Strategy Zoo / S0801
LongTermTrend_V0801
ARCHIVEDhybridcrossoverentry = LongTermTrend_V0735 AND PriceMomentum_V0710
Fitness
0.6143
Generation
37
Complexity
26
Created
2026-09-26
Lineage
Parents (2)
added entry filter: vol_chg < 1.2007
logic of LongTermTrend_V0605 with risk overlay of PriceMomentum_V0690
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V0801 [hybrid]
if flat and (((((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.1) and ret_20d > 0.05 and cumret_252d > -0.1997) and ret_20d > 0.05) and (ret_20d > 0.1146 and ((((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.05) and ret_20d > 0.05 and cumret_252d > -0.1997) and ret_20d > 0.05) and vol_chg < 1.2007)):
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 | 13.5% | 100.0% | 11.7% | 27.2% |
| Total Return | 175.8% | 699.7% | 50.8% | 3322.9% |
| Sharpe | 0.59 | 1.91 | 0.52 | 0.91 |
| Sortino | 0.59 | 2.45 | 0.48 | 0.96 |
| Calmar | 0.26 | 2.82 | 0.31 | 0.52 |
| Volatility | 28.4% | 40.6% | 30.4% | 31.8% |
| Max DD | -52.2% | -35.4% | -37.6% | -52.2% |
| Win Rate | 44.4% | 55.6% | 45.5% | 47.4% |
| Avg Win | 26.1% | 66.2% | 20.3% | 40.9% |
| Avg Loss | -10.6% | -7.4% | -8.2% | -9.2% |
| Payoff | 2.48 | 8.91 | 2.47 | 4.43 |
| Expectancy | 5.8% | 33.5% | 4.7% | 14.5% |
| Profit Factor | 1.98 | 10.00 | 2.05 | 3.98 |
| Trades | 18 | 9 | 11 | 38 |
| Avg Holding Days | 54.9 | 52.4 | 36.8 | 51.1 |
| Turnover | 7.6 | 7.6 | 6.8 | 7.3 |
| Exposure | 42.8% | 50.2% | 38.3% | 43.2% |
Growth of $100
LongTermTrend_V0801 vs TSLA Buy & Hold
LongTermTrend_V0801 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 | -18.4% | -0.86 | -37.0% | 3 |
| 2017 | 18.7% | 0.73 | -27.7% | 2 |
| 2018 | -3.0% | -0.05 | -18.5% | 2 |
| 2019 | 36.5% | 1.20 | -22.9% | 1 |
| 2020 | 533.1% | 3.93 | -15.9% | 2 |
| 2021 | 33.8% | 0.94 | -29.3% | 3 |
| 2022 | -9.5% | -0.21 | -25.0% | 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 | 272 | 7.3% | 0.49 | 13% |
| hidden test | EXPENSIVE | 83 | 74.7% | 1.81 | 64% |
| hidden test | EXTREME | 48 | 103.9% | 2.75 | 41% |
| hidden test | HIGH VOLATILITY | 254 | -6.5% | -0.25 | 18% |
| hidden test | LOW VOLATILITY | 432 | 51.0% | 1.77 | 47% |
| hidden test | MEDIUM VOLATILITY | 250 | -22.7% | -0.63 | 44% |
| hidden test | NORMAL | 805 | 4.4% | 0.15 | 35% |
| hidden test | SIDEWAYS | 293 | -7.1% | -0.24 | 42% |
| hidden test | UPTREND | 371 | 40.0% | 1.03 | 54% |
| train | DOWNTREND | 518 | -3.2% | -0.23 | 10% |
| train | EXPENSIVE | 311 | 67.1% | 1.75 | 63% |
| train | EXTREME | 100 | 211.4% | 5.29 | 59% |
| train | HIGH VOLATILITY | 699 | 23.1% | 0.78 | 21% |
| train | LOW VOLATILITY | 745 | 23.5% | 0.92 | 60% |
