Strategy Zoo / S0990
PriceMomentum_V0990
ARCHIVEDhybridllm1) Added regime gates: only trade in UPTREND, MEDIUM_VOLATILITY, bubble NORMAL to avoid bad regimes. 2) Broadened entry: ret_20d > 3% + breakout_50, and require positive sma_50_slope and RSI < 70 to avoid overbought/bad momentum. 3) Strengthened exits: added 20d and 1d stops, macd_hist reversal exit, and a trailing drawdown exit to limit large losses. 4) Introduced volatility-scaled position sizing via vol_pctile (full size in low vol, reduced in high vol, medium size otherwise). 5) Reduced base_position to 0.7 to lower risk and drawdown.
Fitness
0.5189
Generation
45
Complexity
10
Created
2026-10-01
Lineage
Parents (1)
added exit filter: ret_20d < -0.025
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V0990 [hybrid]
if flat and (ret_20d > 0.03 and breakout_50 == 1 and sma_50_slope > 0.0 and rsi_14 < 70.0):
position = 0.7
if long and (ret_20d < -0.05 or ret_1d < -0.07 or macd_hist < 0.0 or drawdown > 0.06):
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 8.0% | 46.6% | 8.5% | 15.3% |
| Total Return | 85.5% | 215.0% | 35.6% | 708.5% |
| Sharpe | 0.58 | 1.71 | 0.73 | 0.93 |
| Sortino | 0.43 | 1.21 | 0.38 | 0.62 |
| Calmar | 0.22 | 3.49 | 0.68 | 0.42 |
| Volatility | 15.2% | 24.0% | 12.2% | 16.8% |
| Max DD | -36.2% | -13.4% | -12.6% | -36.2% |
| Win Rate | 40.0% | 57.1% | 55.6% | 47.2% |
| Avg Win | 11.1% | 17.3% | 9.1% | 13.5% |
| Avg Loss | -3.3% | -1.4% | -3.0% | -2.8% |
| Payoff | 3.36 | 10.00 | 3.04 | 4.73 |
| Expectancy | 2.5% | 9.3% | 3.7% | 4.9% |
| Profit Factor | 2.24 | 10.00 | 3.80 | 4.23 |
| Trades | 30 | 14 | 9 | 53 |
| Avg Holding Days | 9.3 | 10.9 | 8.3 | 9.8 |
| Turnover | 5.3 | 6.5 | 3.4 | 5.0 |
| Exposure | 9.1% | 12.9% | 4.9% | 8.8% |
Growth of $100
PriceMomentum_V0990 vs TSLA Buy & Hold
PriceMomentum_V0990 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 | -0.1% | -1.42 | -0.1% | 1 |
| 2017 | 0.3% | 0.08 | -6.6% | 5 |
| 2018 | -23.4% | -1.94 | -23.9% | 8 |
| 2019 | 38.7% | 2.07 | -3.2% | 1 |
| 2020 | 151.9% | 2.71 | -13.1% | 7 |
| 2021 | 23.7% | 1.20 | -12.0% | 6 |
| 2022 | -1.6% | -1.71 | -1.6% | 1 |
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 | 275 | 0.0% | 0.00 | 0% |
| hidden test | EXPENSIVE | 83 | 42.7% | 1.45 | 28% |
| hidden test | EXTREME | 48 | 53.2% | 2.46 | 12% |
| hidden test | HIGH VOLATILITY | 254 | 11.4% | 0.64 | 7% |
| hidden test | LOW VOLATILITY | 434 | 8.0% | 0.99 | 5% |
| hidden test | MEDIUM VOLATILITY | 251 | 7.8% | 0.70 | 3% |
| hidden test | NORMAL | 808 | 2.8% | 0.37 | 2% |
| hidden test | SIDEWAYS | 293 | -3.6% | -1.38 | 1% |
| hidden test | UPTREND | 371 | 25.3% | 1.32 | 11% |
| train | DOWNTREND | 518 | 0.0% | 0.00 | 0% |
| train | EXPENSIVE | 311 | 15.6% | 0.96 | 16% |
| train | EXTREME | 100 | 187.0% | 3.92 | 43% |
| train | HIGH VOLATILITY | 699 | 23.5% | 1.05 | 12% |
| train | LOW VOLATILITY | 745 | 3.2% | 0.40 | 9% |
| train | MEDIUM VOLATILITY | 568 | -1.7% | -0.16 | 6% |
| train | NORMAL | 1,601 | -3.6% | -0.38 | 6% |
| train | SIDEWAYS | 592 | -6.4% | -0.90 | 4% |
| train | UPTREND | 902 | 24.0% | 1.09 | 18% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 51.3% | 2.14 | 18% |
| validation | EXTREME | 144 | 142.9% | 3.23 | 23% |
| validation | HIGH VOLATILITY | 258 | 44.4% | 1.36 | 9% |
| validation | LOW VOLATILITY | 183 | 17.2% | 1.63 | 18% |
| validation | MEDIUM VOLATILITY | 315 | 52.3% | 2.47 | 13% |
| validation | NORMAL | 474 | 7.2% | 0.59 | 8% |
