Difference between revisions of "Portfolio Stability Index"

From Open Risk Manual
 
Line 7: Line 7:
 
== Formula ==
 
== Formula ==
 
:<math>
 
:<math>
PSI = \sum_i (\frac{A_i}{A_T} \frac{M_i}{M_T}) log(\frac{\frac{A_i}{A_T}}{\frac{M_i}{M_T}}
+
PSI = \sum_i (\frac{A_i}{A_T} - \frac{M_i}{M_T}) log(\frac{\frac{A_i}{A_T}}{\frac{M_i}{M_T}}
 
</math>
 
</math>
  

Revision as of 17:32, 17 February 2022

Definition

Portfolio Stability Index (PSI, more general: Population Stability Index) is a measure of the divergence of frequency distributions between two samples (typically over time)

Usage

The index is used to measure the divergence between a development sample and the current portfolio as part of monitoring or Credit Scorecard Validation.

Formula


PSI = \sum_i (\frac{A_i}{A_T} - \frac{M_i}{M_T}) log(\frac{\frac{A_i}{A_T}}{\frac{M_i}{M_T}}

where

  • i is the i-th Credit Score band
  • A_i is actual default rate for class i
  • M_i is modelled default rate for class i
  • A_T, M_T are the total actual and modelled default rates respectively


See Also