In my opinion, profiling and scoring data is a fundamental part of a sound data quality assessment. I routinely use these processes to build my "current state" report for clients. I recently used Informatica's Data Quality developer and analyst tools to put together such a package.
I am of the opinion that these tools represent the "best in breed" available to do so. The learning curve is not steep, the functionality is easy to implement and, perhaps most of all, the solution is comprehensive. In a matter of hours you go from raw data to a management reporting dashboard.
If you've used Informatica or another tool, let me here your thoughts ... (leave a comment)
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What data quality is (and what it is not)
Like the radar system pictured above, data quality is a sentinel; a detection system put in place to warn of threats to valuable assets. ...
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While most organizations have data quality issues, not every organization has a budget for software to monitor, report and remedy data qua...
Some times the big commercial software packages are out of budget reach for the small company, or those big companies on a tight budget. That why I'm a big fan (and employee) of Talend. You can go to the Web site, download the basic open source profiler for free. It's easy to learn with a familiar Eclipse-based GUI. Then, if you want to cleanse, standardize and match, you can update to the commercial version.
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