Jul 7, 2008

Simpson's paradox

Let's take a look at a simple fund management score card.


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:

  1. Ratemaking: The CEO asks the actuary...
  2. Smokers and survival rates
  3. Credit Score really explains Insurance Losses?

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