Fitness
0.6536
Generation
34
Complexity
17
Created
2026-09-25
Lineage
Parents (1)
entry = PriceMomentum_V0267 AND LongTermTrend_V0182
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V0753 [hybrid]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and (ret_20d > 0.1146 and ((((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.05) and ret_20d > 0.05 and cumret_252d > -0.1997) and ret_20d > 0.05)):
position = 1.0
if long and (ret_20d < -0.1003 or vol_60 > 0.9195):
position = 0.0 # exit to cash
if regime.volatility == "MEDIUM_VOLATILITY": position *= 0.68Backtest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 28.6% | 69.2% | 14.0% | 32.2% |
| Total Return | 643.2% | 384.5% | 62.8% | 5935.5% |
| Sharpe | 1.06 | 1.46 | 0.61 | 1.05 |
| Sortino | 1.05 | 1.31 | 0.47 | 0.94 |
| Calmar | 0.91 | 1.84 | 0.48 | 0.85 |
| Volatility | 27.1% | 42.0% | 28.4% | 31.0% |
| Max DD | -31.4% | -37.7% | -29.3% | -37.7% |
| Win Rate | 66.7% | 60.7% | 50.0% | 60.9% |
| Avg Win | 17.3% | 15.1% | 13.1% | 17.4% |
| Avg Loss | -6.2% | -5.3% | -4.8% | -5.5% |
| Payoff | 2.77 | 2.84 | 2.73 | 3.17 |
| Expectancy | 9.5% | 7.1% | 4.2% | 8.5% |
| Profit Factor | 5.54 | 4.38 | 2.73 | 4.93 |
| Trades | 27 | 28 | 14 | 69 |
| Avg Holding Days | 26.5 | 11.2 | 18.5 | 19.3 |
| Turnover | 8.9 | 19.3 | 9.9 | 11.2 |
| Exposure | 33.5% | 32.1% | 25.5% | 31.2% |
Growth of $100
PriceMomentum_V0753 vs TSLA Buy & Hold
PriceMomentum_V0753 TSLA Buy & HoldIn-sampleValidationHidden test
Growth of $100 · log scale · in-sample, validation and hidden-test segments are shaded separately and must not be compared as one out-of-sample track record.
Walk-Forward Years
year-by-year stability matters more than any single year
| Year | CAGR | Sharpe | Max DD | Trades |
|---|---|---|---|---|
| 2016 | 4.9% | 0.43 | -20.2% | 5 |
| 2017 | 26.2% | 1.12 | -19.0% | 2 |
| 2018 | -16.4% | -0.63 | -27.3% | 4 |
| 2019 | 47.3% | 2.25 | -8.5% | 2 |
| 2020 | 376.5% | 2.81 | -33.8% | 20 |
| 2021 | 37.1% | 1.29 | -21.0% | 2 |
| 2022 | -28.1% | -1.36 | -34.8% | 6 |
A robust strategy performs acceptably in most years rather than spectacularly in one — look for consistency across regimes, not a single outlier year.
Regime Performance
| Period | Regime | Days | Ann. Return | Sharpe | Exposure |
|---|---|---|---|---|---|
| hidden test | DOWNTREND | 271 | 1.7% | 0.09 | 16% |
| hidden test | EXPENSIVE | 83 | 44.2% | 1.13 | 56% |
| hidden test | EXTREME | 48 | 202.9% | 3.49 | 72% |
| hidden test | HIGH VOLATILITY | 254 | 5.0% | 0.13 | 31% |
| hidden test | LOW VOLATILITY | 431 | 36.9% | 1.86 | 21% |
| hidden test | MEDIUM VOLATILITY | 250 | -4.4% | -0.15 | 27% |
| hidden test | NORMAL | 804 | 3.3% | 0.14 | 20% |
