Are you able to go back historically and obtain statistical data given certain parameters for the S&P such as whether or not it was trading below its 200 day moving average when the 4 consecutive down days occured?
Quote from dgabriel:
That's an interesting stat set. Have you tried examining other factors with the four down days, like the McClellan Oscillator, the VIX, TRIN, to see if any of these indicators have a reading consistent with the positive (or negative) outcomes for the 5th day? In fact, If you post the 91 dates, I'll take a look.
Quote from fan27:
Here is an interesting twist to the system. Add "1 unit" after each loss (Go Back to normal size after a win). The profits nearly double and the MAX DD actually goes down.

Quote from ArchAngel:
And if you added 10 units after each loss it would be that much better
Think about it, you already know that your small population sample is win biased - so OF COURSE if you up your ante after a loss, eventually it'll work out favorably.
BUT, you only have a universe of 91 such trades garnered over 11 years (most of which was manically bullish) - doesn't seem like a reasonable population size from which to project future success.
Quote from fan27:
Good Point. I went ahead and tested this on the S&P 500 cash index going back to 1982 ...
... It will be interesting to see if it can outperform Buy and Hold over the next 20 years.
fan27