Dissecting data quality by understanding disparate sources

This article by +Experian Data Quality discusses a few of the potential problems with data quality when data comes from many sources.

I have to agree that you need to get back to the true source of the data but also make sure that it is kept up to date.  If you can't keep it up to date then only use recent data.