Fitness
0.5492
Generation
61
Complexity
4
Created
2026-10-08
Lineage
Parents (1)
changed ret_20d threshold 0.0191 -> 0.0594
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V1336 [hybrid]
require regime.trend in ['DOWNTREND', 'UPTREND']
require regime.bubble in ['EXPENSIVE', 'EXTREME']
if flat and ret_20d > 0.0594:
position = 1.0
if long and ret_60d < -0.2957:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 22.0% | 61.9% | 5.2% | 24.7% |
| Total Return | 388.1% | 324.8% | 20.8% | 2479.3% |
| Sharpe | 0.92 | 1.24 | 0.35 | 0.88 |
| Sortino | 0.64 | 0.97 | 0.23 | 0.58 |
| Calmar | 0.73 | 1.02 | 0.16 | 0.41 |
| Volatility | 24.9% | 48.6% | 20.2% | 30.4% |
| Max DD | -30.2% | -60.7% | -33.0% | -60.7% |
| Win Rate | 55.6% | 75.0% | 66.7% | 62.5% |
| Avg Win | 57.6% | 80.0% | 12.7% | 55.3% |
| Avg Loss | -3.5% | -16.2% | -4.7% | -4.1% |
| Payoff | 10.00 | 4.93 | 2.69 | 10.00 |
| Expectancy | 30.4% | 55.9% | 6.9% | 33.1% |
| Profit Factor | 10.00 | 10.00 | 5.38 | 10.00 |
| Trades | 9 | 4 | 3 | 16 |
| Avg Holding Days | 39.4 | 64.0 | 40.0 | 46.4 |
| Turnover | 2.4 | 2.7 | 1.6 | 2.2 |
| Exposure | 17.7% | 33.3% | 12.4% | 19.6% |
Growth of $100
PriceMomentum_V1336 vs TSLA Buy & Hold
PriceMomentum_V1336 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 | 11.8% | 0.54 | -19.5% | 5 |
| 2018 | 0.0% | 0.00 | 0.0% | 0 |
| 2019 | 9.5% | 1.31 | -3.8% | 0 |
| 2020 | 279.0% | 2.05 | -60.7% | 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 | -9.4% | -0.20 | 81% |
| hidden test | EXTREME | 48 | 185.0% | 2.93 | 100% |
| hidden test | HIGH VOLATILITY | 254 | 24.2% | 0.90 | 18% |
| hidden test | LOW VOLATILITY | 440 | 17.3% | 1.78 | 5% |
| hidden test | MEDIUM VOLATILITY | 250 | -28.3% | -1.11 | 19% |
| hidden test | NORMAL | 813 | -1.7% | -0.79 | 0% |
| hidden test | SIDEWAYS | 295 | -4.1% | -0.94 | 0% |
| hidden test | UPTREND | 371 | 21.3% | 0.66 | 31% |
| train | DOWNTREND | 518 | 0.0% | 0.00 | 0% |
| train | EXPENSIVE | 311 | 29.6% | 0.66 | 80% |
| train | EXTREME | 100 | 416.1% | 5.63 | 100% |
| train | HIGH VOLATILITY | 699 | 45.4% | 1.29 | 24% |
| train | LOW VOLATILITY | 745 | 11.9% | 0.99 | 12% |
| train | MEDIUM VOLATILITY | 568 | 9.6% | 0.44 | 17% |
| train | NORMAL | 1,601 | -3.0% | -0.90 | 0% |
| train | SIDEWAYS | 592 | 3.4% | 0.89 | 0% |
| train | UPTREND | 902 | 48.8% | 1.32 | 39% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | -11.1% | -0.17 | 86% |
| validation | EXTREME | 144 | 357.0% | 4.17 | 92% |
| validation | HIGH VOLATILITY | 258 | 75.0% | 1.03 | 45% |
| validation | LOW VOLATILITY | 183 | 8.8% | 0.44 | 18% |
| validation | MEDIUM VOLATILITY | 315 | 77.8% | 2.34 | 32% |
| validation | NORMAL | 474 | -9.3% | -0.80 | 0% |
| validation | SIDEWAYS | 206 | -16.4% | -0.89 | 1% |
| validation | UPTREND | 425 | 114.9% | 1.82 | 59% |
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 | 2025-02-24 | $296.91 | $330.53 | 16.85% | 72 | |
| 2020-11-19 | 2021-02-19 | $166.42 | $260.43 | 61.48% | 62 | |
| 2020-05-15 | 2020-11-13 | $53.28 | $136.17 | 155.77% | 128 | |
| 2020-04-14 | 2020-04-30 | $47.33 | $52.13 | 22.74% | 13 | |
| 2019-12-17 | 2020-03-19 | $25.27 | $28.51 | -5.51% | 64 | |
| 2017-09-18 | 2017-09-26 | $25.67 | $23.02 | -9.35% | 7 | |
| 2017-04-07 | 2017-08-24 | $20.17 | $23.53 | 17.87% | 97 | |
| 2017-03-28 | 2017-04-06 | $18.50 | $19.91 | 8.95% | 8 | |
| 2017-02-03 | 2017-02-28 | $16.76 | $16.67 | -2.31% | 17 | |
| 2017-01-25 | 2017-01-31 | $16.96 | $16.80 | -1.76% | 5 | |
| 2014-01-24 | 2014-04-11 | $11.64 | $13.59 | 12.27% | 55 | |
| 2013-04-11 | 2013-11-12 | $2.91 | $9.19 | 245.00% | 151 | |
| 2013-02-14 | 2013-02-15 | $2.55 | $2.47 | -0.67% | 2 | |
| 2013-01-25 | 2013-02-12 | $2.47 | $2.53 | 3.66% | 13 |