Strategy Zoo / S0735
LongTermTrend_V0735
ARCHIVEDhybridcrossoverlogic of LongTermTrend_V0605 with risk overlay of PriceMomentum_V0690
Fitness
0.6930
Generation
34
Complexity
12
Created
2026-09-25
Lineage
Parents (2)
entry from LongTermTrend_V0323, exit from PriceMomentum_V0557
entry = PriceMomentum_V0671 OR PriceMomentum_V0640
Children (3)
Strategy Logic (pseudocode)
# LongTermTrend_V0735 [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):
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 | 15.2% | 113.9% | 12.0% | 30.0% |
| Total Return | 208.9% | 879.2% | 52.3% | 4642.2% |
| Sharpe | 0.62 | 2.06 | 0.52 | 0.96 |
| Sortino | 0.67 | 2.69 | 0.51 | 1.07 |
| Calmar | 0.28 | 3.76 | 0.31 | 0.55 |
| Volatility | 30.2% | 41.1% | 31.0% | 33.0% |
| Max DD | -54.5% | -30.3% | -39.3% | -54.5% |
| Win Rate | 45.0% | 55.6% | 36.4% | 45.0% |
| Avg Win | 27.0% | 69.6% | 25.6% | 43.7% |
| Avg Loss | -10.3% | -5.3% | -7.1% | -8.4% |
| Payoff | 2.61 | 10.00 | 3.59 | 5.21 |
| Expectancy | 6.4% | 36.3% | 4.8% | 15.1% |
| Profit Factor | 2.13 | 10.00 | 2.05 | 4.26 |
| Trades | 20 | 9 | 11 | 40 |
| Avg Holding Days | 57.1 | 54.1 | 40.7 | 53.9 |
| Turnover | 8.7 | 7.6 | 6.8 | 7.9 |
| Exposure | 49.0% | 52.1% | 42.1% | 47.9% |
Growth of $100
LongTermTrend_V0735 vs TSLA Buy & Hold
LongTermTrend_V0735 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 | -24.3% | -1.14 | -36.1% | 4 |
| 2017 | 12.2% | 0.53 | -31.6% | 2 |
| 2018 | -4.3% | -0.03 | -19.2% | 3 |
| 2019 | 36.5% | 1.20 | -22.9% | 1 |
| 2020 | 533.1% | 3.93 | -15.9% | 2 |
| 2021 | 51.8% | 1.24 | -25.3% | 3 |
| 2022 | -2.3% | 0.07 | -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 | 271 | 0.6% | 0.04 | 19% |
| hidden test | EXPENSIVE | 83 | 78.3% | 1.90 | 65% |
| hidden test | EXTREME | 48 | 103.9% | 2.75 | 41% |
| hidden test | HIGH VOLATILITY | 254 | -8.8% | -0.33 | 20% |
| hidden test | LOW VOLATILITY | 431 | 56.7% | 1.91 | 53% |
| hidden test | MEDIUM VOLATILITY | 250 | -28.4% | -0.78 | 47% |
| hidden test | NORMAL | 804 | 4.5% | 0.15 | 40% |
| hidden test | SIDEWAYS | 293 | -0.5% | -0.02 | 48% |
| hidden test | UPTREND | 371 | 40.8% | 1.06 | 54% |
| train | DOWNTREND | 518 | -2.8% | -0.18 | 16% |
| train | EXPENSIVE | 311 | 68.2% | 1.78 | 64% |
| train | EXTREME | 100 | 211.4% | 5.29 | 59% |
| train | HIGH VOLATILITY | 699 | 27.9% | 0.87 | 24% |
| train | LOW VOLATILITY | 745 | 29.1% | 1.11 | 66% |
| train | MEDIUM VOLATILITY | 568 | -6.4% | -0.20 | 58% |
| train | NORMAL | 1,601 | -3.0% | -0.11 | 45% |
| train | SIDEWAYS | 592 | -11.2% | -0.38 | 44% |
| train | UPTREND | 902 | 50.6% | 1.39 | 71% |
| 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 | 75.1% | 2.03 | 24% |
| validation | LOW VOLATILITY | 183 | 51.6% | 1.71 | 77% |
| validation | MEDIUM VOLATILITY | 315 | 111.3% | 2.27 | 61% |
| validation | NORMAL | 474 | 21.7% | 0.66 | 44% |
| validation | SIDEWAYS | 206 | 13.4% | 0.39 | 49% |
| validation | UPTREND | 425 | 131.6% | 2.74 | 66% |
Trades (full period)
41 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 4.65% | 23 | 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 | |
| 2025-08-11 | 2025-11-21 | $339.03 | $391.09 | 19.66% | 74 | |
| 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 | |
| 2024-11-07 | 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 | |
| 2023-11-17 | 2024-01-17 | $234.30 | $215.55 | -6.04% | 40 | |
| 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 | |
| 2022-03-22 | 2022-04-27 | $331.33 | $293.84 | -5.04% | 26 | |
| 2022-01-04 | 2022-01-25 | $383.20 | $306.13 | -8.75% | 15 | |
| 2021-06-14 | 2021-12-03 | $205.90 | $338.32 | 65.06% | 122 | |
| 2021-04-05 | 2021-05-11 | $230.35 | $205.73 | -5.87% | 27 | |
| 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 | |
| 2018-10-29 | 2019-01-03 | $22.32 | $20.02 | -4.27% | 45 | |
| 2018-08-03 | 2018-08-31 | $23.21 | $20.11 | -5.43% | 21 | |
| 2018-04-27 | 2018-07-16 | $19.61 | $20.67 | 7.18% | 55 | |
| 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 | |
| 2016-12-21 | 2017-07-07 | $13.85 | $20.88 | 41.92% | 136 | |
| 2016-07-22 | 2016-09-02 | $14.82 | $13.19 | -9.13% | 31 | |
| 2016-06-08 | 2016-06-24 | $15.70 | $12.88 | -15.57% | 13 | |
| 2016-03-04 | 2016-05-05 | $13.40 | $14.10 | 5.43% | 44 | |
| 2015-12-01 | 2016-01-19 | $15.81 | $13.65 | -11.69% | 33 | |
| 2015-09-22 | 2015-10-12 | $17.40 | $14.37 | -16.64% | 15 | |
| 2015-04-13 | 2015-08-12 | $13.99 | $15.88 | 13.56% | 86 | |
| 2014-11-11 | 2014-12-09 | $16.74 | $14.46 | -11.57% | 20 | |
| 2014-05-28 | 2014-10-01 | $14.02 | $16.02 | 14.48% | 89 | |
| 2013-12-13 | 2014-03-26 | $9.84 | $14.20 | 36.07% | 70 | |
| 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 | |
| 2012-06-19 | 2012-07-27 | $2.14 | $1.97 | -8.37% | 28 | |
| 2012-02-02 | 2012-04-25 | $2.02 | $2.19 | 0.43% | 58 |