Strategy Zoo / S0471
PriceMomentum_V0471
ARCHIVEDhybridcrossoverlogic of PriceMomentum_V0429 with risk overlay of Breakout20_V0374
Fitness
0.5698
Generation
22
Complexity
7
Created
2026-09-19
Lineage
Parents (2)
changed dist_sma_20 threshold -0.0187 -> -0.121; reduce exposure to 41% during HIGH_VOLATILITY
entry = PriceMomentum_V0186 OR PriceMomentum_V0267
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V0471 [hybrid]
if flat and ((ret_20d > 0.05 and rel_volume > 1.2635) or ret_20d > 0.1146):
position = 1.0
if long and ret_20d < -0.1003:
position = 0.0 # exit to cash
if regime.volatility == "HIGH_VOLATILITY": position *= 0.41Backtest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 8.8% | 102.1% | 9.1% | 23.8% |
| Total Return | 95.4% | 725.1% | 38.2% | 2193.4% |
| Sharpe | 0.42 | 1.93 | 0.43 | 0.80 |
| Sortino | 0.47 | 2.50 | 0.44 | 0.91 |
| Calmar | 0.14 | 2.86 | 0.23 | 0.37 |
| Volatility | 31.2% | 40.7% | 32.0% | 33.6% |
| Max DD | -64.8% | -35.7% | -39.8% | -64.8% |
| Win Rate | 39.1% | 55.6% | 41.7% | 43.2% |
| Avg Win | 26.2% | 67.2% | 19.2% | 40.0% |
| Avg Loss | -10.7% | -7.5% | -7.3% | -9.2% |
| Payoff | 2.44 | 8.95 | 2.65 | 4.33 |
| Expectancy | 3.7% | 34.0% | 3.8% | 12.0% |
| Profit Factor | 1.57 | 10.00 | 1.89 | 3.29 |
| Trades | 23 | 9 | 12 | 44 |
| Avg Holding Days | 53.1 | 53.2 | 39.0 | 51.1 |
| Turnover | 9.6 | 7.6 | 7.4 | 8.6 |
| Exposure | 52.8% | 50.9% | 42.0% | 49.8% |
Growth of $100
PriceMomentum_V0471 vs TSLA Buy & Hold
PriceMomentum_V0471 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 | -26.0% | -1.00 | -45.5% | 4 |
| 2017 | 12.2% | 0.53 | -31.6% | 2 |
| 2018 | -5.4% | -0.08 | -20.2% | 3 |
| 2019 | 37.5% | 1.15 | -23.3% | 2 |
| 2020 | 533.1% | 3.93 | -15.9% | 2 |
| 2021 | 38.5% | 1.02 | -26.8% | 3 |
| 2022 | -9.8% | -0.23 | -25.2% | 4 |
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 | 15.0% | 0.74 | 21% |
| hidden test | EXPENSIVE | 83 | 78.3% | 1.90 | 65% |
| hidden test | EXTREME | 48 | 103.9% | 2.75 | 41% |
| hidden test | HIGH VOLATILITY | 254 | 9.5% | 0.31 | 24% |
| hidden test | LOW VOLATILITY | 429 | 51.7% | 1.78 | 48% |
| hidden test | MEDIUM VOLATILITY | 248 | -47.1% | -1.25 | 50% |
| hidden test | NORMAL | 800 | 1.8% | 0.06 | 40% |
| hidden test | SIDEWAYS | 293 | -21.1% | -0.67 | 46% |
| hidden test | UPTREND | 371 | 40.8% | 1.06 | 54% |
| train | DOWNTREND | 518 | -17.4% | -0.79 | 32% |
| train | EXPENSIVE | 311 | 67.1% | 1.75 | 63% |
| train | EXTREME | 100 | 211.4% | 5.29 | 59% |
| train | HIGH VOLATILITY | 699 | 23.2% | 0.71 | 24% |
| train | LOW VOLATILITY | 745 | 22.9% | 0.82 | 73% |
| train | MEDIUM VOLATILITY | 568 | -11.7% | -0.35 | 62% |
| train | NORMAL | 1,601 | -9.6% | -0.33 | 50% |
| train | SIDEWAYS | 592 | -16.9% | -0.58 | 43% |
| train | UPTREND | 902 | 50.6% | 1.39 | 71% |
| validation | DOWNTREND | 125 | 40.8% | 2.04 | 10% |
| validation | EXPENSIVE | 138 | 98.5% | 1.95 | 77% |
| validation | EXTREME | 144 | 277.5% | 5.41 | 54% |
| validation | HIGH VOLATILITY | 258 | 73.0% | 1.98 | 24% |
| validation | LOW VOLATILITY | 183 | 41.1% | 1.41 | 72% |
