What Are the Most Effective Data Quality Metrics to Measure Accuracy and Consistency?

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Honestly, data quality metrics are one of those things where you just gotta start small. I’d say focus on completeness and validity first—like, is your data missing a ton of fields, or are there values that just don’t make sense?

For accuracy, I usually compare my data to a trusted source. And for consistency, I just make sure the same data looks the same across different systems.

As for tools, I’ve been using Informatica for a while. It’s not cheap, but it’s super powerful for tracking data quality metrics.

Good luck!

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