Martingale strategy is a money management or bet-sizing strategy of doubling the bet size after a loss (see also
http://www.allcraps.com/sitemoneymanage.htm ). It comes from the gambling world (scary how many ideas about trading come from the gambling world, eh?). A great many trading books advise against doubling after losses because it increases risk.
For a fair-game, like the coin-toss, a Martingale strategy WILL lead to gamblers ruin faster than other, better money management strategies (ones that tend to decrease bet size as the account drops in size during a drawdown). I know some people "believe" in streaks, but if the game is fair and the outcomes are independent, then the streaks are a total illusion (ya gotta work hard to rid your brain of a million years of evolved bad intuition). The coin does not know that it is "due" for a heads after being tails 10 times in a row. For a fair game, a Martingale strategy ONLY increases risk.
A Martingale strategy can be profitable when trading returns are serially anti-correlated. This occurs when the price dynamics are mean reverting -- long runs of either price rises or drops are less likely than expected (think choppy, range-bound markets). But, a Martingale strategy is disastrously unprofitable if returns are serially correlated (or trending). Given that so many traders think the markets change character over time, a given trading system is bound to fall out sync with the markets and generate a long string of losses. This suggests that even if trading returns look serially anticorrelated, a Martingale strategy will only be profitable for a while and then will lead the trader to blow up their account when the markets change behavior.
<b>Is coin toss model a valid model?</b>
The bigger issue with this thread is whether the coin toss model is even a valid model of trading or the markets. If price movements in stocks are like coin tosses (being independent, identically distributed trials), then STOP TRADING because you are only being a gambler. If price moves are independent, that means that prior price action has NO influence on future price action. Each new day in the markets is an independent event that you cannot predict at all. Even if you argue that the markets are a biased coin-toss (with slightly better wins and than losses) the better strategy is long-term-buy-hold (but only if you have no means of predicting future price moves).
And if the markets do not have independent, identically distributed price moves, then all this talk of converging to a normal distribution is a waste of time. That the distribution of market returns does NOT converge to a normal distribution is clear evidence that the markets violate key assumptions the underpin the central limit theorem. Me, I think the price moves in the markets are NOT independent and NOT identically distributed (I'm not even sure that the variance of returns is defined, but that's another issue entirely). The coin-toss model is a somewhat useful model for thinking about the behavior of stochastic systems, but is only a starting point for understanding markets and trading systems.
Wishing everyone good & careful trading
-Traden4Alpha