aniruddhaadak80/skills/experimentation-metric-definition-contracts
Claude Code and agent skill by aniruddhaadak80/skills
- community
Checking that the SKILL.md file is still in the repository.
One canonical definition per metric, versioned and documented, killing dashboard wars.
Install
npx vskill@latest install aniruddhaadak80/skills/experimentation-metric-definition-contractsSKILL.md
Write metric definitions as contracts
One canonical definition per metric, versioned and documented, killing dashboard wars.
Track: 📊 Data Science & Analytics · Domain: Experimentation & A/B Testing · Level: intermediate · ~30 min
Who this is for: Data Scientists, Analysts, Research Scientists, Product Analysts
When to Use This Skill
One canonical definition per metric, versioned and documented, killing dashboard wars. Use it whenever a matching task appears in conversation — the agent loads these instructions on demand.
Steps
- Create a metric catalog entry per KPI: formula, grain, filters, owner
- Specify inclusion/exclusion rules explicitly (bots, refunds, internal staff)
- Implement once in the semantic layer; dashboards reference it
- Version definitions; changelog when business logic changes
- Backfill check: recompute last 12 months after any change
- Review catalog quarterly; archive dead metrics loudly
Common Pitfalls
- 'Active users' meaning three things in three dashboards
- Revenue defined differently between finance and product
Commands
Install with skills CLI
Install globally
Part of aniruddhaadak80/skills · Browse all at https://skills.sh/aniruddhaadak80/skills
Security
- Security scanPassed, 100 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/experimentation-metric-definition-contracts/SKILL.md
Popularity
- Repository stars
- 2
- 7-day trend score
- 5
Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
Embed badge
[](https://verified-skill.com/skills/aniruddhaadak80/skills/experimentation-metric-definition-contracts)