Creating a data quality framework - advice required

Message from member, received 14 April 2009:

I am working on a data quality framework to apply on my institution's data set.

What will be the best approach to first of all uncovering the data quality issues with the data set and their root causes and secondly what would be the best approach to determine what framework to apply in order to secure improvement in this data set.