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# Metric reconciliation

# Metric reconciliation

Data

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Reconciles the same metric across vendors and sources so the figures compare like with like, and records why they differed.
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- **Used when**
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— When two systems report the same measure differently, and the definition, the freshness, the window or the field mapping may be the reason.
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- **Loads first**
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- The metric-unification skill.
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- The atomic-data skill, for the normalised shape the comparison runs on.
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- **Returns**
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- The coverage status against the governed vocabulary.
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- The mappings and the normalisation decisions taken.
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- The assumptions made and the risks they carry.
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- The findings, and recommendations in priority order.
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- **Hands off**
- Question answering — answering a counting question and turning it into a shareable report

## Others in Data

- Counterparty document expectations
- Data-lake assistant
- Dataset fulfilment
- Knowledge search
- Model curator
- Pipeline control panel
- Property data exploration
- Public record ingestion
- Question answering
- Report catalog
- Search to production