Researchers showed that if you try many strategy variations, you’re almost guaranteed to find one with a beautiful backtest that has zero real skill.[1]
- Overfitting — tuning a strategy until it fits past noise, not real signal.
- Look-ahead bias — accidentally using information you wouldn’t have had at the time.
- Survivorship bias — testing only the winners still around, ignoring the ones that died.
Flip enough coins and someone gets ten heads in a row. They look like a genius — until the next flip. A dazzling backtest can just be that lucky coin.
Defences: keep it simple, test on data you didn’t tune on, be suspicious of perfect curves, and expect real results to be worse than the backtest.
Finisdom uses honest walk-forward testing and real crash periods, and never hides the bad years — because a believable backtest beats a flattering one.