| hidden test | SIDEWAYS | 293 | -0.9% | -0.08 | 3% |
| hidden test | UPTREND | 371 | 42.8% | 1.05 | 51% |
| train | DOWNTREND | 518 | 11.9% | 1.16 | 9% |
| train | EXPENSIVE | 311 | 41.9% | 1.26 | 60% |
| train | EXTREME | 100 | 390.5% | 5.41 | 91% |
| train | HIGH VOLATILITY | 699 | 50.6% | 1.41 | 33% |
| train | LOW VOLATILITY | 745 | 28.3% | 1.34 | 41% |
| train | MEDIUM VOLATILITY | 568 | 2.3% | 0.11 | 25% |
| train | NORMAL | 1,601 | 3.5% | 0.19 | 25% |
| train | SIDEWAYS | 592 | -2.2% | -0.21 | 2% |
| train | UPTREND | 902 | 58.6% | 1.51 | 68% |
| validation | DOWNTREND | 125 | 29.6% | 1.51 | 10% |
| validation | EXPENSIVE | 138 | 36.0% | 0.84 | 42% |
| validation | EXTREME | 144 | 288.7% | 3.91 | 66% |
| validation | HIGH VOLATILITY | 258 | 84.9% | 1.40 | 40% |
| validation | LOW VOLATILITY | 183 | 29.9% | 1.67 | 25% |
| validation | MEDIUM VOLATILITY | 315 | 60.5% | 1.87 | 30% |
| validation | NORMAL | 474 | -0.2% | -0.01 | 19% |
| validation | SIDEWAYS | 206 | -23.0% | -2.04 | 2% |
| validation | UPTREND | 425 | 111.7% | 2.06 | 53% |
Trades (full period)
70 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 2.38% | 23 | OPEN |
| 2026-05-29 | 2026-06-01 | $435.79 | $415.88 | -1.63% | 2 | |
| 2026-05-06 | 2026-05-08 | $398.73 | $428.35 | 5.55% | 3 | |
| 2025-12-15 | 2026-01-13 | $475.31 | $447.20 | -2.37% | 20 | |
| 2025-09-15 | 2025-11-21 | $410.04 | $391.09 | -0.15% | 50 | |
| 2025-05-22 | 2025-06-06 | $341.04 | $295.14 | -9.43% | 11 | |
| 2025-04-30 | 2025-05-12 | $282.16 | $318.38 | 1.93% | 9 | |
| 2025-04-16 | 2025-04-23 | $241.55 | $250.74 | -6.54% | 5 | |
| 2024-11-07 | 2025-01-17 | $296.91 | $426.50 | 41.25% | 48 | |
| 2024-10-03 | 2024-10-22 | $240.66 | $217.97 | -12.84% | 14 | |
| 2024-09-06 | 2024-09-27 | $210.73 | $260.46 | 9.15% | 16 | |
| 2024-07-02 | 2024-08-02 | $231.26 | $207.67 | 1.87% | 23 | |
| 2024-05-15 | 2024-05-29 | $173.99 | $176.19 | -0.65% | 10 | |
| 2023-06-02 | 2023-08-03 | $213.97 | $259.32 | 23.90% | 43 | |
| 2023-05-24 | 2023-05-31 | $182.90 | $203.93 | 8.07% | 5 | |
| 2022-08-16 | 2022-08-22 | $306.56 | $289.91 | -3.63% | 5 | |
| 2022-08-05 | 2022-08-08 | $288.17 | $290.42 | -4.64% | 2 | |
| 2022-07-19 | 2022-08-02 | $245.53 | $300.59 | 18.87% | 11 | |
| 2022-06-24 | 2022-07-05 | $245.71 | $233.07 | -3.51% | 7 | |
| 2022-04-05 | 2022-04-27 | $363.75 | $293.84 | -16.47% | 16 | |
| 2022-01-04 | 2022-01-20 | $383.20 | $332.09 | -18.24% | 12 | |
| 2021-09-16 | 2021-12-03 | $252.33 | $338.32 | 46.78% | 56 | |
| 2020-11-19 | 2021-02-23 | $166.42 | $232.95 | 23.65% | 64 | |
| 2020-10-09 | 2020-10-12 | $144.67 | $147.43 | 1.70% | 2 | |
| 2020-10-07 | 2020-10-08 | $141.77 | $141.97 | 2.53% | 2 | |
| 2020-09-18 | 2020-09-21 | $147.38 | $149.80 | 4.22% | 2 | |
