Let's take a look at a simple fund management score card.
Clearly Fund manager B performs 2% better in both Fund 1 and 2 than Fund manager A. However, across both funds, Fund manager A seems to perform better.
This effect is called Simpson's paradox.
Keep in minds:
Another nice example of Simpson's paradox is:
A cohort or a series of people receive treatment A, and another cohort receives treatment B. The survival rate of treatment A is better for woman as well as for man, but not for people!
Simpson's Paradox Actuary Links:
Fund 1 | Fund 2 | Fund 1+2 | |||||||
Return | Assets | Rate | Return | Assets | Rate | Return | Assets | Rate | |
Fund manager A | 8 | 200 | 4,0% | 72 | 800 | 9,0% | 80 | 1000 | 8,0% |
Fund manager B | 48 | 800 | 6,0% | 22 | 200 | 11,0% | 70 | 1000 | 7,0% |
Total Fund managers | 56 | 1000 | 5,6% | 94 | 1000 | 9,4% | 150 | 2000 | 7,5% |
Clearly Fund manager B performs 2% better in both Fund 1 and 2 than Fund manager A. However, across both funds, Fund manager A seems to perform better.
This effect is called Simpson's paradox.
Keep in minds:
- Always be critical in ranking mix funds (managers) on overall performance
- Even if the risk profiles of Fund 1 and 2 are the same, Simpson's paradox may show up
- Besides choosing the right Fund manager, choosing the right asset mix is just as important
Another nice example of Simpson's paradox is:
Woman | Man | People | |||||||
Survived | # Start | Rate | Survived | # Start | Rate | Survived | # Start | Rate | |
Treatment A | 3135 | 3300 | 95 | 4020 | 6700 | 60 | 7155 | 10000 | 72 |
Treatment B | 7395 | 8700 | 85 | 650 | 1300 | 50 | 8045 | 10000 | 80 |
A cohort or a series of people receive treatment A, and another cohort receives treatment B. The survival rate of treatment A is better for woman as well as for man, but not for people!
Simpson's Paradox Actuary Links:
- Ratemaking: The CEO asks the actuary...
- Smokers and survival rates
- Credit Score really explains Insurance Losses?
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