 A classic example is changes in the distribution of the portfolio due to in- and out-flows of the obligors but also due to decisions taken by the bank, such as modifications of lending conditions or policies.There are many alternatives for estimating the probability of default.Default probabilities may be estimated from a historical data base of actual defaults using modern techniques like logistic regression.