Esta estrategia de breakout intradiario busca entrar una vez que el precio rompe por encima del mΓ‘ximo de la vela de apertura, en cualquier etapa del dΓa. Toma beneficios en el Rango de Apertura Alto + TamaΓ±o del Rango de Apertura, y tiene un stop loss en el Rango de Apertura Bajo. Nunca mantiene una posiciΓ³n durante la noche; siempre sale en la ΓΊltima vela del dΓa en caso de que no se cumplan otras condiciones de salida.
El backtest cubre 3.1 years de datos WMT β’ 30 Minutes (Walmart Inc.), desde July 5, 2022 hasta August 1, 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 Buy at opening candle range breakout en 3.1 years de velas WMT β’ 30 Minutes.Β Este backtest resultΓ³ en 344 posiciones, con una tasa de ganancia promedio de 58% y una relaciΓ³n riesgo-recompensa de 1.05.Β Si asumes que la relaciΓ³n riesgo-recompensa de 1.05 se mantiene, necesitas una tasa de ganancia mΓnima de 48.8 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 32% tiempo-en-mercado, obtienes 23.09% del potencial alcista del activo, y 27.31% del potencial bajista del activo.
All of the following: # Papa 30min Opening range JS, Entry Signal emerged
All of the following: # X-ray 30min Opening range JS, Exit Signal emerged
The backtest shows some interesting metrics, but I am not fully convinced about the strategy's robustness. The win rate of 58% combined with a risk/reward ratio of 1.05 gives us positive expectancy, which is good. However, the net profit of 32% over 3.1 years significantly underperforms the buy & hold return of 138.6%.
What concerns me most is the market exposure of only 32.2%. This means the strategy sits in cash most of the time, which explains the underperformance. The relatively low Sharpe ratio of 1.21 also indicates the risk-adjusted returns are not exceptional. One positive aspect is the max drawdown of -6.5% compared to asset's -23.8%, so the strategy does provide some downside protection.
Looking at the performance periods, there is quite some inconsistency. While the 6-month to 2-year returns look decent, the recent 1-3 month performance has been negative. This could indicate the strategy is losing its edge. I would recommend doing more robustness tests with different parameter settings before risking real money. Perhaps consider optimizing the entry/exit rules to increase market exposure while maintaining the solid win rate.
Total de Operaciones | 344 | Beneficio Neto | 32.0% | Beneficio Compra y MantΓ©n | 138.6% |
Tasa de Ganancia | 58% | Ratio Riesgo/Recompensa | 1.05 | MΓ‘ximo Drawdown | -6.5% |
MΓ‘ximo Drawdown del Activo | -23.8% | ExposiciΓ³n | 32.2% | Promedio de Velas en PosiciΓ³n | 8.4 |
Ratio de Sharpe | 1.21 | Ratio de Sortino | 1.16 | Volatilidad Realizada | 6.30% |
Racha MΓ‘xima de Ganancia | 11 | Racha Promedio de Ganancia | 2.7 | Racha MΓ‘xima de PΓ©rdida | 6 |
Racha Promedio de PΓ©rdida | 1.9 | Promedio de Operaciones por Mes | 18.4 | Promedio de Operaciones por DΓa | 0.6 |
