Strategy Zoo / S0741
PriceMomentum_V0741
ARCHIVEDmomentumllmAdded regime gates to avoid strong downtrends/high-volatility/extreme bubbles; strengthened entry with short-vs-mid SMA confirmation and a volatility percentile cap; relaxed rel_volume slightly for robustness; improved exits: softer stop-loss, SMA cross trailing exit, volatility-spike exit, and a profit-take; added volatility-based position sizing (scale down in high vol).
Fitness
0.2048
Generation
34
Complexity
13
Created
2026-09-25
Lineage
Parents (1)
logic of PriceMomentum_V0186 with risk overlay of PriceMomentum_V0160
Children (0)
None
Strategy Logic (pseudocode)
# PriceMomentum_V0741 [momentum]
require regime.trend in ['UPTREND', 'SIDEWAYS']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL', 'EXPENSIVE']
if flat and (ret_20d > 0.05 and rel_volume > 1.2 and sma_20 > sma_50 and vol_pctile < 0.75):
position = 1.0
if long and (ret_20d < -0.12 or sma_20 < sma_50 or vol_chg > 0.5 or ret_20d > 0.2):
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | -2.0% | 8.5% | 8.3% | 2.6% |
| Total Return | -14.7% | 27.8% | 34.3% | 46.2% |
| Sharpe | -0.07 | 0.72 | 0.77 | 0.26 |
| Sortino | -0.03 | 0.32 | 0.32 | 0.11 |
| Calmar | -0.04 | 0.36 | 0.67 | 0.06 |
| Volatility | 14.2% | 12.3% | 11.0% | 13.1% |
| Max DD | -44.9% | -23.4% | -12.3% | -44.9% |
| Win Rate | 59.3% | 68.4% | 86.7% | 66.0% |
| Avg Win | 3.0% | 4.2% | 3.4% | 3.3% |
| Avg Loss | -4.7% | -4.4% | -6.3% | -4.8% |
| Payoff | 0.63 | 0.95 | 0.53 | 0.69 |
| Expectancy | -0.2% | 1.5% | 2.1% | 0.5% |
| Profit Factor | 0.92 | 2.06 | 3.47 | 1.33 |
| Trades | 59 | 19 | 15 | 94 |
| Avg Holding Days | 3.7 | 3.3 | 4.0 | 3.7 |
| Turnover | 14.9 | 12.7 | 8.1 | 12.8 |
| Exposure | 8.1% | 5.8% | 4.8% | 6.8% |
Growth of $100
PriceMomentum_V0741 vs TSLA Buy & Hold
PriceMomentum_V0741 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 | -11.0% | -1.07 | -16.5% | 4 |
| 2017 | -4.8% | -0.32 | -15.0% | 12 |
| 2018 | 0.7% | 0.88 | -0.1% | 1 |
| 2019 | 11.6% | 0.58 | -13.8% | 6 |
| 2020 | 15.1% | 1.24 | -6.8% | 10 |
| 2021 | 9.3% | 0.59 | -17.9% | 7 |
| 2022 | 1.5% | 1.22 | -0.1% | 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 | 271 | 0.0% | 0.00 | 0% |
| hidden test | EXPENSIVE | 83 | 7.2% | 0.61 | 5% |
| hidden test | EXTREME | 48 | 0.0% | 0.00 | 0% |
| hidden test | HIGH VOLATILITY | 254 | 0.0% | 0.00 | 0% |
| hidden test | LOW VOLATILITY | 431 | 13.0% | 1.13 | 8% |
| hidden test | MEDIUM VOLATILITY | 250 | 9.5% | 0.63 | 4% |
| hidden test | NORMAL | 804 | 9.2% | 0.81 | 5% |
| hidden test | SIDEWAYS | 293 | -5.8% | -0.43 | 10% |
| hidden test | UPTREND | 371 | 26.1% | 2.04 | 4% |
| train | DOWNTREND | 518 | 2.9% | 0.69 | 0% |
| train | EXPENSIVE | 311 | -1.8% | -0.11 | 15% |
| train | EXTREME | 100 | 11.4% | 1.55 | 1% |
| train | HIGH VOLATILITY | 699 | -2.0% | -0.14 | 0% |
| train | LOW VOLATILITY | 745 | 14.1% | 1.00 | 16% |
| train | MEDIUM VOLATILITY | 568 | -19.5% | -1.40 | 7% |
| train | NORMAL | 1,601 | -1.6% | -0.11 | 7% |
| train | SIDEWAYS | 592 | -5.1% | -0.46 | 3% |
| train | UPTREND | 902 | -0.5% | -0.02 | 16% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 27.3% | 1.69 | 7% |
