Strategy Zoo / S1593
LongTermTrend_V1593
ARCHIVEDhybridparameterchanged ret_20d threshold 0.1 -> 0.2106
Fitness
0.7045
Generation
73
Complexity
11
Created
2026-10-14
Lineage
Parents (1)
entry from LongTermTrend_V0909, exit from PriceMomentum_V0690
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V1593 [hybrid]
if flat and ((((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.2106) and ret_1d > -0.0578 and cumret_252d > -0.4102) and ret_20d > 0.05):
position = 1.0
if long and ret_20d < -0.0017:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 26.0% | 122.4% | 11.4% | 37.3% |
| Total Return | 532.6% | 999.6% | 50.2% | 10656.1% |
| Sharpe | 0.91 | 1.86 | 0.50 | 1.07 |
| Sortino | 0.90 | 1.97 | 0.42 | 1.02 |
| Calmar | 0.55 | 3.63 | 0.31 | 0.80 |
| Volatility | 30.4% | 49.5% | 31.2% | 35.4% |
| Max DD | -46.9% | -33.7% | -37.0% | -46.9% |
| Win Rate | 47.1% | 66.7% | 41.2% | 50.0% |
| Avg Win | 22.5% | 37.4% | 17.6% | 28.2% |
| Avg Loss | -6.0% | -7.3% | -6.5% | -6.4% |
| Payoff | 3.72 | 5.16 | 2.71 | 4.44 |
| Expectancy | 7.4% | 22.5% | 3.4% | 10.9% |
| Profit Factor | 3.31 | 10.00 | 1.90 | 4.44 |
| Trades | 34 | 15 | 17 | 66 |
| Avg Holding Days | 22.6 | 27.3 | 19.0 | 23.5 |
| Turnover | 8.6 | 10.0 | 9.0 | 9.0 |
| Exposure | 38.9% | 52.1% | 32.3% | 39.9% |
Growth of $100
LongTermTrend_V1593 vs TSLA Buy & Hold
LongTermTrend_V1593 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 | 14.3% | 1.01 | -11.5% | 1 |
| 2017 | 3.6% | 0.27 | -27.4% | 7 |
| 2018 | -24.5% | -1.24 | -27.9% | 6 |
| 2019 | 43.3% | 1.61 | -13.9% | 1 |
| 2020 | 577.3% | 3.01 | -33.7% | 6 |
| 2021 | 83.2% | 1.83 | -17.6% | 5 |
| 2022 | -15.1% | -0.53 | -21.6% | 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 | 279 | 8.6% | 0.70 | 6% |
| hidden test | EXPENSIVE | 83 | 62.6% | 1.38 | 67% |
| hidden test | EXTREME | 48 | 183.9% | 3.27 | 67% |
| hidden test | HIGH VOLATILITY | 254 | 34.7% | 0.84 | 33% |
| hidden test | LOW VOLATILITY | 443 | 45.1% | 2.00 | 31% |
| hidden test | MEDIUM VOLATILITY | 251 | -55.3% | -1.71 | 33% |
| hidden test | NORMAL | 817 | 1.1% | 0.04 | 27% |
| hidden test | SIDEWAYS | 298 | -5.9% | -0.20 | 38% |
| hidden test | UPTREND | 371 | 38.4% | 0.94 | 48% |
| train | DOWNTREND | 518 | 0.7% | 0.07 | 5% |
| train | EXPENSIVE | 311 | 52.1% | 1.33 | 71% |
| train | EXTREME | 100 | 403.3% | 5.47 | 97% |
| train | HIGH VOLATILITY | 699 | 53.2% | 1.35 | 36% |
| train | LOW VOLATILITY | 745 | 31.5% | 1.40 | 47% |
