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Rating Models and Validation - Oesterreichische Nationalbank

Rating Models and Validation - Oesterreichische Nationalbank

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<strong>Rating</strong> <strong>Models</strong> <strong>and</strong> <strong>Validation</strong><br />

Chart 69: Calculation of Brier Score for the Data Example<br />

In practice, a st<strong>and</strong>ardized measure known as the Brier Skill Score (BSS) is<br />

often used instead of the Brier Score. This measure scales the Brier Score to the<br />

variance term:<br />

BSS ¼ 1<br />

BS<br />

p observed ð1 p observed Þ :<br />

In the trivial, ideal model, the Brier Skill Score takes the value zero. For the<br />

example above, the resulting value is BSS = 4.04 %.<br />

Reliability Diagrams<br />

Additional information on the quality of calibration for rating models can be<br />

derived from the reliability diagram, in which the observed default rates are<br />

plotted against the forecast rate in each rating class. The resulting curve is often<br />

referred to as the calibration curve.<br />

Chart 70: Reliability Diagram for the Data Example<br />

118 Guidelines on Credit Risk Management

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