| validation | EXTREME | 144 | -0.2% | -1.32 | 0% |
| validation | HIGH VOLATILITY | 258 | 0.0% | 0.00 | 0% |
| validation | LOW VOLATILITY | 183 | 23.2% | 1.95 | 14% |
| validation | MEDIUM VOLATILITY | 315 | 7.9% | 0.47 | 6% |
| validation | NORMAL | 474 | 6.3% | 0.49 | 7% |
| validation | SIDEWAYS | 206 | -15.1% | -1.69 | 4% |
| validation | UPTREND | 425 | 23.1% | 1.53 | 8% |
Trades (full period)
94 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-05-12 | 2026-06-10 | $433.45 | $381.59 | -11.04% | 21 | |
| 2025-12-22 | 2025-12-23 | $488.73 | $485.56 | 1.36% | 2 | |
| 2025-12-18 | 2025-12-19 | $483.37 | $481.20 | 3.24% | 2 | |
| 2025-10-24 | 2025-10-28 | $433.72 | $460.55 | 0.56% | 3 | |
| 2025-10-03 | 2025-10-06 | $429.83 | $453.25 | -1.61% | 2 | |
| 2025-09-15 | 2025-09-16 | $410.04 | $421.62 | 3.36% | 2 | |
| 2025-09-08 | 2025-09-12 | $346.40 | $395.94 | 4.91% | 5 | |
| 2024-07-09 | 2024-07-10 | $262.33 | $263.26 | 3.51% | 2 | |
| 2024-07-05 | 2024-07-08 | $251.52 | $252.94 | 1.88% | 2 | |
| 2024-07-02 | 2024-07-03 | $231.26 | $246.39 | 9.99% | 2 | |
| 2024-06-18 | 2024-07-01 | $184.86 | $209.86 | 5.36% | 9 | |
| 2023-06-22 | 2023-06-23 | $264.61 | $256.60 | 1.78% | 2 | |
| 2023-06-12 | 2023-06-13 | $249.83 | $258.71 | 2.02% | 2 | |
| 2023-06-08 | 2023-06-09 | $234.86 | $244.40 | 4.38% | 2 | |
| 2023-06-05 | 2023-06-06 | $217.61 | $221.31 | 1.50% | 2 | |
| 2022-08-08 | 2022-08-09 | $290.42 | $283.33 | 0.58% | 2 | |
| 2022-08-02 | 2022-08-03 | $300.59 | $307.40 | 0.91% | 2 | |
| 2021-11-02 | 2021-11-03 | $390.67 | $404.62 | -3.22% | 2 | |
| 2021-10-27 | 2021-10-28 | $345.95 | $359.01 | 1.71% | 2 | |
| 2021-10-22 | 2021-10-26 | $303.23 | $339.48 | 14.41% | 3 | |
| 2021-10-05 | 2021-10-19 | $260.20 | $288.09 | 11.11% | 11 | |
| 2021-09-20 | 2021-09-29 | $243.39 | $260.44 | 2.17% | 8 | |
| 2021-09-08 | 2021-09-14 | $251.29 | $248.16 | -1.51% | 5 | |
| 2021-05-03 | 2021-05-12 | $228.30 | $196.63 | -13.18% | 8 | |
| 2020-12-21 | 2020-12-22 | $216.62 | $213.45 | -6.69% | 2 | |
| 2020-12-10 | 2020-12-11 | $209.02 | $203.33 | 3.53% | 2 | |
| 2020-12-01 | 2020-12-02 | $194.92 | $189.61 | 2.82% | 2 | |
| 2020-11-27 | 2020-11-30 | $195.25 | $189.20 | 1.85% | 2 | |
| 2020-11-24 | 2020-11-25 | $185.13 | $191.33 | 6.22% | 2 | |
| 2020-01-17 | 2020-01-21 | $34.03 | $36.48 | -0.78% | 2 | |
| 2020-01-14 | 2020-01-15 | $35.86 | $34.57 | 2.29% | 2 | |
| 2020-01-10 | 2020-01-13 | $31.88 | $34.99 | -0.86% | 2 | |
| 2020-01-08 | 2020-01-09 | $32.81 | $32.09 | 4.72% | 2 | |
| 2020-01-06 | 2020-01-07 | $30.10 | $31.27 | 1.72% | 2 | |
| 2019-12-31 | 2020-01-02 | $27.89 | $28.68 | 0.67% | 2 | |
| 2019-12-24 | 2019-12-26 | $28.35 | $28.73 | 1.24% | 2 | |
| 2019-12-20 | 2019-12-23 | $27.04 | $27.95 | 0.18% | 2 | |
| 2019-12-17 | 2019-12-19 | $25.27 | $26.94 | 2.85% | 3 | |
| 2019-10-15 | 2019-10-25 | $17.19 | $21.88 | 16.39% | 9 | |
| 2019-09-26 | 2019-09-27 | $16.17 | $16.14 | 5.85% | 2 | |
| 2019-07-25 | 2019-07-26 | $15.25 | $15.20 | -13.80% | 2 | |
| 2018-12-06 | 2018-12-07 | $24.20 | $23.86 | 0.73% | 2 | |