| train | MEDIUM VOLATILITY | 568 | -8.9% | -0.33 | 33% |
| train | NORMAL | 1,601 | -0.6% | -0.03 | 29% |
| train | SIDEWAYS | 592 | -1.1% | -0.05 | 31% |
| train | UPTREND | 902 | 62.0% | 1.52 | 63% |
| validation | DOWNTREND | 125 | 11.5% | 1.42 | 1% |
| validation | EXPENSIVE | 138 | 77.3% | 1.44 | 58% |
| validation | EXTREME | 144 | 347.4% | 4.17 | 93% |
| validation | HIGH VOLATILITY | 258 | 101.2% | 1.50 | 49% |
| validation | LOW VOLATILITY | 183 | 56.6% | 2.30 | 58% |
| validation | MEDIUM VOLATILITY | 315 | 105.6% | 2.47 | 51% |
| validation | NORMAL | 474 | 19.1% | 0.64 | 38% |
| validation | SIDEWAYS | 206 | 8.5% | 0.27 | 41% |
| validation | UPTREND | 425 | 156.6% | 2.53 | 73% |
Trades (full period)
66 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-05-08 | 2026-06-08 | $428.35 | $408.95 | -5.23% | 21 | |
| 2026-04-20 | 2026-04-24 | $392.50 | $376.30 | -6.90% | 5 | |
| 2025-12-15 | 2026-01-05 | $475.31 | $451.67 | -4.74% | 14 | |
| 2025-11-03 | 2025-11-13 | $468.37 | $401.99 | -5.87% | 9 | |
| 2025-10-24 | 2025-10-27 | $433.72 | $452.42 | -3.60% | 2 | |
| 2025-08-25 | 2025-10-23 | $346.60 | $448.98 | 28.85% | 43 | |
| 2025-08-11 | 2025-08-20 | $339.03 | $323.90 | -0.30% | 8 | |
| 2025-05-08 | 2025-06-12 | $284.82 | $319.11 | 17.94% | 25 | |
| 2025-04-30 | 2025-05-02 | $282.16 | $287.21 | -4.14% | 3 | |
| 2024-11-07 | 2025-01-13 | $296.91 | $403.31 | 36.54% | 44 | |
| 2024-09-26 | 2024-10-14 | $254.22 | $219.16 | -15.43% | 13 | |
| 2024-07-03 | 2024-08-02 | $246.39 | $207.67 | -6.41% | 22 | |
| 2024-05-21 | 2024-05-29 | $186.60 | $176.19 | 0.83% | 6 | |
| 2023-11-17 | 2024-01-05 | $234.30 | $237.49 | 1.65% | 33 | |
| 2023-09-12 | 2023-09-28 | $267.48 | $246.38 | -12.27% | 13 | |
| 2023-05-31 | 2023-07-24 | $203.93 | $269.06 | 29.00% | 37 | |
| 2023-02-01 | 2023-03-08 | $181.41 | $182.00 | 8.15% | 25 | |
| 2022-07-29 | 2022-08-29 | $297.15 | $284.82 | 2.36% | 22 | |
| 2022-03-22 | 2022-04-21 | $331.33 | $336.26 | 5.88% | 22 | |
| 2022-01-12 | 2022-01-24 | $368.74 | $310.00 | -11.49% | 8 | |
| 2022-01-04 | 2022-01-07 | $383.20 | $342.32 | -11.44% | 4 | |
| 2021-08-04 | 2021-12-01 | $236.97 | $365.00 | 60.97% | 84 | |
| 2021-06-14 | 2021-07-23 | $205.90 | $214.46 | 6.24% | 29 | |
| 2021-04-14 | 2021-05-04 | $244.08 | $224.53 | -10.34% | 15 | |
| 2021-04-05 | 2021-04-08 | $230.35 | $227.93 | 1.19% | 4 | |
| 2020-11-19 | 2021-02-09 | $166.42 | $283.15 | 77.07% | 55 | |
