Assessing the potential of data mining based marketing campaigns one needs to estimate the payoff of applying modeling to the problem of predicting behavior of some target population. We present a methodology for initial costbenefit analysis and present surprising empirical results, based on actual business data from several domains, on achievable model accuracy.

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