| 2017-09-19 | 2017-09-25 | $25.01 | $23.00 | -8.99% | 5 | |
| 2017-06-13 | 2017-06-14 | $25.06 | $25.38 | 4.51% | 2 | |
| 2017-06-07 | 2017-06-12 | $23.98 | $23.93 | 1.07% | 4 | |
| 2017-05-02 | 2017-05-04 | $21.26 | $19.70 | -3.85% | 3 | |
| 2017-02-22 | 2017-02-24 | $18.23 | $17.13 | -7.90% | 3 | |
| 2017-02-17 | 2017-02-21 | $18.15 | $18.49 | 1.02% | 2 | |
| 2017-02-14 | 2017-02-15 | $18.73 | $18.65 | -0.06% | 2 | |
| 2017-02-10 | 2017-02-13 | $17.95 | $18.71 | -0.19% | 2 | |
| 2017-01-24 | 2017-01-25 | $16.97 | $16.96 | 2.08% | 2 | |
| 2017-01-17 | 2017-01-20 | $15.71 | $16.32 | 2.32% | 4 | |
| 2017-01-06 | 2017-01-10 | $15.27 | $15.32 | 1.79% | 3 | |
| 2016-12-28 | 2017-01-05 | $14.65 | $15.12 | 3.19% | 6 | |
| 2016-04-12 | 2016-05-05 | $16.52 | $14.10 | -11.13% | 18 | |
| 2016-04-07 | 2016-04-08 | $17.15 | $16.67 | -3.29% | 2 | |
| 2016-04-05 | 2016-04-06 | $17.03 | $17.69 | 3.23% | 2 | |
| 2016-04-01 | 2016-04-04 | $15.84 | $16.47 | 3.20% | 2 | |
| 2015-08-06 | 2015-08-07 | $16.41 | $16.17 | -9.08% | 2 | |
| 2015-07-21 | 2015-07-22 | $17.78 | $17.86 | -5.68% | 2 | |
| 2015-07-06 | 2015-07-08 | $18.65 | $17.00 | -4.53% | 3 | |
| 2015-06-24 | 2015-06-29 | $17.68 | $17.47 | -0.42% | 4 | |
| 2015-06-18 | 2015-06-22 | $17.46 | $17.32 | 0.61% | 3 | |
| 2015-06-09 | 2015-06-11 | $17.07 | $16.76 | -2.38% | 3 | |
| 2015-05-13 | 2015-05-18 | $16.21 | $16.58 | 1.47% | 4 | |
| 2015-05-06 | 2015-05-08 | $15.36 | $15.77 | 1.45% | 3 | |
| 2015-04-28 | 2015-04-29 | $15.37 | $15.50 | -0.66% | 2 | |
| 2014-09-08 | 2014-09-16 | $18.81 | $17.38 | -8.66% | 7 | |
| 2014-09-04 | 2014-09-05 | $19.07 | $18.49 | 1.52% | 2 | |
| 2014-09-02 | 2014-09-03 | $18.94 | $18.75 | 5.14% | 2 | |
| 2014-08-07 | 2014-08-15 | $16.83 | $17.47 | 4.79% | 7 | |
| 2014-06-19 | 2014-07-09 | $15.19 | $14.87 | -3.74% | 14 | |
| 2014-06-17 | 2014-06-18 | $15.44 | $15.14 | 2.94% | 2 | |
| 2014-02-21 | 2014-02-25 | $13.97 | $16.53 | 3.45% | 3 | |
| 2014-02-19 | 2014-02-20 | $12.91 | $14.00 | -5.13% | 2 | |
| 2013-10-07 | 2013-10-09 | $12.20 | $11.25 | -3.65% | 3 | |
| 2013-10-03 | 2013-10-04 | $11.55 | $12.07 | -4.42% | 2 | |
| 2013-09-23 | 2013-09-26 | $12.07 | $12.58 | 0.81% | 4 | |
| 2013-09-10 | 2013-09-20 | $11.09 | $12.23 | 10.50% | 9 | |
| 2013-02-19 | 2013-02-22 | $2.62 | $2.41 | -5.26% | 4 | |
| 2013-02-12 | 2013-02-13 | $2.53 | $2.56 | -1.58% | 2 | |
| 2013-01-24 | 2013-02-07 | $2.47 | $2.63 | 8.59% | 11 | |
| 2012-12-19 | 2013-01-03 | $2.31 | $2.32 | 2.02% | 10 | |
| 2012-12-14 | 2012-12-17 | $2.25 | $2.29 | 0.39% | 2 | |
| 2012-12-12 | 2012-12-13 | $2.35 | $2.24 | -0.26% | 2 | |
| 2012-12-03 | 2012-12-04 | $2.31 | $2.26 | 2.16% | 2 | |
| 2012-11-20 | 2012-11-29 | $2.20 | $2.25 | 0.74% | 7 | |
| 2012-07-17 | 2012-07-18 | $2.22 | $2.14 | -7.45% | 2 | |
| 2012-04-05 | 2012-04-09 | $2.30 | $2.21 | -1.68% | 2 | |
| 2012-03-27 | 2012-03-28 | $2.53 | $2.52 | 1.24% | 2 | |
| 2012-03-12 | 2012-03-13 | $2.40 | $2.41 | 3.45% | 2 | |
| 2012-02-23 | 2012-02-24 | $2.30 | $2.25 | 0.71% | 2 | |
| 2012-02-17 | 2012-02-21 | $2.33 | $2.30 | 2.11% | 2 | |
| 2012-02-15 | 2012-02-16 | $2.24 | $2.28 | 1.10% | 2 |