Docs topic 05
Data and Reporting
Data models, KPI definitions, dashboards, data quality, reconciliation, refresh strategies and operational reporting.
Data Reconciliation
Reconciliation checks that two systems or reporting views agree on the business facts that are supposed to match.
Data Refresh Strategies
A refresh strategy defines when reporting data is updated, how fresh it needs to be and what happens when a source is delayed or unavailable.
How to Use the Manual Reporting Cost Calculator
Use the people involved, recurring hours and loaded labor cost that actually go into the reporting process. Treat payback as context, not proof that every manual hour will disappear.