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.
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.
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:
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.
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
All of the following: # Delta 60min Chart(close) < 60min Range (20, 0), Middle
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.
Total de Operaciones | 183 | Beneficio Neto | 28.0% | Beneficio Compra y MantΓ©n | 107.0% |
Tasa de Ganancia | 40% | Ratio Riesgo/Recompensa | 1.96 | MΓ‘ximo Drawdown | -17.4% |
MΓ‘ximo Drawdown del Activo | -35.1% | ExposiciΓ³n | 36.3% | Promedio de Velas en PosiciΓ³n | 18.8 |
Ratio de Sharpe | 0.28 | Ratio de Sortino | 0.47 | Volatilidad Realizada | 7.79% |
Racha MΓ‘xima de Ganancia | 3 | Racha Promedio de Ganancia | 1.4 | Racha MΓ‘xima de PΓ©rdida | 8 |
Racha Promedio de PΓ©rdida | 2.1 | Promedio de Operaciones por Mes | 5.3 | Promedio de Operaciones por DΓa | 0.2 |
Desv. Est. del Retorno | 1.4 | Desv. Est. de la PΓ©rdida | 0.6 | Desv. Est. de la Ganancia | 1.3 |
Expectativa | 0.2 | Beta | 0.18 |
common.strategy | exposiciΓ³n | rendimiento vs activo | drawdown vs activo | tasa de ganancia | recompensa/ riesgo |
---|---|---|---|---|---|
BTCUSDT β’ 1 Minute | 26% | (0.4%/-0.5%) -0.80x | (-2.3%/-4.5%) 0.51x | 46 | 1.3 |
EURUSD β’ 1 Minute | 22% | (-0.5%/0.9%) -0.56x | (-0.6%/-0.7%) 0.86x | 22 | 2.8 |
GLD β’ 1 Minute | 32% | (0.6%/-1.4%) -0.43x | (-1.9%/-4.1%) 0.46x | 38 | 1.8 |
NVDA β’ 1 Minute | 25% | (7.8%/20.4%) 0.38x | (-3.7%/-5.3%) 0.70x | 34 | 3.0 |
PLTR β’ 1 Minute | 28% | (1.3%/15.0%) 0.09x | (-5.4%/-12.9%) 0.42x | 36 | 1.9 |
SPY β’ 1 Minute | 32% | (1.6%/6.6%) 0.24x | (-1.1%/-1.5%) 0.73x | 35 | 2.4 |
TSLA β’ 1 Minute | 26% | (0.7%/-0.2%) -3.50x | (-12.8%/-19.2%) 0.67x | 35 | 1.9 |
WMT β’ 1 Minute | 31% | (-0.5%/3.3%) -0.15x | (-3.2%/-5.1%) 0.63x | 32 | 2.0 |
BTCUSDT β’ 10 Minutes | 33% | (10.5%/14.3%) 0.73x | (-4.9%/-12.1%) 0.40x | 36 | 2.4 |
EURUSD β’ 10 Minutes | 23% | (1.1%/1.8%) 0.61x | (-1.2%/-4.3%) 0.28x | 39 | 1.8 |
GLD β’ 10 Minutes | 38% | (9.4%/35.8%) 0.26x | (-5.4%/-8.3%) 0.65x | 37 | 2.2 |
NVDA β’ 10 Minutes | 30% | (19.8%/37.4%) 0.53x | (-28.5%/-42.8%) 0.67x | 46 | 1.4 |
PLTR β’ 10 Minutes | 31% | (43.5%/467.7%) 0.09x | (-32.3%/-46.5%) 0.69x | 40 | 1.9 |
SPY β’ 10 Minutes | 33% | (5.1%/13.1%) 0.39x | (-9.7%/-20.7%) 0.47x | 39 | 1.8 |
TSLA β’ 10 Minutes | 28% | (30.7%/25.4%) 1.21x | (-21.4%/-55.3%) 0.39x | 40 | 1.9 |
WMT β’ 10 Minutes | 32% | (23.2%/39.5%) 0.59x | (-5.3%/-23.8%) 0.22x | 41 | 2.1 |
BTCUSDT β’ 1 Hour | 34% | (0.5%/70.3%) 0.01x | (-18.7%/-30.6%) 0.61x | 34 | 2.0 |
EURUSD β’ 1 Hour | 30% | (1.6%/7.1%) 0.23x | (-6.8%/-9.0%) 0.76x | 34 | 2.1 |
GLD β’ 1 Hour | 38% | (39.3%/122.5%) 0.32x | (-19.5%/-22.2%) 0.88x | 39 | 2.2 |
NVDA β’ 1 Hour | 44% | (555.6%/3243.4%) 0.17x | (-52.5%/-68.0%) 0.77x | 46 | 2.1 |
PLTR β’ 1 Hour | 38% | (449.7%/1466.7%) 0.31x | (-56.3%/-86.6%) 0.65x | 43 | 2.4 |
SPY β’ 1 Hour | 36% | (28.0%/107.0%) 0.26x | (-17.4%/-35.1%) 0.50x | 40 | 2.0 |
TSLA β’ 1 Hour | 39% | (1353.0%/1305.7%) 1.04x | (-40.8%/-75.1%) 0.54x | 39 | 3.1 |
WMT β’ 1 Hour | 33% | (60.9%/145.2%) 0.42x | (-15.7%/-26.9%) 0.58x | 39 | 2.4 |
BTCUSDT β’ Daily | 35% | (549.0%/1346.8%) 0.41x | (-54.7%/-76.6%) 0.71x | 47 | 3.3 |
GLD β’ Daily | 32% | (83.3%/592.8%) 0.14x | (-21.7%/-45.3%) 0.48x | 48 | 1.8 |
NVDA β’ Daily | 32% | (6469.1%/396269.9%) 0.02x | (-55.8%/-90.0%) 0.62x | 50 | 2.7 |
SPY β’ Daily | 22% | (90.1%/1344.4%) 0.07x | (-15.9%/-56.7%) 0.28x | 49 | 2.3 |
TSLA β’ Daily | 30% | (2791.1%/24273.6%) 0.11x | (-42.7%/-75.0%) 0.57x | 42 | 4.8 |
WMT β’ Daily | 30% | (30.4%/10116.3%) 0.00x | (-67.6%/-50.6%) 1.34x | 39 | 1.8 |