Benchmarking Data Quality with a Sample Size of 1

If you’re solely evaluating your enterprise data to itself, how have you ever learnt if it’s any good?

Delivering top of the range data is a goal of all MDM and data governance practitioners.  In this pursuit of grasp data excellence, we’re required to seek out out the enterprise pointers that define exactly how we measure the usual of our data.  These pointers are a key half of any data governance initiative and are very important to establishing metrics which tie enhancements in data to express enterprise outcomes.  So far, so good.

Let’s assume you define in all probability essentially the most sturdy data prime quality measures and supporting processes ever conceived.  You’re providing compelling metrics to the enterprise and in addition you’re in a place to current how enhancements in your data are driving the enterprise forward.   Mission achieved.

However… how have you ever learnt the place your data stacks up in opposition to your opponents?  You’re shifting the needle – nonetheless are the enhancements you’re making fixed with enterprise norms – or are you a lot much less surroundings pleasant in your data administration than your opponents?  If you knew your data prime quality was larger than any of your opponents and in addition you didn’t basically need to speculate as a lot as you may have been investing in your data to maintain up a aggressive profit, would you modify your technique?

Gartner provides evaluation to allow it’s purchasers to create benchmarks to seek out out what ‘good’ appears to be like for a myriad of enterprise processes ((*1*)proper right here is a good occasion from an IT administration perspective) – nonetheless data and analytics leaders are principally driving blind referring to understanding how their data prime quality ranks when as compared with others of their industries.  Data prime quality is most really subjective, nonetheless what in case your definitions align to the definitions of completely different firms?  If you agree on the correct option to measure prime quality, would possibly vital comparisons be drawn?

Cloud-based MDM software program program distributors are in a distinctive place to in all probability ship ingenious choices to this case.  Could MDM distributors come what may start producing aggregated metrics to allow their prospects to know the way their data prime quality compares to completely different firms?  Should they?  If this required you, as a purchaser of an MDM provider, to allow a vendor to entry to elements of your data in a privateness/regulation-compliant answer to supply these aggregated prime quality insights in alternate for entry to these insights, would you do it?

I stay up for listening to what you might want to say!!

The put up (*1*)Benchmarking Data Quality with a Sample Size of 1 appeared first on Malcolm Hawker.