Compounding assumes the stated return every period with no losses — real trading returns vary. Use it to understand the power of consistency, not as a forecast.

Kelly gives the bankroll fraction that maximizes long-term growth. Full Kelly is extremely volatile; most practitioners use half Kelly or less. Estimate win rate and ratio from a large sample of trades (e.g. a backtest).