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Even with mature businesses it can be challenging. Accurate data may be hard to obtain or too insufficient to be reliable. When I worked for IDT Corporation, I merged customers into tenure-based cohorts (with or without stratification by credit score) and estimated churn-by-tenure from those cohorts. I also used cohorts to estimate bad-debt-by-tenure. Ultimately I used these rates in a net present value series.
There is however a reasonable rule of thumb that is derived in Managing Customers as Investments: The Strategic Value of Customers.... They show that expected year-one profit per customer times a factor between 1.0 and 2.0 is a fair estimate.
I would only recommend the book if it has practical value for you either in customer analysis (for marketing or CRM) or company valuation (for investing).
What types of analysis do you specialize in? I'm also wondering how interested you are in social media?
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