I seem to recall that the dogs of the Dow could be improved by investing in the "dogs" two through four. Casting out the bottom dog avoided the the likeliest to be in real trouble and cut their dividends, or to be de-listed and such, and thus improved overall performance of the theory.
2009 Dogs of the Dow [View article]