I was tipped off a couple of weeks ago on a new feature of PerformancePoint called Decomposition Trees that allow you to drill through information directly from dashboards to perform your own root cause analysis. It's pretty cool.
I posted a complete walkthrough example here in SlideShare: http://www.slideshare.net/murrayfife/creating-decomposition-trees-in-performancepoint
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