Fitness
0.6978
Generation
61
Complexity
6
Created
2026-10-08
Lineage
Parents (1)
changed ret_20d threshold -0.0017 -> -0.1499
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V1329 [hybrid]
require regime.trend in ['DOWNTREND', 'UPTREND']
require regime.bubble in ['EXPENSIVE', 'EXTREME']
if flat and (ret_20d > 0.05 and breakout_20 == 1):
position = 1.0
if long and ret_20d < -0.1499:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 21.0% | 105.7% | 4.4% | 30.1% |
| Total Return | 357.3% | 770.7% | 17.5% | 4717.0% |
| Sharpe | 0.94 | 1.87 | 0.32 | 1.08 |
| Sortino | 0.67 | 1.46 | 0.21 | 0.73 |
| Calmar | 0.82 | 3.13 | 0.13 | 0.86 |
| Volatility | 23.1% | 43.8% | 19.8% | 28.0% |
| Max DD | -25.5% | -33.7% | -34.8% | -34.8% |
| Win Rate | 66.7% | 100.0% | 66.7% | 75.0% |
| Avg Win | 48.4% | 77.7% | 11.1% | 53.8% |
| Avg Loss | -5.3% | 0.0% | -4.7% | -5.1% |
| Payoff | 9.21 | 5.00 | 2.35 | 10.00 |
| Expectancy | 30.5% | 77.7% | 5.8% | 39.1% |
| Profit Factor | 10.00 | 5.00 | 4.70 | 10.00 |
| Trades | 9 | 4 | 3 | 16 |
| Avg Holding Days | 34.1 | 52.3 | 37.7 | 40.0 |
| Turnover | 2.4 | 2.7 | 1.6 | 2.2 |
| Exposure | 15.3% | 27.1% | 11.7% | 16.8% |
Growth of $100
PriceMomentum_V1329 vs TSLA Buy & Hold
PriceMomentum_V1329 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 | 0.0% | 0.00 | 0.0% | 0 |
| 2017 | -6.1% | -0.12 | -25.0% | 6 |
| 2018 | 0.0% | 0.00 | 0.0% | 0 |
| 2019 | 9.5% | 1.31 | -3.8% | 0 |
| 2020 | 674.8% | 3.20 | -33.7% | 3 |
| 2021 | 7.7% | 0.48 | -10.9% | 1 |
| 2022 | 0.0% | 0.00 | 0.0% | 0 |
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 | 278 | 0.0% | 0.00 | 0% |
| hidden test | EXPENSIVE | 83 | -18.9% | -0.41 | 72% |
| hidden test | EXTREME | 48 | 185.0% | 2.93 | 100% |
| hidden test | HIGH VOLATILITY | 254 | 24.2% | 0.90 | 18% |
| hidden test | LOW VOLATILITY | 440 | 17.5% | 1.85 | 4% |
| hidden test | MEDIUM VOLATILITY | 250 | -31.8% | -1.32 | 18% |
| hidden test | NORMAL | 813 | -1.7% | -0.79 | 0% |
| hidden test | SIDEWAYS | 295 | 0.0% | 0.00 | 0% |
| hidden test | UPTREND | 371 | 15.9% | 0.50 | 30% |
| train | DOWNTREND | 518 | 0.0% | 0.00 | 0% |
| train | EXPENSIVE | 311 | 15.9% | 0.41 | 65% |
| train | EXTREME | 100 | 416.1% | 5.63 | 100% |
| train | HIGH VOLATILITY | 699 | 46.3% | 1.41 | 20% |
| train | LOW VOLATILITY | 745 | 10.2% | 0.93 | 11% |
| train | MEDIUM VOLATILITY | 568 | 6.2% | 0.31 | 15% |
| train | NORMAL | 1,601 | -1.9% | -0.83 | 0% |
| train | SIDEWAYS | 592 | 1.4% | 0.63 | 0% |
| train | UPTREND | 902 | 47.3% | 1.38 | 34% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 63.6% | 1.16 | 60% |
| validation | EXTREME | 144 | 370.7% | 4.50 | 84% |
| validation | HIGH VOLATILITY | 258 | 133.9% | 2.08 | 36% |
| validation | LOW VOLATILITY | 183 | 9.0% | 0.60 | 10% |
| validation | MEDIUM VOLATILITY | 315 | 81.3% | 2.48 | 29% |
| validation | NORMAL | 474 | -0.8% | -0.78 | 0% |
| validation | SIDEWAYS | 206 | 4.9% | 1.08 | 0% |
| validation | UPTREND | 425 | 143.0% | 2.46 | 48% |
Trades (full period)
16 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-09-15 | 2025-11-13 | $410.04 | $401.99 | 8.54% | 44 | |
| 2025-05-28 | 2025-06-02 | $356.90 | $342.69 | -4.72% | 4 | |
| 2024-11-07 | 2025-02-12 | $296.91 | $336.51 | 13.63% | 65 | |
| 2020-11-19 | 2021-02-19 | $166.42 | $260.43 | 61.48% | 62 | |
| 2020-05-22 | 2020-09-30 | $54.46 | $143.00 | 152.67% | 91 | |
| 2020-04-14 | 2020-04-30 | $47.33 | $52.13 | 22.74% | 13 | |
| 2019-12-17 | 2020-03-05 | $25.27 | $48.30 | 96.07% | 54 | |
| 2017-09-18 | 2017-09-26 | $25.67 | $23.02 | -9.35% | 7 | |
| 2017-08-04 | 2017-08-24 | $23.79 | $23.53 | 1.44% | 15 | |
| 2017-04-11 | 2017-07-10 | $20.58 | $21.07 | 0.06% | 62 | |
| 2017-03-28 | 2017-04-06 | $18.50 | $19.91 | 8.95% | 8 | |
| 2017-02-07 | 2017-02-28 | $17.17 | $16.67 | -4.67% | 15 | |
| 2017-01-25 | 2017-01-31 | $16.96 | $16.80 | -1.76% | 5 | |
| 2014-01-24 | 2014-03-27 | $11.64 | $13.82 | 17.09% | 44 | |
| 2013-04-17 | 2013-10-29 | $3.03 | $10.96 | 256.51% | 137 | |
| 2013-01-24 | 2013-02-12 | $2.47 | $2.53 | 6.51% | 14 |