| 2020-09-16 | 2020-09-17 | $147.25 | $141.14 | -1.98% | 2 | |
| 2020-09-14 | 2020-09-15 | $139.87 | $149.92 | 12.37% | 2 | |
| 2020-09-10 | 2020-09-11 | $123.78 | $124.24 | 1.18% | 2 | |
| 2020-06-12 | 2020-09-09 | $62.35 | $122.09 | 46.57% | 62 | |
| 2020-06-10 | 2020-06-11 | $68.34 | $64.86 | 8.76% | 2 | |
| 2020-06-08 | 2020-06-09 | $63.33 | $62.71 | 7.05% | 2 | |
| 2020-06-04 | 2020-06-05 | $57.63 | $59.04 | -2.30% | 2 | |
| 2020-06-02 | 2020-06-03 | $58.77 | $58.86 | -1.39% | 2 | |
| 2020-05-22 | 2020-05-26 | $54.46 | $54.59 | -1.49% | 2 | |
| 2020-05-20 | 2020-05-21 | $54.37 | $55.17 | 0.73% | 2 | |
| 2020-04-28 | 2020-04-29 | $51.27 | $53.37 | -3.91% | 2 | |
| 2020-04-24 | 2020-04-27 | $48.34 | $53.25 | 2.56% | 2 | |
| 2020-04-22 | 2020-04-23 | $48.81 | $47.04 | 6.40% | 2 | |
| 2020-04-20 | 2020-04-21 | $49.76 | $45.78 | -1.20% | 2 | |
| 2020-04-16 | 2020-04-17 | $49.68 | $50.26 | 1.91% | 2 | |
| 2020-04-14 | 2020-04-15 | $47.33 | $48.66 | 8.85% | 2 | |
| 2019-10-25 | 2020-03-05 | $21.88 | $48.30 | 134.52% | 90 | |
| 2019-09-27 | 2019-10-15 | $16.14 | $17.19 | 3.91% | 13 | |
| 2019-07-16 | 2019-07-22 | $16.83 | $17.05 | 1.64% | 5 | |
| 2018-11-19 | 2018-11-20 | $23.56 | $23.17 | -0.44% | 2 | |
| 2018-08-03 | 2018-08-20 | $23.21 | $20.56 | -12.77% | 12 | |
| 2018-06-15 | 2018-07-05 | $23.88 | $20.61 | -13.27% | 14 | |
| 2018-05-01 | 2018-06-12 | $19.99 | $22.85 | 11.09% | 30 | |
| 2017-08-04 | 2017-08-24 | $23.79 | $23.53 | 0.18% | 15 | |
| 2017-01-05 | 2017-07-07 | $15.12 | $20.88 | 25.88% | 127 | |
| 2016-12-21 | 2016-12-28 | $13.85 | $14.65 | 5.11% | 5 | |
| 2016-07-26 | 2016-08-30 | $15.30 | $14.09 | -6.63% | 26 | |
| 2016-04-05 | 2016-05-05 | $17.03 | $14.10 | -9.88% | 23 | |
| 2016-03-24 | 2016-03-28 | $15.18 | $15.35 | 1.44% | 2 | |
| 2016-03-04 | 2016-03-21 | $13.40 | $15.89 | 16.89% | 12 | |
| 2015-05-11 | 2015-08-12 | $15.97 | $15.88 | 5.27% | 66 | |
| 2015-04-29 | 2015-05-01 | $15.50 | $15.07 | -2.12% | 3 | |
| 2015-04-24 | 2015-04-28 | $14.56 | $15.37 | 5.71% | 3 | |
| 2014-06-23 | 2014-10-01 | $15.81 | $16.02 | 7.97% | 71 | |
| 2014-01-24 | 2014-03-26 | $11.64 | $14.20 | 14.08% | 43 | |
| 2013-08-01 | 2013-10-24 | $9.04 | $11.54 | 22.10% | 60 | |
| 2013-07-25 | 2013-07-31 | $8.27 | $8.95 | 8.04% | 5 | |
| 2013-07-23 | 2013-07-24 | $8.18 | $8.11 | 0.05% | 2 | |
| 2013-07-19 | 2013-07-22 | $7.98 | $8.16 | 0.35% | 2 | |
| 2013-04-02 | 2013-07-18 | $2.96 | $7.94 | 178.50% | 76 | |
| 2013-01-29 | 2013-03-20 | $2.53 | $2.40 | -7.93% | 36 | |
| 2012-11-23 | 2012-12-14 | $2.14 | $2.25 | 3.30% | 16 | |
| 2012-02-23 | 2012-04-25 | $2.30 | $2.19 | -1.63% | 44 | |
| 2012-02-21 | 2012-02-22 | $2.30 | $2.28 | -1.54% | 2 |