Strategy Zoo / S0153
PriceMomentum_V0153
ARCHIVEDmomentumparameterchanged ret_20d threshold -0.03 -> -0.1695
Fitness
0.4801
Generation
7
Complexity
2
Created
2026-09-18
Lineage
Parents (1)
changed ret_20d threshold 0.05 -> 0.1766; changed ret_20d threshold 0.1766 -> 0.3
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V0153 [momentum]
if flat and ret_20d > 0.3:
position = 1.0
if long and ret_20d < -0.1695:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 15.8% | 69.0% | -2.7% | 20.0% |
| Total Return | 221.5% | 382.5% | -9.5% | 1345.2% |
| Sharpe | 0.60 | 1.28 | 0.13 | 0.66 |
| Sortino | 0.57 | 1.28 | 0.14 | 0.65 |
| Calmar | 0.26 | 1.53 | -0.06 | 0.33 |
| Volatility | 33.6% | 51.5% | 39.1% | 39.3% |
| Max DD | -60.7% | -44.9% | -41.8% | -60.7% |
| Win Rate | 60.0% | 40.0% | 40.0% | 46.7% |
| Avg Win | 117.5% | 216.1% | 7.0% | 120.4% |
| Avg Loss | -27.8% | -11.0% | -7.4% | -13.9% |
| Payoff | 4.22 | 10.00 | 0.94 | 8.68 |
| Expectancy | 59.4% | 79.9% | -1.7% | 48.8% |
| Profit Factor | 6.33 | 10.00 | 0.62 | 7.59 |
| Trades | 5 | 5 | 5 | 15 |
| Avg Holding Days | 138.0 | 73.0 | 100.2 | 106.8 |
| Turnover | 1.4 | 3.3 | 2.7 | 2.0 |
| Exposure | 36.3% | 47.6% | 53.3% | 42.9% |
Growth of $100
PriceMomentum_V0153 vs TSLA Buy & Hold
PriceMomentum_V0153 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 | 4.2% | 0.34 | -20.4% | 1 |
| 2017 | 0.0% | 0.00 | 0.0% | 0 |
| 2018 | -27.6% | -0.75 | -37.1% | 1 |
| 2019 | -2.2% | 0.09 | -34.5% | 1 |
| 2020 | 594.9% | 2.89 | -36.0% | 1 |
| 2021 | -4.9% | -0.01 | -21.4% | 2 |
| 2022 | -30.1% | -1.11 | -38.9% | 2 |
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 | 267 | -1.5% | -0.06 | 21% |
| hidden test | EXPENSIVE | 83 | 0.6% | 0.01 | 78% |
| hidden test | EXTREME | 48 | 184.5% | 2.93 | 100% |
| hidden test | HIGH VOLATILITY | 254 | -7.9% | -0.17 | 45% |
| hidden test | LOW VOLATILITY | 429 | 39.7% | 1.41 | 51% |
| hidden test | MEDIUM VOLATILITY | 248 | -41.7% | -0.93 | 66% |
| hidden test | NORMAL | 800 | -5.3% | -0.15 | 48% |
| hidden test | SIDEWAYS | 293 | -36.7% | -0.95 | 56% |
| hidden test | UPTREND | 371 | 42.6% | 0.91 | 74% |
| train | DOWNTREND | 518 | -15.9% | -0.71 | 22% |
| train | EXPENSIVE | 311 | 11.6% | 0.32 | 38% |
| train | EXTREME | 100 | 406.9% | 5.57 | 88% |
| train | HIGH VOLATILITY | 699 | 25.0% | 0.55 | 43% |
| train | LOW VOLATILITY | 745 | 30.1% | 1.47 | 30% |
| train | MEDIUM VOLATILITY | 568 | 1.2% | 0.04 | 37% |
| train | NORMAL | 1,601 | -2.3% | -0.08 | 33% |
| train | SIDEWAYS | 592 | -6.6% | -0.25 | 26% |
| train | UPTREND | 902 | 58.5% | 1.39 | 51% |
| validation | DOWNTREND | 125 | -0.2% | -1.42 | 0% |
| validation | EXPENSIVE | 138 | 87.1% | 1.41 | 86% |
| validation | EXTREME | 144 | 336.2% | 3.87 | 97% |
| validation | HIGH VOLATILITY | 258 | 113.2% | 1.63 | 50% |
| validation | LOW VOLATILITY | 183 | 0.3% | 0.01 | 36% |
| validation | MEDIUM VOLATILITY | 315 | 64.9% | 1.43 | 53% |
| validation | NORMAL | 474 | -22.6% | -0.84 | 22% |
| validation | SIDEWAYS | 206 | -28.8% | -0.87 | 28% |
| validation | UPTREND | 425 | 131.0% | 2.03 | 71% |
Trades (full period)
15 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-05-14 | 2026-07-28 | $347.68 | $307.44 | -7.62% | 302 | |
| 2024-11-11 | 2025-02-12 | $350.00 | $336.51 | 2.07% | 63 | |
| 2024-07-03 | 2024-08-05 | $246.39 | $198.88 | -10.37% | 23 | |
| 2023-06-05 | 2023-08-15 | $217.61 | $232.96 | 11.83% | 50 | |
| 2023-01-27 | 2023-04-27 | $177.90 | $160.19 | -4.25% | 63 | |
| 2022-08-01 | 2022-10-07 | $297.28 | $223.07 | -20.02% | 49 | |
| 2022-03-24 | 2022-04-27 | $337.97 | $293.84 | -12.45% | 24 | |
| 2021-10-27 | 2021-12-06 | $345.95 | $336.34 | -0.54% | 28 | |
| 2020-04-15 | 2021-02-24 | $48.66 | $247.34 | 391.25% | 218 | |
| 2019-10-28 | 2020-03-10 | $21.85 | $43.02 | 84.92% | 92 | |
| 2018-11-05 | 2019-05-01 | $22.76 | $15.60 | -31.23% | 121 | |
| 2018-06-19 | 2018-09-06 | $23.50 | $18.73 | -24.45% | 56 | |
| 2016-03-09 | 2016-05-06 | $13.91 | $14.33 | 4.20% | 42 | |
| 2014-02-11 | 2014-03-28 | $13.11 | $14.16 | 5.26% | 33 | |
| 2012-02-14 | 2013-11-08 | $2.21 | $9.20 | 342.99% | 438 |