I backtested a moving average crossover system that seemed to make money on paper. When I traded it with small amounts of money, I had something like 13 or 14 consecutive losses at one point. What were the problems I saw? First, when entering on a moving average crossover, you end up getting at the opposite end of the candlestick meaning you get the worst price. Looking at the charts, you'd think you'd get in exactly where the moving averages crossed. I guess I'd have to post a screenshot to show that. Another problem I saw with exponential moving averages, when the moving averages cross and continue in the same direction then the price makes a tempoarary retracement which causes the moving averages to cross which would mean you'd get out in real time. But then the moving averages "re-open" when the price takes off again. When the moving averages cross much later on, you'd have the illusion that the profit would have been much larger. And that those larger "profits" would have paid for several smaller losses which would give you the impression the system is profitable.
So, to summerize, two problems I saw are: #1. The entry points are not as favorable as the charts are implying once they are formed (in both directions). #2. Once the charts are formed, the profits seem larger than they would have been.
I did however like the fact I could see in backtesting how many consecutive losses you could have. I sometimes saw 3 to 5 consecutive losses for "profitable" systems and 10 consecutive losses for losing systems. Of course, even if a method makes money, I'd prefer assuming 10 consecutive losses in a row could happen when thinking about money management.