List of tests
Typically credit risk tests are specific to the model type and forecast period (typically 1-year vs multiyear period). The table below provides a simplified overview of all test that are part of this package. If you feel that some commonly used test is missing, please see section Contributing on how it can be added to the package.
For detailed information, see documentation of each test in Individual tests > Documentation.
# |
Name |
Area |
Model types |
|---|---|---|---|
1 |
Accuracy Ratio |
Discrimination |
PD |
2 |
Bayesian error rate |
Discrimination |
PD |
3 |
Binomial test |
Calibration |
PD |
4 |
Brier score |
Discrimination |
PD |
5 |
Bucket test |
Predictive power |
LGD |
6 |
Hoshmer-Lemeshow test |
Calibration |
PD |
7 |
Coefficient of concordance |
Discrimination |
PD |
8 |
Concentration of rating grades |
Concentration |
PD |
9 |
Conditional Information Entropy Ratio |
Discrimination |
PD |
10 |
Cumulative LGD accuracy ratio |
Discrimination |
LGD |
11 |
ELBE back-test using t-test |
Discrimination |
LGD |
12 |
Herfhindahl index |
Concentration |
PD, LGD, CCF |
13 |
Information value |
Discrimination |
PD |
14 |
Jeffrey’s test |
Discrimination |
PD |
15 |
Kendall tau |
Discrimination |
PD |
16 |
Kolmogorov-Smirnov test |
Discrimination |
PD |
17 |
Kullback-Leibler distance |
Discrimination |
PD |
18 |
Loss Capture Ratio |
Discrimination |
LGD |
19 |
Loss Shortfall |
Predictive power |
LGD |
20 |
Mean Absolute Deviation |
Predictive power |
LGD, CCF |
21 |
Migration matrices test |
Discrimination |
PD |
22 |
Normal test |
Calibration |
PD |
23 |
Population Stability Index |
Stability |
PD, LGD, CCF |
24 |
Receiver Operating Characteristic |
Discrimination |
PD |
25 |
Redelmeier test |
Calibration |
PD |
26 |
Somers D |
Discrimination |
PD |
27 |
Spearman rank correlation |
Discrimination |
LGD |
28 |
Spiegehalter test |
Calibration |
PD |
29 |
Stability of transition matrices |
Stability |
PD |
30 |
The Pietra Index |
Discrimination |
PD |
31 |
Traffic lights approach |
Calibration |
PD |
32 |
Transition matrix test |
Predictive power |
LGD |