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Why Data Stinks
Thanks to a number of issues like Sarbanes-Oxley the quality of data is very important and now can result in put you in jail if you get it very wrong with financial data. Many of the problems associated with bad data are because the people designing the database don't know what they are doing and management won't send them to training. There are many examples of really bad encoding schemes that are shockingly short-sighted and examples of many organizations doing tests against live data.
Here are a few suggestions:
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