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Building a model set for profiling, rather than for prediction, is usually easier because profiling does not care about the as-of date. However, because of the before and after structure of the data, models built on prediction model sets do a better job of finding patterns related to actual causes rather than spurious correlations. One easy way to make prediction models is to limit the input columns to what is known when customers start, although such inputs are not as descriptive as customer behavior variables that use information after customers start. To illustrate the distinction between profiling and prediction, consider the case of a bank that was building a model to estimate the probability of customers responding to an offer to open an investment account. The bank summarized customers in a table with various input columns describing the banking relationship the balances in accounts of different types, dates when the accounts were opened, and so on. The bank also had a target column specifying which customers had an investment account. The data contains at least one very strong pattern regarding investment accounts. Customers with investment accounts almost always have low savings account balances. On reflection, this is not so surprising. Such customers usually prefer to put their money in the higher yielding accounts. However, the reverse is not true. Targeting customers with low savings account balances to open investment accounts is a bad idea. Most such customers have few financial resources. ean 128 barcode vb.net Free Online Barcode Generator
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