-integrity core of the ECHO **O** lever and feeds five O sub-items in [echo-benchmark.md](../../../references/echo-benchmark.md): declared period-stable denominators (the upstream of the **ECHO-O1** veto), median-not-mean per-post rollups with organic and boosted separated, EMV excluded from any score, employee-excluded community-health metrics, and learnings written back to the next cycle. It owns the O lever's dictionary and loop but **never computes the ECHO profile result** — only [social-quality-auditor](../../host/social-quality-auditor/SKILL.md) scores ECHO and runs vetoes. **Scope guard**: this skill produces the metric dictionary, the period readout, and the write-back list only. It does NOT issue the gate verdict or run ECHO-O1 ([social-quality-auditor](../../host/social-quality-auditor/SKILL.md)), compute dollar ROI or revenue-per-post ([roi-calculator](../../../influencer/report/roi-calculator/SKILL.md)), declare the dark-social estimation method ([dark-social-attributor](
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What does the social-measurement-loop skill do?
Use when the user asks to "run the weekly social readout", "which denominator does our engagement rate use", or "which posts won this week and what changes next cycle"; produces the organic-social metric dictionary (every rate names its denominator — ERR engagement-by-reach vs ERI by-impressions vs ER-by-follower — locked across periods), median-not-mean per-post rollups with organic and boosted separated, EMV as labeled exec-translation only (never inside any score), an attributed CHAOSS/Orbit-style community-health readout with employees excluded, and the best/worst-performer write-back the
How do I install it?
Run `npx skills add aaron-he-zhu/aaron-marketing-skills --skill social-measurement-loop --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From aaron-he-zhu/aaron-marketing-skills, a repository with 2,508 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.