Fitness
0.6280
Generation
54
Complexity
11
Created
2026-10-06
Lineage
Parents (1)
swapped indicator ret_20d -> ret_1d
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V1182 [hybrid]
if flat and ((((close > sma_200 and sma_200_slope > 0.0) or ret_1d > 0.0198) and ret_1d > -0.0578 and cumret_252d > -0.4102) and ret_20d > 0.05):
position = 1.0
if long and ret_20d < -0.1003:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 19.9% | 133.7% | 10.8% | 34.9% |
| Total Return | 324.8% | 1175.6% | 46.6% | 8076.8% |
| Sharpe | 0.66 | 1.85 | 0.46 | 0.92 |
| Sortino | 0.83 | 2.20 | 0.51 | 1.10 |
| Calmar | 0.29 | 3.45 | 0.20 | 0.52 |
| Volatility | 38.2% | 53.6% | 38.5% | 41.9% |
| Max DD | -67.7% | -38.8% | -54.0% | -67.7% |
| Win Rate | 36.0% | 55.6% | 38.5% | 40.4% |
| Avg Win | 55.5% | 91.4% | 23.8% | 63.4% |
| Avg Loss | -11.5% | -9.3% | -8.0% | -10.2% |
| Payoff | 4.84 | 9.84 | 2.99 | 6.24 |
| Expectancy | 12.6% | 46.6% | 4.3% | 19.6% |
| Profit Factor | 2.72 | 10.00 | 1.87 | 4.23 |
| Trades | 25 | 9 | 13 | 47 |
| Avg Holding Days | 51.8 | 54.2 | 38.4 | 50.2 |
| Turnover | 6.4 | 6.0 | 7.2 | 6.5 |
| Exposure | 67.0% | 63.4% | 54.8% | 63.2% |
Growth of $100
LongTermTrend_V1182 vs TSLA Buy & Hold
LongTermTrend_V1182 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 | -22.4% | -0.79 | -46.9% | 4 |
| 2017 | 15.7% | 0.61 | -34.5% | 2 |
| 2018 | -9.5% | -0.07 | -33.7% | 3 |
| 2019 | 16.2% | 0.59 | -39.0% | 3 |
| 2020 | 842.7% | 3.35 | -33.7% | 2 |
| 2021 | 64.5% | 1.42 | -24.7% | 3 |
| 2022 | -21.3% | -0.59 | -30.5% | 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 | 278 | -16.3% | -0.60 | 37% |
| hidden test | EXPENSIVE | 83 | 87.2% | 1.84 | 75% |
| hidden test | EXTREME | 48 | 210.8% | 3.53 | 75% |
| hidden test | HIGH VOLATILITY | 254 | 16.1% | 0.33 | 53% |
| hidden test | LOW VOLATILITY | 438 | 48.8% | 1.57 | 58% |
| hidden test | MEDIUM VOLATILITY | 250 | -35.2% | -0.90 | 52% |
| hidden test | NORMAL | 811 | -0.9% | -0.02 | 52% |
| hidden test | SIDEWAYS | 293 | -1.6% | -0.05 | 57% |
| hidden test | UPTREND | 371 | 58.4% | 1.24 | 66% |
| train | DOWNTREND | 518 | -16.7% | -0.63 | 46% |
| train | EXPENSIVE | 311 | 87.1% | 2.02 | 82% |
| train | EXTREME | 100 | 416.1% | 5.63 | 100% |
| train | HIGH VOLATILITY | 699 | 62.9% | 1.31 | 55% |
| train | LOW VOLATILITY | 745 | 28.6% | 1.02 | 75% |
| train | MEDIUM VOLATILITY | 568 | -25.3% | -0.71 | 71% |
| train | NORMAL | 1,601 | -11.1% | -0.34 | 62% |
| train | SIDEWAYS | 592 | -19.8% | -0.59 | 57% |
| train | UPTREND | 902 | 79.0% | 1.73 | 86% |
| validation | DOWNTREND | 125 | 31.7% | 1.44 | 13% |
| validation | EXPENSIVE | 138 | 96.2% | 1.59 | 83% |
| validation | EXTREME | 144 | 378.9% | 4.47 | 95% |
| validation | HIGH VOLATILITY | 258 | 124.2% | 1.79 | 55% |
| validation | LOW VOLATILITY | 183 | 51.4% | 1.70 | 77% |
| validation | MEDIUM VOLATILITY | 315 | 106.7% | 2.16 | 62% |
| validation | NORMAL | 474 | 15.3% | 0.43 | 48% |
