Bitcoin Stochastic RSI Strategy Backtest: Combining Two Indicators into One

Stochastic RSI applies the Stochastic oscillator formula to RSI values instead of price — essentially creating a momentum-of-momentum indicator. It’s more sensitive than plain RSI and generates signals faster. Buy when %K crosses above 20 (leaving oversold), sell when it drops below 80 (leaving overbought).

Strategy Rules

  • Buy when Stochastic RSI %K crosses above 20
  • Sell when Stochastic RSI %K crosses below 80
  • Settings: RSI(14), Stochastic(14), %K smoothing(3), %D smoothing(3)
  • 100% position size — fully in or fully out
  • 0.1% transaction fee per trade
  • No leverage, no short selling

Backtest Results

Period: 2017-09-16 to 2026-03-23 (8.5 years)

Strategy CAGR
37.3%
Buy & Hold CAGR
41.5%
Strategy Max Drawdown
-47.4%
B&H Max Drawdown
-83.2%
Total Trades
98
Win Rate
54.1%
Win/Loss Ratio
1.8x
Time in Market
50.5%

Key Findings

Stochastic RSI achieves a 37.3% CAGR vs 41.5% Buy & Hold — close but slightly below. It doesn’t quite beat the benchmark.

The risk management is excellent. Max drawdown of -47.4% is among the best we’ve tested, much better than Buy & Hold’s -83.2%.

With 98 trades and 54.1% win rate, Stochastic RSI generates good quality signals. The win rate above 50% is notable — most trend-following strategies have lower win rates.

The risk-reward profile sits between ADX (better returns) and CCI (worse returns). A solid defensive choice.

Complete Trade Log

#EntryExitReturnDays
12017-09-172017-10-04+13.5%17
22017-10-302017-11-10+6.1%11
32017-11-152017-12-09+102.2%24
42017-12-282018-01-09+1.3%12
52018-01-222018-02-02-17.7%11
62018-02-092018-02-23+16.5%14
72018-03-202018-03-26-8.9%6
82018-04-082018-04-26+31.8%18
92018-05-102018-06-03-14.5%24
102018-06-202018-06-28-13.6%8
(78 more trades)
882025-05-272025-06-20-5.4%24
892025-06-262025-07-08+1.6%12
902025-08-072025-08-19-4.1%12
912025-08-222025-09-05-5.6%14
922025-09-292025-10-10-1.5%11
932025-10-242025-11-03-4.2%10
942025-11-192025-12-11+0.8%22
952025-12-202026-01-08+2.9%19
962026-01-232026-02-21-24.3%29
972026-03-212026-03-23 (open)+3.6%2

Should You Use Stochastic RSI?

Stochastic RSI is a respectable strategy — not the highest returns, but excellent risk management. It’s best suited for traders who prioritize capital preservation over maximum gains. The 54% win rate and manageable drawdowns make it psychologically easier to follow than more aggressive strategies.

Data source: Binance BTC/USDT daily candles. Backtest includes 0.1% transaction fees. Past performance does not guarantee future results.

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Disclaimer: This content is for educational and informational purposes only. It does not constitute financial advice. Past performance does not guarantee future results. Always do your own research. Some links are affiliate links.

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