Range breakoutlong
Resultados de Backtest @ SPY β€’ 1 Hour

Esta estrategia entra una vez que la acciΓ³n del precio rompe el rango de las ΓΊltimas 20 velas, acompaΓ±ada de un volumen de negociaciΓ³n elevado. Sale una vez que el precio cierra por debajo de una SMA(20). La idea es seguir las tendencias, aprovechando el impulso confirmado por el volumen.

Curva de Equidad

El backtest cubre 5.7 years de datos SPY β€’ 1 Hour (SPDR S&P 500), desde November 8, 2019 hasta July 25, 2025.

La curva de equidad es el rendimiento de la estrategia a lo largo del tiempo. Debes compararla con el rendimiento de Compra y MantΓ©n del activo. En general, quieres que el Γ‘rea azul estΓ© bien por encima del Γ‘rea gris.

El drawdown es cuΓ‘ntas pΓ©rdidas (realizadas o no realizadas) ha tenido la estrategia si se compara con el pico mΓ‘s alto de equidad. Compara esto con el drawdown del activo para ver si tu estrategia hace un trabajo decente de aislarte de la volatilidad bajista. En general, el Γ‘rea roja debe estar bien dentro del Γ‘rea gris.

Curva de Equidad
Estrategia
Activo
Drawdown de Estrategia
Drawdown de Activo

Entonces, hemos hecho backtest de Range breakout en 5.7 years de velas SPY β€’ 1 Hour.Β Este backtest resultΓ³ en 183 posiciones, con una tasa de ganancia promedio de 40% y una relaciΓ³n riesgo-recompensa de 1.96.Β Si asumes que la relaciΓ³n riesgo-recompensa de 1.96 se mantiene, necesitas una tasa de ganancia mΓ­nima de 33.8 para ser rentable. AsΓ­ que vas bien hasta ahora.Β Las mΓ©tricas clave son las siguientes:

  1. Retorno Total: Retorno Total: 28.00% vs 107.00% para el activo
  2. MΓ‘ximo Drawdown: MΓ‘ximo Drawdown: -17.40% vs -35.10% para el activo
  3. ExposiciΓ³n: ExposiciΓ³n: 36.30% tiempo en el mercado
  4. Tasa de Ganancia: Tasa de Ganancia: 40.0%, vs 33.8% mΓ­nimo
  5. RelaciΓ³n Riesgo/Recompensa: RelaciΓ³n Riesgo/Recompensa: 1.96

Con esa exposiciΓ³n en mente, puedes ver que para 36% tiempo-en-mercado, obtienes 26.17% del potencial alcista del activo, y 49.57% del potencial bajista del activo.

Range breakout: entrar en una posiciΓ³n cuando

All of the following: # Papa
  60min Chart(high) > 60min Range (20, 0), High (1 candles ago)
  All of the following: (within 5 candles)
      60min Relative Volume (20, SMA, 1) > 1.5

Range breakout: salir de una posiciΓ³n cuando

All of the following: # Delta
  60min Chart(close) < 60min Range (20, 0), Middle

Range breakout @ SPY β€’ 1 Hour (28.0%) explicado por Alex C

Alex C

Autor

The backtest results show some interesting patterns, but I am not completely convinced about the strategy. The win rate of 40% with a risk/reward ratio of 1.96 is mathematically viable - this reflects in the positive expectancy of 0.2. However, the strategy significantly underperforms buy & hold (28% vs 107%), which makes me skeptical about its real-world application.

What concerns me most is the high maximum drawdown of 17.4% relative to the total profit. This suggests the strategy might be too risky for its returns. The Sharpe ratio of 0.28 is quite low - I would normally want to see at least 0.5 for a strategy to be considered. The volatility metrics show that while the strategy reduces overall volatility compared to the underlying asset (7.79% vs 17.55%), it doesn't compensate enough in terms of returns.

The one positive aspect I see is the healthy win rate leeway of 39.66% above the minimal required win rate. This suggests the strategy has some robustness against deteriorating market conditions. But with a maximum losing streak of 8 trades, one needs significant psychological strength and capital to survive such periods. I would recommend to either adjust the exit conditions to reduce the maximum drawdown or look for additional filters to improve the entry precision.

