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 4.8 years de datos PLTR β’ 1 Hour (Palantir Technologies Inc.), desde September 30, 2020 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 4.8 years de velas PLTR β’ 1 Hour.Β Este backtest resultΓ³ en 192 posiciones, con una tasa de ganancia promedio de 43% y una relaciΓ³n riesgo-recompensa de 2.35.Β Si asumes que la relaciΓ³n riesgo-recompensa de 2.35 se mantiene, necesitas una tasa de ganancia mΓnima de 29.9 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 38% tiempo-en-mercado, obtienes 30.66% del potencial alcista del activo, y 65.01% 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 data shows some interesting patterns, but I have concerns about the strategy's robustness. While the R/R ratio of 2.35 and win rate leeway of 42.7% look mathematicaly solid, the max drawdown of 56.3% is too high for my taste. This indicates high risk exposure that could be problematic in real trading situations.
The market exposure of 37.8% combined with only 0.2 trades per day suggests this is a relatively selective strategy, which is good. However, the 11-trade losing streak is concerning - this could psychologicaly break many traders even if they follow the system perfectly. The low Sharpe ratio of 0.34 also indicates suboptimal risk-adjusted returns, especialy when compared to the buy & hold performance which outperformed the strategy by more than 3x.
From pure mathematical perspective, the strategy shows statistical edge with its 43% win rate against 29.9% minimal required win rate. But I would want to see how sensitive these metrics are to parameter changes - even small adjustments to the 20-period range or 1.5 volume threshold could dramaticaly impact performance. Before considering real money implementation, I would suggest extensive robustness testing across different market regimes.
Total de Operaciones | 192 | Beneficio Neto | 449.7% | Beneficio Compra y MantΓ©n | 1466.7% |
Tasa de Ganancia | 43% | Ratio Riesgo/Recompensa | 2.35 | MΓ‘ximo Drawdown | -56.3% |
MΓ‘ximo Drawdown del Activo | -86.6% | ExposiciΓ³n | 37.8% | Promedio de Velas en PosiciΓ³n | 15.6 |
Ratio de Sharpe | 0.34 | Ratio de Sortino | 0.51 | Volatilidad Realizada | 37.37% |
Racha MΓ‘xima de Ganancia | 5 | Racha Promedio de Ganancia | 1.8 | Racha MΓ‘xima de PΓ©rdida | 11 |
Racha Promedio de PΓ©rdida | 2.5 | Promedio de Operaciones por Mes | 6.5 | Promedio de Operaciones por DΓa | 0.2 |
Desv. Est. del Retorno | 6.1 | Desv. Est. de la PΓ©rdida | 2.0 | Desv. Est. de la Ganancia | 6.5 |
Expectativa | 0.4 | Beta | 0.38 |
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 |