Desv. Est. del Retorno | 0.6 | Desv. Est. de la PΓ©rdida | 0.4 | Desv. Est. de la Ganancia | 0.5 |
Expectativa | 0.2 | Beta | 0.12 |
common.strategy | exposiciΓ³n | rendimiento vs activo | drawdown vs activo | tasa de ganancia | recompensa/ riesgo |
---|---|---|---|---|---|
BTCUSDT β’ 10 Minutes | 15% | (1.0%/4.2%) 0.24x | (-4.6%/-11.1%) 0.41x | 56 | 0.9 |
EURUSD β’ 10 Minutes | 22% | (0.8%/2.1%) 0.38x | (-1.7%/-3.6%) 0.47x | 87 | 0.2 |
GLD β’ 10 Minutes | 24% | (0.8%/39.2%) 0.02x | (-2.6%/-8.3%) 0.31x | 60 | 0.7 |
NVDA β’ 10 Minutes | 32% | (25.9%/41.7%) 0.62x | (-15.6%/-42.8%) 0.36x | 54 | 1.1 |
PLTR β’ 10 Minutes | 33% | (38.1%/439.0%) 0.09x | (-25.4%/-46.5%) 0.55x | 58 | 1.0 |
SPY β’ 10 Minutes | 22% | (16.4%/12.3%) 1.33x | (-5.5%/-20.7%) 0.27x | 68 | 0.8 |
TSLA β’ 10 Minutes | 29% | (-7.9%/23.0%) -0.34x | (-34.7%/-55.3%) 0.63x | 60 | 0.7 |
WMT β’ 10 Minutes | 32% | (13.3%/40.0%) 0.33x | (-9.1%/-23.8%) 0.38x | 63 | 0.8 |
BTCUSDT β’ 15 Minutes | 20% | (2.3%/33.4%) 0.07x | (-7.2%/-12.0%) 0.60x | 52 | 1.1 |
EURUSD β’ 15 Minutes | 27% | (3.9%/8.2%) 0.48x | (-1.4%/-4.3%) 0.33x | 83 | 0.3 |
GLD β’ 15 Minutes | 31% | (4.0%/66.4%) 0.06x | (-4.4%/-8.3%) 0.53x | 59 | 0.8 |
NVDA β’ 15 Minutes | 34% | (69.7%/211.7%) 0.33x | (-10.1%/-42.8%) 0.24x | 57 | 1.2 |
PLTR β’ 15 Minutes | 33% | (124.3%/846.9%) 0.15x | (-14.3%/-46.5%) 0.31x | 56 | 1.4 |
SPY β’ 15 Minutes | 24% | (13.3%/31.8%) 0.42x | (-4.4%/-21.1%) 0.21x | 62 | 0.8 |
TSLA β’ 15 Minutes | 27% | (16.3%/41.6%) 0.39x | (-20.0%/-55.6%) 0.36x | 56 | 0.9 |
WMT β’ 15 Minutes | 33% | (27.2%/83.0%) 0.33x | (-4.9%/-23.8%) 0.21x | 64 | 0.9 |
BTCUSDT β’ 30 Minutes | 21% | (-3.7%/14.3%) -0.26x | (-20.8%/-31.2%) 0.67x | 57 | 0.7 |
EURUSD β’ 30 Minutes | 35% | (-1.1%/5.7%) -0.19x | (-5.2%/-7.4%) 0.70x | 75 | 0.3 |
GLD β’ 30 Minutes | 34% | (11.1%/87.3%) 0.13x | (-6.9%/-11.8%) 0.58x | 55 | 1.0 |
NVDA β’ 30 Minutes | 34% | (58.6%/1089.5%) 0.05x | (-29.2%/-42.9%) 0.68x | 54 | 1.1 |
PLTR β’ 30 Minutes | 30% | (19.4%/1516.1%) 0.01x | (-41.6%/-48.4%) 0.86x | 54 | 0.9 |
SPY β’ 30 Minutes | 35% | (18.1%/65.6%) 0.28x | (-6.8%/-20.2%) 0.34x | 63 | 0.7 |
TSLA β’ 30 Minutes | 29% | (62.0%/33.8%) 1.83x | (-20.9%/-67.1%) 0.31x | 56 | 1.0 |
WMT β’ 30 Minutes | 32% | (32.0%/138.6%) 0.23x | (-6.5%/-23.8%) 0.27x | 58 | 1.1 |
BTCUSDT β’ 5 Minutes | 18% | (2.2%/5.7%) 0.39x | (-2.1%/-8.9%) 0.24x | 64 | 1.0 |
EURUSD β’ 5 Minutes | 23% | (0.7%/0.8%) 0.87x | (-0.7%/-3.7%) 0.19x | 88 | 0.2 |
GLD β’ 5 Minutes | 23% | (-3.0%/21.5%) -0.14x | (-7.3%/-8.0%) 0.91x | 61 | 0.5 |
NVDA β’ 5 Minutes | 29% | (14.6%/42.5%) 0.34x | (-9.3%/-38.8%) 0.24x | 61 | 0.9 |
PLTR β’ 5 Minutes | 26% | (18.3%/95.6%) 0.19x | (-14.7%/-46.6%) 0.32x | 55 | 1.1 |
SPY β’ 5 Minutes | 14% | (5.4%/3.4%) 1.59x | (-4.0%/-21.1%) 0.19x | 61 | 0.9 |
TSLA β’ 5 Minutes | 21% | (47.4%/-22.2%) -2.14x | (-7.1%/-48.5%) 0.15x | 68 | 0.9 |
WMT β’ 5 Minutes | 27% | (12.5%/1.2%) 10.42x | (-4.8%/-23.8%) 0.20x | 63 | 0.9 |