At Kalorex Future School, I engineered a biometric attendance reporting pipeline for 80+ employees, eliminating manual data discrepancies and achieving on-time report generation.
In my independent practice, I managed data architecture and payroll intelligence for 150+ personnel across client organizations. I standardized reconciliation frameworks and reporting templates, reducing legacy documentation errors by 60%.
At The Westwood School, I built data templates that turned examination records into academic dashboards and collaborated on GPS telematics integration for the school’s fleet. My work spans education and automotive data, including MIS reporting, payroll validation, and automated reporting workflows.