| train | MEDIUM VOLATILITY | 568 | -0.1% | -0.00 | 48% |
| train | NORMAL | 1,601 | -5.2% | -0.21 | 38% |
| train | SIDEWAYS | 592 | -9.6% | -0.37 | 31% |
| train | UPTREND | 902 | 45.5% | 1.29 | 70% |
| validation | DOWNTREND | 125 | 41.5% | 2.08 | 9% |
| validation | EXPENSIVE | 138 | 98.5% | 1.95 | 77% |
| validation | EXTREME | 144 | 277.5% | 5.41 | 54% |
| validation | HIGH VOLATILITY | 258 | 73.3% | 1.99 | 24% |
| validation | LOW VOLATILITY | 183 | 36.2% | 1.26 | 69% |
| validation | MEDIUM VOLATILITY | 315 | 105.0% | 2.16 | 61% |
| validation | NORMAL | 474 | 10.6% | 0.33 | 41% |
| validation | SIDEWAYS | 206 | -12.2% | -0.38 | 42% |
| validation | UPTREND | 425 | 131.6% | 2.74 | 66% |
Trades (full period)
39 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 4.05% | 24 | OPEN |
| 2026-05-06 | 2026-06-10 | $398.73 | $381.59 | 1.68% | 25 | |
| 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 | |
| 2025-04-16 | 2025-04-23 | $241.55 | $250.74 | -2.64% | 5 | |
| 2024-11-08 | 2025-01-17 | $321.22 | $426.50 | 18.66% | 47 | |
| 2024-09-06 | 2024-10-22 | $210.73 | $217.97 | -8.88% | 33 | |
| 2024-05-15 | 2024-08-02 | $173.99 | $207.67 | 30.78% | 55 | |
| 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 | |
| 2023-05-24 | 2023-08-03 | $182.90 | $259.32 | 36.51% | 49 | |
| 2022-07-19 | 2022-09-01 | $245.53 | $277.16 | 14.35% | 33 | |
| 2022-06-24 | 2022-07-05 | $245.71 | $233.07 | -1.39% | 7 | |
| 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 | |
| 2021-07-01 | 2021-12-03 | $225.97 | $338.32 | 48.10% | 109 | |
| 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 | |
| 2019-09-13 | 2020-03-05 | $16.35 | $48.30 | 155.38% | 120 | |
| 2019-07-16 | 2019-08-15 | $16.83 | $14.38 | -11.31% | 23 | |
| 2018-11-01 | 2019-01-03 | $22.95 | $20.02 | -5.03% | 42 | |
| 2018-08-13 | 2018-08-31 | $23.76 | $20.11 | -6.25% | 15 | |
| 2018-05-01 | 2018-07-16 | $19.99 | $20.67 | 5.90% | 53 | |
| 2017-08-04 | 2017-11-03 | $23.79 | $20.41 | -13.15% | 65 | |
| 2016-12-21 | 2017-07-07 | $13.85 | $20.88 | 41.92% | 136 | |
| 2016-07-22 | 2016-09-02 | $14.82 | $13.19 | -9.13% | 31 | |
| 2016-06-09 | 2016-06-24 | $15.29 | $12.88 | -16.71% | 12 | |
| 2016-03-04 | 2016-05-05 | $13.40 | $14.10 | 5.43% | 44 | |
| 2015-09-22 | 2015-10-12 | $17.40 | $14.37 | -16.64% | 15 | |
| 2015-04-27 | 2015-08-12 | $15.44 | $15.88 | 9.65% | 76 | |
| 2014-11-17 | 2014-12-09 | $16.93 | $14.46 | -17.30% | 16 | |
| 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 | |
| 2013-04-05 | 2013-10-24 | $2.76 | $11.54 | 84.76% | 142 | |
| 2012-11-14 | 2013-03-20 | $2.09 | $2.40 | 10.88% | 86 | |
| 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 |