A Proactive Framework for Reliable Data

A Data Quality Index (DQI) tells you when you’re on fire. It doesn’t fireproof the building.

On Sunday, we established that measuring data quality with an index is a step forward, but it’s still a reactive game.

The strategic shift is from measuring outcomes to designing for inherent reliability, but making this shift requires more than just intention. It demands a new system.

For teams past the basics, the challenge is implementing the basics without grinding development to a halt. This requires a concrete framework for alignment and a template built for scale.