Enterprise must have proper method to estimate Risk, Lets explore this as below using 5W methods.
What?
Enterprise need to estimate Risk and state in a understandable, communicable manner.
Why?
Risk will help the enterprise determine Expected Loss, UnExpected Loss, better understanding of core and non-core risks.
How?
There are three ways Risk can be estimated:-
1) Qualitative Estimates
Probabilities & Consequences of events are estimated according to qualitative scaling.
eg:- Credit Rating
2) Semi-Quantitative Estimates
Qualitative scaling is weighted & transformed into a quantitative scale and a P-I matrix synthetic score is computed.
eg:- PD using Credit Rating
3) Quantitative Estimates
Risk is estimated through quantitative methods using causal distribution estimation (subjective and/or objective methods).
eg:- Scenario Analysis,Decision Trees,Monte Carlo Simulation,VaR .
Which one to use?
If you don't have all data then you have to get it from outside (like analysts, rating agencies..etc) and before you use it you have to adapt it to your needs this is the place Semi-Quantitative(eg:- IMA) , Qualitative comes into place.
If you have all required data then time to use Quantitative Estimates :).
Appendix:-
IMA- Internal Models Approach.
VaR- Value at Risk
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