What is the need to find riskier classes?
This helps to hedge properly, buy insurance,..etc
How to find the riskier classes?
Use Odds Ratio= Odds of Loss portfolio being exposed to riskclass
Odds of Profit portfolio being exposed to riskclass
Program:-
DATA RiskClassExposure;
INPUT OUTCOME $ EXPOSURE $ PORTFOLIOCOUNT;
DATALINES;
LOSS 1-YES 50
LOSS 2-NO 100
PROFIT 1-YES 20
PROFIT 2-NO 130
;
PROC FREQ DATA=RiskClassExposure;
Title 'Program to compute an Odds Ratio1';
TABLES EXPOSURE*OUTCOME/CHISQ CMH;
WEIGHT PORTFOLIOCOUNT;
RUN;
Result:-
Two important stats here :-
1) Not by Chance (chi-square prob<0.0001) it has real impact.
Statistics for Table of EXPOSURE by OUTCOME
| Statistic | DF | Value | Prob |
|---|---|---|---|
| Chi-Square | 1 | 16.7702 | <.0001 |
2) Odds Ratio 3.25 at Confidence Interval of 1.8189 to 5.87.
| Common Odds Ratio and Relative Risks | ||||
|---|---|---|---|---|
| Statistic | Method | Value | 95% Confidence Limits | |
| Odds Ratio | Mantel-Haenszel | 3.2500 | 1.8189 | 5.8070 |
| Logit | 3.2500 | 1.8189 | 5.8070 | |
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