Data Solutions
We provide comprehensive data and financial management services to optimize your business's financial performance and sustainability.
Data Quality Management & Monitoring
WHAT
Data Quality ensures accuracy, consistency, and integrity of data, making it usable for analytics, reporting, and decision-making.
WHY
Gartner estimates that poor data quality costs businesses $15M annually.
Experian reports 83% of organisations see revenue loss due to bad data.
Forrester shows that structured quality programs improve efficiency by 35%.
HOW – Harmonic's Approach
Deploy profiling, anomaly detection, master data management (MDM), and lineage tools.
Use platforms like Talend, Informatica, Snowflake, or Collibra to trace root causes.
Build data quality dashboards with threshold KPIs and automated alerts.
Define ownership for data domains and error resolution.
Run data remediation campaigns and monitor data health improvements over time.
CLIENT VALUE
Increases trust, accuracy, and usability of data across business functions.