| validation | SIDEWAYS | 206 | -0.2% | -1.57 | 0% |
| validation | UPTREND | 425 | 73.2% | 2.29 | 23% |
Trades (full period)
53 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-12-16 | 2025-12-30 | $489.88 | $454.43 | -2.39% | 10 | |
| 2025-11-04 | 2025-11-05 | $444.26 | $462.07 | -3.74% | 2 | |
| 2025-10-29 | 2025-10-30 | $461.51 | $440.10 | 0.01% | 2 | |
| 2025-09-12 | 2025-10-06 | $395.94 | $453.25 | 11.37% | 17 | |
| 2025-08-27 | 2025-09-03 | $349.60 | $334.09 | -4.60% | 5 | |
| 2024-12-05 | 2024-12-06 | $369.49 | $389.22 | 2.12% | 2 | |
| 2024-12-03 | 2024-12-04 | $351.42 | $357.93 | -1.25% | 2 | |
| 2024-10-28 | 2024-11-29 | $262.51 | $345.16 | 16.50% | 24 | |
| 2024-06-27 | 2024-07-12 | $197.42 | $248.23 | 15.58% | 11 | |
| 2022-08-16 | 2022-08-19 | $306.56 | $296.67 | -1.60% | 4 | |
| 2021-10-13 | 2021-11-10 | $270.36 | $355.98 | 18.67% | 21 | |
| 2021-10-08 | 2021-10-11 | $261.83 | $263.98 | -0.86% | 2 | |
| 2021-09-27 | 2021-10-07 | $263.79 | $264.54 | 0.62% | 9 | |
| 2021-09-01 | 2021-09-21 | $244.70 | $246.46 | -0.63% | 14 | |
| 2021-08-03 | 2021-08-17 | $236.58 | $221.90 | -2.43% | 11 | |
| 2021-01-04 | 2021-01-12 | $243.26 | $283.15 | 10.33% | 7 | |
| 2020-12-18 | 2020-12-23 | $231.67 | $215.33 | -1.72% | 4 | |
| 2020-11-19 | 2020-12-17 | $166.42 | $218.63 | 19.05% | 20 | |
| 2020-08-17 | 2020-09-04 | $122.38 | $139.44 | 16.24% | 15 | |
| 2020-07-01 | 2020-07-27 | $74.64 | $102.64 | 21.47% | 18 | |
| 2020-06-01 | 2020-06-02 | $59.87 | $58.77 | 5.15% | 2 | |
| 2020-05-22 | 2020-05-26 | $54.46 | $54.59 | -1.05% | 2 | |
| 2019-12-13 | 2020-02-06 | $23.89 | $49.93 | 66.86% | 37 | |
| 2019-10-16 | 2019-11-21 | $17.32 | $23.66 | 24.73% | 27 | |
| 2018-12-11 | 2018-12-18 | $24.45 | $22.47 | -3.32% | 6 | |
| 2018-12-07 | 2018-12-10 | $23.86 | $24.34 | -1.12% | 2 | |
| 2018-12-04 | 2018-12-06 | $23.98 | $24.20 | 0.10% | 2 | |
| 2018-11-08 | 2018-11-21 | $23.43 | $22.55 | -0.22% | 10 | |
| 2018-08-08 | 2018-08-20 | $24.69 | $20.56 | -14.10% | 9 | |
| 2018-06-12 | 2018-06-26 | $22.85 | $22.80 | 0.16% | 11 | |
| 2018-02-27 | 2018-03-02 | $23.40 | $22.34 | -5.36% | 4 | |
| 2018-01-22 | 2018-02-05 | $23.44 | $22.21 | -1.37% | 11 | |
| 2017-09-18 | 2017-09-25 | $25.67 | $23.00 | -5.46% | 6 | |
| 2017-05-31 | 2017-06-27 | $22.73 | $24.16 | 8.62% | 20 | |
| 2017-05-11 | 2017-05-12 | $21.54 | $21.65 | -0.60% | 2 | |
| 2017-05-01 | 2017-05-04 | $21.52 | $19.70 | -0.80% | 4 | |
| 2017-04-26 | 2017-04-27 | $20.68 | $20.58 | -0.95% | 2 | |
| 2016-01-04 | 2016-01-06 | $14.89 | $14.60 | -4.97% | 3 | |
| 2015-07-21 | 2015-07-22 | $17.78 | $17.86 | -3.98% | 2 | |
| 2015-07-02 | 2015-07-09 | $18.67 | $17.19 | -3.79% | 5 | |
| 2015-05-06 | 2015-05-22 | $15.36 | $16.52 | 3.65% | 13 | |
| 2014-08-28 | 2014-08-29 | $17.59 | $17.98 | 0.02% | 2 | |
| 2014-08-26 | 2014-08-27 | $17.45 | $17.55 | -0.36% | 2 | |
| 2014-06-30 | 2014-07-07 | $16.00 | $14.84 | -3.01% | 5 | |
| 2014-02-10 | 2014-03-11 | $13.10 | $15.63 | 19.17% | 21 | |
| 2014-01-31 | 2014-02-06 | $12.09 | $11.89 | -3.37% | 5 | |
| 2013-08-23 | 2013-09-10 | $10.79 | $11.09 | 1.50% | 12 | |
| 2013-07-30 | 2013-08-15 | $8.78 | $9.31 | 2.61% | 13 | |
| 2013-04-17 | 2013-06-04 | $3.03 | $6.32 | 66.43% | 34 | |
| 2013-01-24 | 2013-02-14 | $2.47 | $2.55 | 4.62% | 16 | |
| 2012-11-20 | 2012-12-14 | $2.20 | $2.25 | 1.38% | 18 | |
| 2012-03-27 | 2012-04-05 | $2.53 | $2.30 | -4.58% | 8 | |
| 2012-03-13 | 2012-03-16 | $2.41 | $2.35 | -2.10% | 4 |