# Quantification Metrics Validation Checklist

> Sub-skill of quantification-metrics: Validation Checklist.

- Skill: `vamseeachanta/quantification-metrics-validation-checklist` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/quantification-metrics-validation-checklist`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/quantification-metrics-validation-checklist/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/quantification-metrics-validation-checklist

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# Validation Checklist

## Validation Checklist


Before finalizing metrics:

- [ ] Calculations are mathematically correct
- [ ] Assumptions are clearly documented
- [ ] Units are consistent throughout
- [ ] Ranges account for uncertainty
- [ ] Comparable to industry benchmarks
- [ ] Evidence or sources cited where applicable
- [ ] Results pass reasonableness test
- [ ] Potential biases acknowledged
- [ ] Limitations stated if any
- [ ] Updated with actual data when available