| validation | SIDEWAYS | 206 | 11.2% | 0.29 | 53% |
| validation | UPTREND | 425 | 161.9% | 2.49 | 83% |
Trades (full period)
48 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | — | $348.95 | — | 4.27% | 30 | 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 | |
| 2025-08-05 | 2025-11-21 | $308.72 | $391.09 | 27.54% | 78 | |
| 2025-04-30 | 2025-07-02 | $282.16 | $315.65 | 2.76% | 44 | |
| 2025-04-10 | 2025-04-23 | $252.40 | $250.74 | -12.76% | 9 | |
| 2024-11-07 | 2025-01-17 | $296.91 | $426.50 | 43.14% | 48 | |
| 2024-09-05 | 2024-10-22 | $230.17 | $217.97 | -0.45% | 34 | |
| 2024-04-30 | 2024-08-02 | $183.28 | $207.67 | 11.52% | 66 | |
| 2024-02-27 | 2024-03-15 | $199.73 | $163.57 | -18.67% | 14 | |
| 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 | |
| 2023-05-23 | 2023-08-03 | $185.77 | $259.32 | 34.27% | 50 | |
| 2023-02-01 | 2023-03-10 | $181.41 | $173.44 | -0.37% | 27 | |
| 2022-07-20 | 2022-09-01 | $247.50 | $277.16 | 12.03% | 32 | |
| 2022-06-22 | 2022-07-05 | $236.09 | $233.07 | -4.32% | 9 | |
| 2022-03-22 | 2022-04-27 | $331.33 | $293.84 | -5.04% | 26 | |
| 2022-01-04 | 2022-01-25 | $383.20 | $306.13 | -22.64% | 15 | |
| 2021-06-14 | 2021-12-03 | $205.90 | $338.32 | 77.48% | 122 | |
| 2021-04-05 | 2021-05-11 | $230.35 | $205.73 | -5.13% | 27 | |
| 2020-10-07 | 2021-02-23 | $141.77 | $232.95 | 72.25% | 95 | |
| 2020-04-14 | 2020-09-30 | $47.33 | $143.00 | 221.27% | 119 | |
| 2019-09-12 | 2020-03-05 | $16.39 | $48.30 | 202.71% | 121 | |
| 2019-06-18 | 2019-08-15 | $14.98 | $14.38 | -2.60% | 42 | |
| 2019-04-04 | 2019-04-29 | $17.85 | $16.10 | -19.59% | 17 | |
| 2019-02-28 | 2019-03-06 | $21.33 | $18.42 | -12.31% | 5 | |
| 2018-10-29 | 2019-01-03 | $22.32 | $20.02 | -6.47% | 45 | |
| 2018-08-03 | 2018-08-31 | $23.21 | $20.11 | -13.45% | 21 | |
| 2018-04-30 | 2018-07-16 | $19.59 | $20.67 | 8.21% | 54 | |
| 2017-12-12 | 2018-03-23 | $22.74 | $20.10 | -6.21% | 70 | |
| 2017-08-04 | 2017-11-03 | $23.79 | $20.41 | -13.95% | 65 | |
| 2016-10-04 | 2017-07-07 | $14.09 | $20.88 | 44.23% | 191 | |
| 2016-07-19 | 2016-09-02 | $15.02 | $13.19 | -11.44% | 34 | |
| 2016-06-08 | 2016-06-24 | $15.70 | $12.88 | -15.64% | 13 | |
| 2016-03-04 | 2016-05-05 | $13.40 | $14.10 | 13.48% | 44 | |
| 2015-11-19 | 2016-01-19 | $14.79 | $13.65 | -7.46% | 40 | |
| 2015-09-22 | 2015-10-12 | $17.40 | $14.37 | -16.64% | 15 | |
| 2015-04-09 | 2015-08-12 | $14.01 | $15.88 | 14.07% | 88 | |
| 2015-02-20 | 2015-03-09 | $14.47 | $12.73 | -8.60% | 12 | |
| 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 | 49.18% | 70 | |
| 2013-03-26 | 2013-10-24 | $2.52 | $11.54 | 337.44% | 149 | |
| 2012-11-06 | 2013-03-20 | $2.08 | $2.40 | 11.14% | 92 | |
| 2012-09-18 | 2012-10-16 | $2.09 | $1.87 | -16.18% | 21 | |
| 2012-08-24 | 2012-09-12 | $1.97 | $1.89 | -9.72% | 13 | |
| 2012-06-19 | 2012-07-27 | $2.14 | $1.97 | -11.83% | 28 | |
| 2012-02-02 | 2012-04-25 | $2.02 | $2.19 | 7.36% | 58 |