Strategy Zoo / S0348
LongTermTrend_V0348
ARCHIVEDhybridstructuralreplaced exit rule with: sma_50 < ema_20
Fitness
0.1908
Generation
16
Complexity
10
Created
2026-09-18
Lineage
Parents (1)
added entry filter: dist_sma_50 > -0.0774
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V0348 [hybrid]
if flat and (((close > sma_200 and sma_200_slope > -0.0024) or ret_20d > 0.085) and ret_20d > 0.05 and cumret_252d > -0.1997 and dist_sma_50 > -0.0774):
position = 1.0
if long and sma_50 < ema_20:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 1.8% | 10.7% | 16.4% | 7.3% |
| Total Return | 14.9% | 35.8% | 75.0% | 180.4% |
| Sharpe | 0.20 | 0.46 | 0.75 | 0.38 |
| Sortino | 0.21 | 0.48 | 0.67 | 0.38 |
| Calmar | 0.04 | 0.23 | 0.70 | 0.15 |
| Volatility | 28.1% | 39.9% | 23.8% | 30.0% |
| Max DD | -47.4% | -46.9% | -23.2% | -47.4% |
| Win Rate | 48.2% | 52.3% | 57.0% | 51.1% |
| Avg Win | 2.5% | 3.3% | 3.1% | 2.8% |
| Avg Loss | -2.1% | -3.0% | -2.9% | -2.5% |
| Payoff | 1.17 | 1.09 | 1.06 | 1.14 |
| Expectancy | 0.1% | 0.3% | 0.5% | 0.2% |
| Profit Factor | 1.09 | 1.20 | 1.41 | 1.19 |
| Trades | 357 | 176 | 128 | 662 |
| Avg Holding Days | 2.5 | 2.6 | 2.5 | 2.5 |
| Turnover | 89.4 | 117.3 | 69.3 | 90.2 |
| Exposure | 27.3% | 36.6% | 20.5% | 27.5% |
Growth of $100
LongTermTrend_V0348 vs TSLA Buy & Hold
LongTermTrend_V0348 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 | -4.9% | -0.18 | -24.2% | 29 |
| 2017 | -6.6% | -0.27 | -17.3% | 55 |
| 2018 | 8.4% | 0.40 | -28.2% | 34 |
| 2019 | -7.0% | -0.37 | -10.4% | 29 |
| 2020 | 97.3% | 1.58 | -33.0% | 91 |
| 2021 | -0.3% | 0.13 | -16.5% | 61 |
| 2022 | -31.1% | -0.86 | -36.4% | 23 |
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 | 267 | -5.7% | -0.31 | 18% |
| hidden test | EXPENSIVE | 83 | 56.0% | 1.80 | 31% |
| hidden test | EXTREME | 48 | 92.7% | 1.95 | 31% |
| hidden test | HIGH VOLATILITY | 254 | 19.8% | 0.67 | 20% |
| hidden test | LOW VOLATILITY | 429 | 24.9% | 1.28 | 21% |
| hidden test | MEDIUM VOLATILITY | 248 | 4.1% | 0.17 | 21% |
| hidden test | NORMAL | 800 | 9.5% | 0.46 | 19% |
| hidden test | SIDEWAYS | 293 | 10.3% | 0.65 | 17% |
| hidden test | UPTREND | 371 | 41.1% | 1.31 | 25% |
| train | DOWNTREND | 518 | 14.3% | 0.53 | 22% |
| train | EXPENSIVE | 311 | 3.7% | 0.13 | 38% |
| train | EXTREME | 100 | 187.3% | 3.15 | 47% |
| train | HIGH VOLATILITY | 699 | 34.3% | 0.87 | 32% |
| train | LOW VOLATILITY | 745 | 4.2% | 0.24 | 27% |
| train | MEDIUM VOLATILITY | 568 | -27.9% | -1.24 | 22% |
| train | NORMAL | 1,601 | -5.4% | -0.22 | 24% |
| train | SIDEWAYS | 592 | 0.7% | 0.03 | 26% |
| train | UPTREND | 902 | 3.8% | 0.12 | 31% |
| validation | DOWNTREND | 125 | -32.7% | -1.33 | 23% |
| validation | EXPENSIVE | 138 | 17.6% | 0.45 | 29% |
| validation | EXTREME | 144 | 123.6% | 2.10 | 49% |
| validation | HIGH VOLATILITY | 258 | -11.2% | -0.21 | 33% |
| validation | LOW VOLATILITY | 183 | 16.6% | 0.97 | 29% |
| validation | MEDIUM VOLATILITY | 315 | 43.3% | 1.21 | 44% |
| validation | NORMAL | 474 | -13.6% | -0.42 | 35% |
| validation | SIDEWAYS | 206 | -0.0% | -0.00 | 43% |
