Do You Have Poor Data Quality?

Enterprises are collecting vast amounts of data, but its value depends on accuracy, consistency, and relevance to specific business issues. Poor data quality can lead to increased operational costs, security risks, and growth limitations. High-quality data must exhibit six characteristics: accuracy, completeness, consistency, freshness, validity, and uniqueness. Establishing effective data quality programs involves continuous validation, accurate reporting, and real-time alerting. Data observability solutions like Acceldata Torch can help improve data quality at scale.