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Skills directory/nicepkg/ai-workflow/analytics-metrics-kpi

Product Retention Dashboard Skill for ChatGPT: Compare Signup Cohorts

Organize product metrics from acquisition and activation through engagement, retention, and revenue. Use supplied aggregates to draft a cohort report with inclusion rules, a return event, a measurement window, and audience-specific views.

中文

Install in ChatGPT

Use an eligible ChatGPT workspace with permission to create skills and, for uploads, upload permission. The installation path for this text-only adaptation was checked against OpenAI documentation. Workspace runtime verification is pending.

  1. Download workflows/product-manager-workflow/.claude/skills/analytics/SKILL.md from the pinned GitHub source. Keep the name, description, and instructions for analytics-metrics-kpi together as a standalone text skill.
  2. In a ChatGPT workspace with skills and uploads enabled, open Plugins, Skills, Create, and Upload from your computer. Choose a skill package format accepted by the file picker. You can also choose Create with editor and enter the original name, description, and instructions.
  3. After the scan completes, check that analytics-metrics-kpi appears in Installed. Type @ in a new chat, select the skill, and use the fictional example on this page to check the output.

Example task

A fictional product had 80 signups in week one of May and 32 opened a workspace on day seven. Week two had 60 signups and 30 returned. Ask for a retention table, explain the percentage change, and identify one measurement rule to verify.

What to check

The rows should be 40% and 50%, a gap of 10 percentage points. Show the denominator and return event. Treat the gap as a lead for investigation and verify comparable windows and acquisition sources.

Original SKILL.md on GitHub · Updated 2026-11-13

Frequently asked question

Should signup cohorts be daily or weekly?

Match the product's return cadence and sample size. Set a consistent grouping rule and make sure every cohort has a complete observation window before comparing them.

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