Strategy Zoo / S0227
PriceMomentum_V0227
ARCHIVEDmomentumcrossoverlogic of PriceMomentum_V0186 with risk overlay of PriceMomentum_V0160
Fitness
0.7115
Generation
11
Complexity
7
Created
2026-09-18
Lineage
Parents (2)
changed ret_20d threshold -0.03 -> 0.0392
changed ret_20d threshold -0.03 -> -0.1357
Children (31)
Strategy Logic (pseudocode)
# PriceMomentum_V0227 [momentum]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and (ret_20d > 0.05 and rel_volume > 1.2635):
position = 1.0
if long and (ret_20d < -0.1357 or roll_high_50 < sma_20):
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 25.1% | 100.7% | 26.6% | 38.5% |
| Total Return | 497.1% | 708.5% | 139.2% | 11791.0% |
| Sharpe | 0.89 | 1.71 | 0.88 | 1.10 |
| Sortino | 0.88 | 1.54 | 0.80 | 1.03 |
| Calmar | 0.44 | 2.84 | 0.83 | 0.68 |
| Volatility | 30.3% | 47.4% | 33.0% | 35.1% |
| Max DD | -56.7% | -35.4% | -32.2% | -56.7% |
| Win Rate | 59.1% | 85.7% | 77.8% | 68.4% |
| Avg Win | 35.3% | 49.2% | 15.5% | 36.1% |
| Avg Loss | -9.4% | -17.2% | -5.2% | -9.4% |
| Payoff | 3.74 | 2.87 | 3.00 | 3.85 |
| Expectancy | 17.0% | 39.8% | 10.9% | 21.7% |
| Profit Factor | 5.40 | 10.00 | 10.00 | 8.35 |
| Trades | 22 | 7 | 9 | 38 |
| Avg Holding Days | 35.1 | 41.9 | 30.6 | 36.5 |
| Turnover | 5.6 | 4.7 | 5.1 | 5.2 |
| Exposure | 39.6% | 37.8% | 30.6% | 37.0% |
Growth of $100
PriceMomentum_V0227 vs TSLA Buy & Hold
PriceMomentum_V0227 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 | 0.6% | 0.11 | -16.2% | 3 |
| 2017 | 20.5% | 0.79 | -28.6% | 3 |
| 2018 | -38.1% | -1.93 | -40.3% | 4 |
| 2019 | 61.7% | 2.56 | -8.5% | 2 |
| 2020 | 474.2% | 2.84 | -33.7% | 3 |
| 2021 | 30.3% | 0.94 | -22.4% | 2 |
| 2022 | 3.7% | 0.27 | -21.7% | 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 | 14.3% | 0.44 | 22% |
| hidden test | EXPENSIVE | 83 | 60.4% | 1.35 | 65% |
| hidden test | EXTREME | 48 | 189.8% | 3.11 | 88% |
| hidden test | HIGH VOLATILITY | 254 | 23.2% | 0.49 | 42% |
| hidden test | LOW VOLATILITY | 429 | 38.5% | 1.85 | 22% |
| hidden test | MEDIUM VOLATILITY | 248 | 18.5% | 0.57 | 34% |
| hidden test | NORMAL | 800 | 16.1% | 0.56 | 24% |
| hidden test | SIDEWAYS | 293 | 4.3% | 0.85 | 2% |
| hidden test | UPTREND | 371 | 59.0% | 1.34 | 60% |
| train | DOWNTREND | 518 | 6.3% | 0.50 | 15% |
| train | EXPENSIVE | 311 | 38.9% | 1.02 | 67% |
| train | EXTREME | 100 | 416.1% | 5.63 | 100% |
| train | HIGH VOLATILITY | 699 | 43.6% | 1.14 | 29% |
| train | LOW VOLATILITY | 745 | 30.3% | 1.28 | 50% |
| train | MEDIUM VOLATILITY | 568 | 1.8% | 0.07 | 38% |
| train | NORMAL | 1,601 | 0.2% | 0.01 | 30% |
| train | SIDEWAYS | 592 | -2.2% | -0.18 | 3% |
| train | UPTREND | 902 | 57.8% | 1.34 | 78% |
| validation | DOWNTREND | 125 | 48.7% | 1.87 | 22% |
| validation | EXPENSIVE | 138 | 66.8% | 1.22 | 59% |
| validation | EXTREME | 144 | 312.5% | 3.90 | 75% |
