Case Study
Healthcare Data Validation & Reporting Integrity
A reporting integrity framework for comparing exports, identifying mismatches, explaining root causes, and improving confidence in healthcare data.

Problem
Operational teams often see differences between EHR screens, BI dashboards, exports, and financial reports without a clear explanation of why the numbers differ.
Approach
Used SQL validation queries, export comparisons, reconciliation logic, and root-cause analysis to trace discrepancies back to source data, filters, mappings, or business rules.
Impact
- ✓Improved trust in reporting outputs
- ✓Helped explain discrepancies clearly
- ✓Reduced time spent investigating mismatches
- ✓Supported stronger data governance and reporting quality
Tools & Technologies
SQL ServerT-SQLExcelPower QueryData Analysis