| 2020-10-22 | 2020-10-27 | $141.93 | $141.56 | -0.76% | 4 | |
| 2020-10-16 | 2020-10-19 | $146.56 | $143.61 | -2.25% | 2 | |
| 2020-10-07 | 2020-10-14 | $141.77 | $153.77 | 7.68% | 6 | |
| 2020-08-14 | 2020-09-24 | $110.05 | $129.26 | 17.09% | 29 | |
| 2020-04-14 | 2020-08-10 | $47.33 | $94.57 | 122.74% | 83 | |
| 2019-10-25 | 2020-03-04 | $21.88 | $49.97 | 148.29% | 89 | |
| 2019-07-02 | 2019-08-02 | $14.97 | $15.62 | 2.73% | 23 | |
| 2018-10-29 | 2018-12-19 | $22.32 | $22.20 | 1.65% | 36 | |
| 2018-08-27 | 2018-08-31 | $21.28 | $20.11 | -6.28% | 5 | |
| 2018-06-14 | 2018-07-06 | $23.85 | $20.59 | -10.51% | 16 | |
| 2018-03-13 | 2018-03-19 | $22.79 | $20.90 | -7.18% | 5 | |
| 2018-01-22 | 2018-02-07 | $23.44 | $23.00 | -4.78% | 13 | |
| 2018-01-09 | 2018-01-12 | $22.25 | $22.41 | 0.26% | 4 | |
| 2017-12-12 | 2017-12-28 | $22.74 | $21.02 | -5.44% | 12 | |
| 2017-09-18 | 2017-09-25 | $25.67 | $23.00 | -7.75% | 6 | |
| 2017-08-25 | 2017-09-05 | $23.20 | $23.31 | 0.50% | 7 | |
| 2017-08-04 | 2017-08-22 | $23.79 | $22.76 | -2.85% | 13 | |
| 2017-06-01 | 2017-07-06 | $22.69 | $20.59 | -4.27% | 25 | |
| 2017-03-28 | 2017-05-24 | $18.50 | $20.68 | 12.23% | 41 | |
| 2016-12-28 | 2017-02-28 | $14.65 | $16.67 | 11.94% | 42 | |
| 2016-03-08 | 2016-05-03 | $13.51 | $15.49 | 17.55% | 40 | |
| 2015-12-02 | 2015-12-07 | $15.47 | $15.41 | -3.07% | 4 | |
| 2015-09-22 | 2015-09-30 | $17.40 | $16.56 | -6.83% | 7 | |
| 2015-08-06 | 2015-08-07 | $16.41 | $16.17 | -9.08% | 2 | |
| 2015-07-21 | 2015-07-27 | $17.78 | $16.87 | -6.16% | 5 | |
| 2015-04-28 | 2015-07-09 | $15.37 | $17.19 | 9.89% | 51 | |
| 2014-11-11 | 2014-12-02 | $16.74 | $15.43 | -4.44% | 15 | |
| 2014-08-05 | 2014-09-16 | $15.90 | $17.38 | 6.22% | 30 | |
| 2014-06-09 | 2014-07-16 | $13.69 | $14.48 | 5.27% | 27 | |
| 2014-05-28 | 2014-06-03 | $14.02 | $13.66 | -3.44% | 5 | |
| 2014-01-15 | 2014-03-26 | $10.94 | $14.20 | 36.42% | 49 | |
| 2013-12-13 | 2014-01-14 | $9.84 | $10.75 | -5.70% | 21 | |
| 2013-07-01 | 2013-10-22 | $7.81 | $11.44 | 60.46% | 80 | |
| 2013-03-26 | 2013-06-26 | $2.52 | $7.05 | 172.31% | 65 | |
| 2013-02-04 | 2013-02-22 | $2.52 | $2.41 | -8.38% | 14 | |
| 2012-11-06 | 2012-12-31 | $2.08 | $2.26 | 5.25% | 38 | |
| 2012-06-28 | 2012-07-20 | $2.09 | $2.12 | 0.77% | 16 | |
| 2012-06-19 | 2012-06-27 | $2.14 | $2.13 | -0.92% | 7 | |
| 2012-03-27 | 2012-04-10 | $2.53 | $2.16 | -11.54% | 10 | |
| 2012-02-02 | 2012-03-23 | $2.02 | $2.27 | 16.06% | 36 |