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Social Measurement Loop

Category: Growth & Marketing  ·  Sub-category: conversion  ·  Last updated:
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 next calendar cycle consumes. Not for dollar-ROI math or the SQS gate verdict — use roi-calculator and social-quality-auditor. 社媒周报/互动率分母/指标字典/复盘回写
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Social Measurement Loop includes pricing or quota commentary; at least one code block. The SKILL.md runs to about 1,204 words, in the catalog's typical mid-range.

License
Apache-2.0
Original author
aaron-he-zhu
Indexed lastmod
Catalog position
Growth & Marketing · conversion
Indexed related skills
10

How Social Measurement Loop fits the catalog

Social Measurement Loop sits in the Growth & Marketing category under the conversion sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

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…

What this skill does

Social Measurement Loop is a community-contributed Claude Code skill in the conversion sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/social-measurement-loop/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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 next calendar cycle consumes. Not for dollar-ROI math or the SQS gate verdict — use roi-calculator and social-quality-auditor.

Who uses this skill

The Social Measurement Loop Claude Code skill is built for growth marketers, product-led growth teams, founders running experiments, and performance marketing teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 154,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/social-measurement-loop
curl -L https://claudskills.com/skills/social-measurement-loop/SKILL.md \
  -o ~/.claude/skills/social-measurement-loop/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/social-measurement-loop/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/social-measurement-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\social-measurement-loop\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Social Measurement Loop Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/social-measurement-loop/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
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 next calendar cycle consumes. Not for dollar-ROI math or the SQS gate verdict — use roi-calculator and social-quality-auditor. 社媒周报/互动率分母/指标字典/复盘回写
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Social Measurement Loop skill?
Use Social Measurement Loop when your Claude Code task falls under the Growth & Marketing category — specifically in the conversion area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Social Measurement Loop" or describe the task and let Claude pick). Browse related skills at /category/growth/.
What is a Claude Code skill and how does the Social Measurement Loop skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Social Measurement Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Growth & Marketing category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
aaron-he-zhu. (2026). Social Measurement Loop [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/social-measurement-loop/
BibTeX
@misc{social-measurement-loop-2026,
  author    = {aaron-he-zhu},
  title     = {Social Measurement Loop [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/social-measurement-loop/}
}

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Security scan

Grade A · scanned 2026-07-19 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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