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April 27, 2008

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Mark Pilipczuk

I'd go one step further on your comment that averages are just scratching the surface. And that's to say that unless you're absolutely new to analysis, you're wasting your time on averages.

If you're able to capture enough information to give you averages--CPA, LTV, churn, whatever--that's an excellent start! But it's just a TINY bit more effort to do some basic segmentation of your results.

When somebody asks me "how do I deaverage my data?", I find the quickest way to segment is to go back to the old RFM (recency, frequency, monetary value) method. It'll get you off to a good start, before you dive into another level of complexity.

So, break down your customers by new/1-2 yr old/older or 1x buyer/2x buyer/multiple buyer or $100.

Now that you've done some quick and dirty segmentation and deaveraging, you've deaveraged your managing and decision making!

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