How do you monitor and measure data quality on an ongoing basis?

Improving your data quality is a big enough challenge - but how do you monitor and measure your data on an ongoing basis?

Who monitors the quality and ensure's that the business are accountable for their data (after all they should be responsible for their data!)?

What Key performance indicators are there to measure data quality?