MΓ©tricas tabulares de Range breakout sometido a backtest en SPY β€’ 1 Hour

Total de Operaciones183Beneficio Neto28.0%Beneficio Compra y MantΓ©n107.0%
Tasa de Ganancia40%Ratio Riesgo/Recompensa1.96MΓ‘ximo Drawdown-17.4%
MΓ‘ximo Drawdown del Activo-35.1%ExposiciΓ³n36.3%Promedio de Velas en PosiciΓ³n18.8
Ratio de Sharpe0.28Ratio de Sortino0.47Volatilidad Realizada7.79%
Racha MΓ‘xima de Ganancia3Racha Promedio de Ganancia1.4Racha MΓ‘xima de PΓ©rdida8
Racha Promedio de PΓ©rdida2.1Promedio de Operaciones por Mes5.3Promedio de Operaciones por DΓ­a0.2
Desv. Est. del Retorno1.4Desv. Est. de la PΓ©rdida0.6Desv. Est. de la Ganancia1.3
Expectativa0.2Beta0.18

Todos los backtests para Range breakout

common.strategyexposiciΓ³nrendimiento vs activodrawdown vs activotasa de gananciarecompensa/ riesgo
BTCUSDT β€’ 1 Minute
26%(0.4%/-0.5%) -0.80x(-2.3%/-4.5%) 0.51x461.3
EURUSD β€’ 1 Minute
22%(-0.5%/0.9%) -0.56x(-0.6%/-0.7%) 0.86x222.8
GLD β€’ 1 Minute
32%(0.6%/-1.4%) -0.43x(-1.9%/-4.1%) 0.46x381.8
NVDA β€’ 1 Minute
25%(7.8%/20.4%) 0.38x(-3.7%/-5.3%) 0.70x343.0
PLTR β€’ 1 Minute
28%(1.3%/15.0%) 0.09x(-5.4%/-12.9%) 0.42x361.9
SPY β€’ 1 Minute
32%(1.6%/6.6%) 0.24x(-1.1%/-1.5%) 0.73x352.4
TSLA β€’ 1 Minute
26%(0.7%/-0.2%) -3.50x(-12.8%/-19.2%) 0.67x351.9
WMT β€’ 1 Minute
31%(-0.5%/3.3%) -0.15x(-3.2%/-5.1%) 0.63x322.0
BTCUSDT β€’ 10 Minutes
33%(10.5%/14.3%) 0.73x(-4.9%/-12.1%) 0.40x362.4
EURUSD β€’ 10 Minutes
23%(1.1%/1.8%) 0.61x(-1.2%/-4.3%) 0.28x391.8
GLD β€’ 10 Minutes
38%(9.4%/35.8%) 0.26x(-5.4%/-8.3%) 0.65x372.2
NVDA β€’ 10 Minutes
30%(19.8%/37.4%) 0.53x(-28.5%/-42.8%) 0.67x461.4
PLTR β€’ 10 Minutes
31%(43.5%/467.7%) 0.09x(-32.3%/-46.5%) 0.69x401.9
SPY β€’ 10 Minutes
33%(5.1%/13.1%) 0.39x(-9.7%/-20.7%) 0.47x391.8
TSLA β€’ 10 Minutes
28%(30.7%/25.4%) 1.21x(-21.4%/-55.3%) 0.39x401.9
WMT β€’ 10 Minutes
32%(23.2%/39.5%) 0.59x(-5.3%/-23.8%) 0.22x412.1
BTCUSDT β€’ 1 Hour
34%(0.5%/70.3%) 0.01x(-18.7%/-30.6%) 0.61x342.0
EURUSD β€’ 1 Hour
30%(1.6%/7.1%) 0.23x(-6.8%/-9.0%) 0.76x342.1
GLD β€’ 1 Hour
38%(39.3%/122.5%) 0.32x(-19.5%/-22.2%) 0.88x392.2
NVDA β€’ 1 Hour
44%(555.6%/3243.4%) 0.17x(-52.5%/-68.0%) 0.77x462.1
PLTR β€’ 1 Hour
38%(449.7%/1466.7%) 0.31x(-56.3%/-86.6%) 0.65x432.4
SPY β€’ 1 Hour
36%(28.0%/107.0%) 0.26x(-17.4%/-35.1%) 0.50x402.0
TSLA β€’ 1 Hour
39%(1353.0%/1305.7%) 1.04x(-40.8%/-75.1%) 0.54x393.1
WMT β€’ 1 Hour
33%(60.9%/145.2%) 0.42x(-15.7%/-26.9%) 0.58x392.4
BTCUSDT β€’ Daily
35%(549.0%/1346.8%) 0.41x(-54.7%/-76.6%) 0.71x473.3
GLD β€’ Daily
32%(83.3%/592.8%) 0.14x(-21.7%/-45.3%) 0.48x481.8
NVDA β€’ Daily
32%(6469.1%/396269.9%) 0.02x(-55.8%/-90.0%) 0.62x502.7
SPY β€’ Daily
22%(90.1%/1344.4%) 0.07x(-15.9%/-56.7%) 0.28x492.3
TSLA β€’ Daily
30%(2791.1%/24273.6%) 0.11x(-42.7%/-75.0%) 0.57x424.8
WMT β€’ Daily
30%(30.4%/10116.3%) 0.00x(-67.6%/-50.6%) 1.34x391.8