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---
name: quantification-metrics-validation-checklist
description: 'Sub-skill of quantification-metrics: Validation Checklist.'
version: 1.0.0
category: business
type: reference
scripts_exempt: true
---
# 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
