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 32.5 years de datos SPY β’ Daily (SPDR S&P 500), desde January 29, 1993 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 32.5 years de velas SPY β’ Daily.Β Este backtest resultΓ³ en 86 posiciones, con una tasa de ganancia promedio de 49% y una relaciΓ³n riesgo-recompensa de 2.25.Β Si asumes que la relaciΓ³n riesgo-recompensa de 2.25 se mantiene, necesitas una tasa de ganancia mΓnima de 30.8 para ser rentable. AsΓ que vas bien hasta ahora.Β Sin embargo, 86 posiciones es una muestra pequeΓ±a, asΓ que toma los resultados con mucha cautela.Β Las mΓ©tricas clave son las siguientes:
Con esa exposiciΓ³n en mente, puedes ver que para 22% tiempo-en-mercado, obtienes 6.70% del potencial alcista del activo, y 28.04% del potencial bajista del activo.
All of the following: # Papa D Chart(high) > D Range (20, 0), High (1 candles ago) All of the following: (within 5 candles) D Relative Volume (20, SMA, 1) > 1.5
All of the following: # Delta D Chart(close) < D Range (20, 0), Middle
The strategy looks quite underwhelming when compared to buy and hold. With only 90.1% profit over 32.5 years versus 1344.4% for buy and hold, I would not consider this strategy viable in its current form.
However, there are some interessting aspects in the metrics. The risk/reward ratio of 2.25 is actually quite good, and the win rate of 49% is sufficient given this ratio - as evidenced by the healthy win rate leeway of 48.69%. The low market exposure of 22.3% could be seen as positive from risk management perspective, but it also explains the significant underperformance versus buy and hold. What worries me most is the very low trading frequency - only 0.4 trades per month is statisticly not significant enough over such long timeframe.
I would suggest to optimize the entry conditions to generate more trading signals while maintaining the good risk/reward characteristics. Maybe reducing the relative volume threshold from 1.5 could help. Also the negative Sharpe and Sortino ratios are concerning and should be addressed. The strategy seems to have a solid foundation with its breakout logic, but needs refinement to be viable.
Total de Operaciones | 86 | Beneficio Neto | 90.1% | Beneficio Compra y MantΓ©n | 1344.4% |
Tasa de Ganancia | 49% | Ratio Riesgo/Recompensa | 2.25 | MΓ‘ximo Drawdown | -15.9% |
MΓ‘ximo Drawdown del Activo | -56.7% | ExposiciΓ³n | 22.3% | Promedio de Velas en PosiciΓ³n | 20.2 |
Ratio de Sharpe | -0.37 | Ratio de Sortino | -0.19 | Volatilidad Realizada | 4.15% |
Racha MΓ‘xima de Ganancia | 11 | Racha Promedio de Ganancia | 2.5 | Racha MΓ‘xima de PΓ©rdida | 9 |
Racha Promedio de PΓ©rdida | 2.6 | Promedio de Operaciones por Mes | 0.4 | Promedio de Operaciones por DΓa | 0.0 |
Desv. Est. del Retorno | 3.0 | Desv. Est. de la PΓ©rdida | 1.0 | Desv. Est. de la Ganancia | 2.7 |
Expectativa | 0.6 | Beta | 0.09 |
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 |