| validation | HIGH VOLATILITY | 258 | 96.2% | 1.43 | 47% |
| validation | LOW VOLATILITY | 183 | 27.6% | 1.78 | 22% |
| validation | MEDIUM VOLATILITY | 315 | 99.4% | 2.54 | 40% |
| validation | NORMAL | 474 | 14.7% | 0.56 | 20% |
| validation | SIDEWAYS | 206 | 0.5% | 0.09 | 1% |
| validation | UPTREND | 425 | 129.4% | 2.11 | 60% |
Trades (full period)
39 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 0.04% | 19 | OPEN |
| 2025-09-12 | 2026-01-13 | $395.94 | $447.20 | 21.50% | 85 | |
| 2025-04-08 | 2025-04-23 | $221.86 | $250.74 | 1.80% | 11 | |
| 2024-11-07 | 2025-01-28 | $296.91 | $398.09 | 37.37% | 54 | |
| 2024-09-06 | 2024-09-27 | $210.73 | $260.46 | 10.22% | 16 | |
| 2024-07-02 | 2024-08-05 | $231.26 | $198.88 | -1.23% | 24 | |
| 2024-04-30 | 2024-05-29 | $183.28 | $176.19 | -9.10% | 21 | |
| 2023-06-05 | 2023-08-14 | $217.61 | $239.76 | 13.18% | 49 | |
| 2023-05-24 | 2023-05-31 | $182.90 | $203.93 | 8.07% | 5 | |
| 2023-01-30 | 2023-02-10 | $166.66 | $196.89 | 16.30% | 10 | |
| 2022-06-22 | 2022-08-02 | $236.09 | $300.59 | 25.16% | 29 | |
| 2022-01-04 | 2022-01-20 | $383.20 | $332.09 | -17.18% | 12 | |
| 2021-09-20 | 2021-12-06 | $243.39 | $336.34 | 33.37% | 55 | |
| 2020-11-19 | 2021-02-23 | $166.42 | $232.95 | 46.53% | 64 | |
| 2020-06-11 | 2020-09-30 | $64.86 | $143.00 | 103.99% | 78 | |
| 2020-04-15 | 2020-04-30 | $48.66 | $52.13 | 12.54% | 12 | |
| 2019-10-25 | 2020-03-05 | $21.88 | $48.30 | 149.62% | 90 | |
| 2019-09-27 | 2019-10-15 | $16.14 | $17.19 | 5.72% | 13 | |
| 2019-07-05 | 2019-07-22 | $15.54 | $17.05 | 9.69% | 12 | |
| 2018-12-06 | 2018-12-26 | $24.20 | $21.74 | -18.04% | 14 | |
| 2018-08-03 | 2018-08-20 | $23.21 | $20.56 | -12.77% | 12 | |
| 2018-06-19 | 2018-07-05 | $23.50 | $20.61 | -16.34% | 12 | |
| 2018-06-07 | 2018-06-12 | $21.07 | $22.85 | 3.73% | 4 | |
| 2017-09-19 | 2017-10-25 | $25.01 | $21.72 | -12.56% | 27 | |
| 2017-08-04 | 2017-08-24 | $23.79 | $23.53 | 1.44% | 15 | |
| 2017-01-05 | 2017-07-07 | $15.12 | $20.88 | 35.78% | 127 | |
| 2016-12-14 | 2016-12-28 | $13.25 | $14.65 | 10.57% | 10 | |
| 2016-06-08 | 2016-06-09 | $15.70 | $15.29 | 1.17% | 2 | |
| 2016-04-05 | 2016-05-05 | $17.03 | $14.10 | -10.07% | 23 | |
| 2015-12-17 | 2015-12-29 | $15.56 | $15.81 | -2.57% | 8 | |
| 2015-05-13 | 2015-08-18 | $16.21 | $17.38 | 3.98% | 68 | |
| 2015-04-29 | 2015-05-01 | $15.50 | $15.07 | -2.12% | 3 | |
| 2015-04-23 | 2015-04-28 | $14.57 | $15.37 | 5.31% | 4 | |
| 2015-02-11 | 2015-04-14 | $14.19 | $13.83 | -3.21% | 43 | |
| 2014-06-24 | 2014-10-01 | $15.50 | $16.02 | 2.10% | 70 | |
| 2014-02-11 | 2014-03-27 | $13.11 | $13.82 | 8.13% | 32 | |
| 2012-12-19 | 2013-10-29 | $2.31 | $10.96 | 369.89% | 217 | |
| 2012-11-29 | 2012-12-14 | $2.25 | $2.25 | 0.94% | 12 | |
| 2012-02-23 | 2012-04-25 | $2.30 | $2.19 | -7.20% | 44 |