| validation | UPTREND | 425 | 42.1% | 0.95 | 38% |
Trades (full period)
latest 100 of 662
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-08-24 | 2026-09-14 | $348.95 | $358.97 | 0.51% | 15 | |
| 2026-06-03 | 2026-06-04 | $423.70 | $418.45 | -0.21% | 2 | |
| 2026-06-01 | 2026-06-02 | $415.88 | $423.74 | -4.76% | 2 | |
| 2026-05-28 | 2026-05-29 | $442.10 | $435.79 | 0.19% | 2 | |
| 2026-05-26 | 2026-05-27 | $433.59 | $440.36 | 1.58% | 2 | |
| 2026-05-21 | 2026-05-22 | $417.85 | $426.01 | -0.06% | 2 | |
| 2026-05-15 | 2026-05-18 | $422.24 | $409.99 | -4.95% | 2 | |
| 2026-05-13 | 2026-05-14 | $445.27 | $443.30 | 2.52% | 2 | |
| 2026-05-11 | 2026-05-12 | $445.00 | $433.45 | 3.68% | 2 | |
| 2026-04-20 | 2026-05-08 | $392.50 | $428.35 | 2.58% | 15 | |
| 2025-12-30 | 2025-12-31 | $454.43 | $449.72 | -1.33% | 2 | |
| 2025-12-26 | 2025-12-29 | $475.19 | $459.64 | -2.30% | 2 | |
| 2025-12-23 | 2025-12-24 | $485.56 | $485.40 | -0.85% | 2 | |
| 2025-12-19 | 2025-12-22 | $481.20 | $488.73 | -0.65% | 2 | |
| 2025-12-17 | 2025-12-18 | $467.26 | $483.37 | -4.81% | 2 | |
| 2025-12-15 | 2025-12-16 | $475.31 | $489.88 | 3.36% | 2 | |
| 2025-11-06 | 2025-11-07 | $445.91 | $429.52 | -3.69% | 2 | |
| 2025-11-03 | 2025-11-04 | $468.37 | $444.26 | 2.38% | 2 | |
| 2025-10-24 | 2025-10-27 | $433.72 | $452.42 | -3.60% | 2 | |
| 2025-10-14 | 2025-10-15 | $429.24 | $435.15 | -1.73% | 2 | |
| 2025-10-10 | 2025-10-13 | $413.49 | $435.90 | -5.26% | 2 | |
| 2025-10-08 | 2025-10-09 | $438.69 | $435.54 | 1.09% | 2 | |
| 2025-10-06 | 2025-10-07 | $453.25 | $433.09 | 5.24% | 2 | |
| 2025-10-02 | 2025-10-03 | $436.00 | $429.83 | -5.30% | 2 | |
| 2025-09-30 | 2025-10-01 | $444.72 | $459.46 | 0.14% | 2 | |
| 2025-09-26 | 2025-09-29 | $440.40 | $443.21 | 3.81% | 2 | |
| 2025-09-24 | 2025-09-25 | $442.79 | $423.39 | 3.77% | 2 | |
| 2025-09-22 | 2025-09-23 | $434.21 | $425.85 | 1.71% | 2 | |
| 2025-09-18 | 2025-09-19 | $416.85 | $426.07 | -2.31% | 2 | |
| 2025-09-16 | 2025-09-17 | $421.62 | $425.86 | 2.62% | 2 | |
| 2025-09-12 | 2025-09-15 | $395.94 | $410.04 | 7.15% | 2 | |
| 2025-09-08 | 2025-09-09 | $346.40 | $346.97 | -1.46% | 2 | |
| 2025-09-04 | 2025-09-05 | $338.53 | $350.84 | 1.13% | 2 | |
| 2025-08-29 | 2025-09-02 | $333.87 | $329.36 | -3.70% | 2 | |
| 2025-08-27 | 2025-08-28 | $349.60 | $345.98 | -0.79% | 2 | |
| 2025-08-25 | 2025-08-26 | $346.60 | $351.67 | 1.74% | 2 | |
| 2025-08-15 | 2025-08-18 | $330.56 | $335.16 | -1.69% | 2 | |
| 2025-08-13 | 2025-08-14 | $339.38 | $335.58 | -0.63% | 2 | |
| 2025-08-11 | 2025-08-12 | $339.03 | $340.84 | 2.64% | 2 | |
| 2025-06-04 | 2025-06-05 | $332.05 | $284.70 | -3.75% | 2 | |
| 2025-06-02 | 2025-06-03 | $342.69 | $344.27 | -1.29% | 2 | |
| 2025-05-29 | 2025-05-30 | $358.43 | $346.46 | 0.23% | 2 | |
| 2025-05-27 | 2025-05-28 | $362.89 | $356.90 | 6.73% | 2 | |
| 2025-05-22 | 2025-05-23 | $341.04 | $339.34 | 1.72% | 2 | |
| 2025-05-20 | 2025-05-21 | $343.82 | $334.62 | 0.31% | 2 | |
| 2025-05-16 | 2025-05-19 | $349.98 | $342.09 | 1.89% | 2 | |
| 2025-05-14 | 2025-05-15 | $347.68 | $342.82 | 3.87% | 2 | |
| 2025-05-12 | 2025-05-13 | $318.38 | $334.07 | 6.54% | 2 | |
