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

Hey everyone,

So, I’ve been diving into this whole *data quality metrics* thing lately, and honestly, it’s kinda overwhelming. Like, how do you even decide which ones actually matter for accuracy and consistency?

I’ve seen stuff like completeness, validity, and timeliness thrown around, but I’m not sure if those are the *most effective* data quality metrics for what I’m working on.

Anyone got experience with this? Like, what metrics do you guys use to measure accuracy? And how do you even track consistency without losing your mind?

Also, are there any tools or frameworks that make this easier? Or is it just a lot of manual work?

Thanks in advance! (and sorry if this is a dumb question lol)

Cheers!