| validation | MEDIUM VOLATILITY | 315 | 105.0% | 2.16 | 61% |
| validation | NORMAL | 474 | 12.4% | 0.38 | 42% |
| validation | SIDEWAYS | 206 | -7.8% | -0.24 | 44% |
| validation | UPTREND | 425 | 131.6% | 2.74 | 66% |
Trades (full period)
45 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 0.82% | 19 | OPEN |
| 2026-04-20 | 2026-06-10 | $392.50 | $381.59 | -1.18% | 37 | |
| 2025-12-15 | 2026-01-16 | $475.31 | $437.50 | -4.63% | 23 | |
| 2025-08-29 | 2025-11-21 | $333.87 | $391.09 | 14.00% | 60 | |
| 2025-04-30 | 2025-07-02 | $282.16 | $315.65 | -6.82% | 44 | |
| 2025-04-08 | 2025-04-23 | $221.86 | $250.74 | 1.45% | 11 | |
| 2024-11-07 | 2025-01-17 | $296.91 | $426.50 | 20.07% | 48 | |
| 2024-09-06 | 2024-10-22 | $210.73 | $217.97 | -8.88% | 33 | |
| 2024-04-30 | 2024-08-02 | $183.28 | $207.67 | 26.23% | 66 | |
| 2023-11-27 | 2024-01-17 | $236.08 | $215.55 | -6.79% | 35 | |
| 2023-09-12 | 2023-10-20 | $267.48 | $211.99 | -19.71% | 29 | |
| 2023-05-23 | 2023-08-03 | $185.77 | $259.32 | 34.27% | 50 | |
| 2023-01-25 | 2023-03-10 | $144.43 | $173.44 | -2.78% | 32 | |
| 2022-07-19 | 2022-09-01 | $245.53 | $277.16 | 14.35% | 33 | |
| 2022-06-22 | 2022-07-05 | $236.09 | $233.07 | -1.73% | 9 | |
| 2022-03-23 | 2022-04-27 | $333.04 | $293.84 | -12.00% | 25 | |
| 2022-01-04 | 2022-01-25 | $383.20 | $306.13 | -8.75% | 15 | |
| 2021-06-24 | 2021-12-03 | $226.61 | $338.32 | 53.33% | 114 | |
| 2021-04-06 | 2021-05-11 | $230.54 | $205.73 | -7.55% | 26 | |
| 2020-10-07 | 2021-02-23 | $141.77 | $232.95 | 65.68% | 95 | |
| 2020-04-14 | 2020-09-30 | $47.33 | $143.00 | 141.57% | 119 | |
| 2019-09-12 | 2020-03-05 | $16.39 | $48.30 | 154.11% | 121 | |
| 2019-06-21 | 2019-08-15 | $14.79 | $14.38 | 2.38% | 39 | |
| 2019-02-28 | 2019-03-06 | $21.33 | $18.42 | -12.31% | 5 | |
| 2018-10-29 | 2019-01-03 | $22.32 | $20.02 | -4.27% | 45 | |
| 2018-08-03 | 2018-08-31 | $23.21 | $20.11 | -5.43% | 21 | |
| 2018-05-01 | 2018-07-16 | $19.99 | $20.67 | 5.90% | 53 | |
| 2017-12-12 | 2018-03-23 | $22.74 | $20.10 | -6.54% | 70 | |
| 2017-08-04 | 2017-11-03 | $23.79 | $20.41 | -13.15% | 65 | |
| 2016-10-04 | 2017-07-07 | $14.09 | $20.88 | 38.66% | 191 | |
| 2016-07-22 | 2016-09-02 | $14.82 | $13.19 | -9.13% | 31 | |
| 2016-06-08 | 2016-06-24 | $15.70 | $12.88 | -15.57% | 13 | |
| 2016-03-04 | 2016-05-05 | $13.40 | $14.10 | 5.43% | 44 | |
| 2015-12-17 | 2016-01-19 | $15.56 | $13.65 | -12.76% | 21 | |
| 2015-09-22 | 2015-10-12 | $17.40 | $14.37 | -16.64% | 15 | |
| 2015-04-23 | 2015-08-12 | $14.57 | $15.88 | 9.14% | 78 | |
| 2015-02-11 | 2015-03-09 | $14.19 | $12.73 | -10.54% | 18 | |
| 2014-11-12 | 2014-12-09 | $16.61 | $14.46 | -14.80% | 19 | |
| 2014-06-09 | 2014-10-01 | $13.69 | $16.02 | 16.34% | 81 | |
| 2013-12-18 | 2014-03-26 | $9.87 | $14.20 | 34.21% | 67 | |
| 2013-03-26 | 2013-10-24 | $2.52 | $11.54 | 112.25% | 149 | |
| 2012-11-06 | 2013-03-20 | $2.08 | $2.40 | 11.27% | 92 | |
| 2012-09-18 | 2012-10-16 | $2.09 | $1.87 | -18.97% | 21 | |
| 2012-06-19 | 2012-07-27 | $2.14 | $1.97 | -8.37% | 28 | |
| 2012-02-06 | 2012-04-25 | $2.12 | $2.19 | -1.69% | 56 |