| 2025-05-08 | 2025-05-09 | $284.82 | $298.26 | 2.91% | 2 | |
| 2025-05-06 | 2025-05-07 | $275.35 | $276.22 | -1.95% | 2 | |
| 2025-04-30 | 2025-05-05 | $282.16 | $280.26 | -1.85% | 4 | |
| 2025-01-07 | 2025-01-08 | $394.36 | $394.94 | -4.26% | 2 | |
| 2025-01-03 | 2025-01-06 | $410.44 | $411.05 | 8.01% | 2 | |
| 2024-12-31 | 2025-01-02 | $403.84 | $379.28 | -3.45% | 2 | |
| 2024-12-27 | 2024-12-30 | $431.66 | $417.41 | -5.14% | 2 | |
| 2024-12-24 | 2024-12-26 | $462.28 | $454.13 | 7.15% | 2 | |
| 2024-12-20 | 2024-12-23 | $421.06 | $430.60 | -3.66% | 2 | |
| 2024-12-18 | 2024-12-19 | $440.13 | $436.17 | -8.47% | 2 | |
| 2024-12-16 | 2024-12-17 | $463.02 | $479.86 | 5.94% | 2 | |
| 2024-12-12 | 2024-12-13 | $418.10 | $436.23 | -1.77% | 2 | |
| 2024-12-10 | 2024-12-11 | $400.99 | $424.77 | 2.67% | 2 | |
| 2024-12-06 | 2024-12-09 | $389.22 | $389.79 | 5.13% | 2 | |
| 2024-12-04 | 2024-12-05 | $357.93 | $369.49 | 1.65% | 2 | |
| 2024-12-02 | 2024-12-03 | $357.09 | $351.42 | 3.25% | 2 | |
| 2024-11-27 | 2024-11-29 | $332.89 | $345.16 | -1.78% | 2 | |
| 2024-11-25 | 2024-11-26 | $338.59 | $338.23 | -4.16% | 2 | |
| 2024-11-21 | 2024-11-22 | $339.64 | $352.56 | -0.90% | 2 | |
| 2024-11-19 | 2024-11-20 | $346.00 | $342.03 | 1.94% | 2 | |
| 2024-11-15 | 2024-11-18 | $320.72 | $338.74 | 2.86% | 2 | |
| 2024-11-13 | 2024-11-14 | $330.24 | $311.18 | 0.33% | 2 | |
| 2024-11-11 | 2024-11-12 | $350.00 | $328.49 | 8.75% | 2 | |
| 2024-11-07 | 2024-11-08 | $296.91 | $321.22 | 2.70% | 2 | |
| 2024-10-09 | 2024-10-10 | $241.05 | $238.77 | -1.61% | 2 | |
| 2024-10-07 | 2024-10-08 | $240.83 | $244.50 | -3.90% | 2 | |
| 2024-10-03 | 2024-10-04 | $240.66 | $250.08 | -3.55% | 2 | |
| 2024-10-01 | 2024-10-02 | $258.02 | $249.02 | -1.58% | 2 | |
| 2024-09-27 | 2024-09-30 | $260.46 | $261.63 | 2.25% | 2 | |
| 2024-09-25 | 2024-09-26 | $257.02 | $254.22 | 0.88% | 2 | |
| 2024-09-23 | 2024-09-24 | $250.00 | $254.27 | 4.73% | 2 | |
| 2024-09-04 | 2024-09-20 | $219.41 | $238.25 | 15.59% | 13 | |
| 2024-07-31 | 2024-08-01 | $232.07 | $216.86 | 4.04% | 2 | |
| 2024-07-29 | 2024-07-30 | $232.10 | $222.62 | 5.39% | 2 | |
| 2024-07-25 | 2024-07-26 | $220.25 | $219.80 | 1.77% | 2 | |
| 2024-07-23 | 2024-07-24 | $246.38 | $215.99 | -2.24% | 2 | |
| 2024-07-19 | 2024-07-22 | $239.20 | $251.51 | -4.22% | 2 | |
| 2024-07-17 | 2024-07-18 | $248.50 | $249.23 | -3.34% | 2 | |
| 2024-07-15 | 2024-07-16 | $252.64 | $256.56 | 1.57% | 2 | |
| 2024-07-11 | 2024-07-12 | $241.03 | $248.23 | -8.64% | 2 | |
| 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 | |
| 2024-06-27 | 2024-06-28 | $197.42 | $197.88 | 0.33% | 2 | |
| 2024-05-23 | 2024-05-24 | $173.74 | $179.24 | -3.73% | 2 | |
| 2024-05-21 | 2024-05-22 | $186.60 | $180.11 | 6.45% | 2 | |
| 2024-05-17 | 2024-05-20 | $177.46 | $174.95 | 1.30% | 2 | |
| 2024-05-15 | 2024-05-16 | $173.99 | $174.84 | -2.20% | 2 | |
| 2024-04-30 | 2024-05-10 | $183.28 | $168.47 | -11.56% | 9 | |
| 2023-12-27 | 2023-12-28 | $261.44 | $253.18 | 1.68% | 2 | |
| 2023-12-22 | 2023-12-26 | $252.54 | $256.61 | -0.97% | 2 | |
| 2023-12-20 | 2023-12-21 | $247.14 | $254.50 | -4.11% | 2 |