Strategy Zoo / S1323
LongTermTrend_V1323
ARCHIVEDhybridcrossoverentry = LongTermTrend_V0521 AND PriceMomentum_V1251
Fitness
0.6377
Generation
61
Complexity
25
Created
2026-10-08
Lineage
Parents (2)
entry = LongTermTrend_V0469 OR MACDMomentum_V0272
changed ret_20d threshold 0.05 -> 0.0191
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V1323 [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 > 0.0541) or ((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 1.5045) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200)))) and ret_20d > 0.0191):
position = 1.0
if long and macd_hist < 0.0:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 15.5% | 96.8% | 16.7% | 29.3% |
| Total Return | 216.0% | 662.3% | 78.1% | 4317.7% |
| Sharpe | 0.61 | 1.70 | 0.63 | 0.90 |
| Sortino | 0.62 | 1.95 | 0.66 | 0.95 |
| Calmar | 0.30 | 3.48 | 0.46 | 0.56 |
| Volatility | 31.6% | 46.1% | 33.0% | 35.4% |
| Max DD | -52.0% | -27.8% | -36.0% | -52.0% |
| Win Rate | 45.9% | 58.7% | 40.4% | 48.6% |
| Avg Win | 7.6% | 8.2% | 10.3% | 8.6% |
| Avg Loss | -3.9% | -3.5% | -4.0% | -3.8% |
| Payoff | 1.97 | 2.35 | 2.54 | 2.24 |
| Expectancy | 1.4% | 3.4% | 1.7% | 2.2% |
| Profit Factor | 1.67 | 3.34 | 1.73 | 2.12 |
| Trades | 133 | 75 | 47 | 255 |
| Avg Holding Days | 6.8 | 5.7 | 8.8 | 6.9 |
| Turnover | 33.4 | 50.0 | 25.4 | 34.7 |
| Exposure | 38.9% | 46.8% | 39.0% | 40.6% |
Growth of $100
LongTermTrend_V1323 vs TSLA Buy & Hold
LongTermTrend_V1323 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 | 16.8% | 0.97 | -18.9% | 11 |
| 2017 | 14.9% | 0.74 | -18.0% | 22 |
| 2018 | -16.4% | -0.53 | -22.2% | 11 |
| 2019 | 13.3% | 0.54 | -30.0% | 6 |
| 2020 | 379.2% | 2.72 | -24.2% | 35 |
| 2021 | 57.2% | 1.47 | -17.5% | 26 |
| 2022 | 0.7% | 0.17 | -19.4% | 13 |
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 | 0.9% | 0.03 | 31% |
| hidden test | EXPENSIVE | 83 | 42.7% | 0.88 | 58% |
| hidden test | EXTREME | 48 | 151.1% | 3.22 | 48% |
| hidden test | HIGH VOLATILITY | 254 | 28.5% | 0.67 | 43% |
| hidden test | LOW VOLATILITY | 440 | 58.9% | 2.35 | 38% |
| hidden test | MEDIUM VOLATILITY | 250 | -54.1% | -1.61 | 36% |
| hidden test | NORMAL | 813 | 10.9% | 0.36 | 37% |
| hidden test | SIDEWAYS | 295 | 8.8% | 0.30 | 42% |
| hidden test | UPTREND | 371 | 45.3% | 1.15 | 43% |
| train | DOWNTREND | 518 | -6.2% | -0.36 | 17% |
| train | EXPENSIVE | 311 | 43.6% | 1.22 | 59% |
| train | EXTREME | 100 | 348.1% | 4.87 | 83% |
| train | HIGH VOLATILITY | 699 | 48.0% | 1.14 | 36% |
| train | LOW VOLATILITY | 745 | 27.6% | 1.25 | 46% |
| train | MEDIUM VOLATILITY | 568 | -26.8% | -1.01 | 33% |
| train | NORMAL | 1,601 | -5.9% | -0.23 | 32% |
| train | SIDEWAYS | 592 | -0.5% | -0.02 | 39% |
| train | UPTREND | 902 | 47.0% | 1.17 | 51% |
| validation | DOWNTREND | 125 | 50.4% | 1.94 | 20% |
| validation | EXPENSIVE | 138 | 88.7% | 1.97 | 48% |
| validation | EXTREME | 144 | 255.5% | 3.29 | 78% |
| validation | HIGH VOLATILITY | 258 | 61.4% | 1.02 | 42% |
| validation | LOW VOLATILITY | 183 | 27.7% | 1.22 | 48% |
| validation | MEDIUM VOLATILITY | 315 | 121.4% | 2.83 | 50% |
| validation | NORMAL | 474 | 21.4% | 0.70 | 37% |
| validation | SIDEWAYS | 206 | 17.4% | 0.56 | 37% |
| validation | UPTREND | 425 | 116.0% | 2.08 | 60% |
Trades (full period)
latest 100 of 256
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-10-07 | — | $377.81 | — | -0.85% | 1 | OPEN |
| 2026-09-18 | 2026-09-29 | $364.27 | $352.84 | -2.58% | 8 | |
| 2026-08-24 | 2026-09-17 | $348.95 | $366.20 | -1.52% | 18 | |
| 2026-06-03 | 2026-06-04 | $423.70 | $418.45 | -0.21% | 2 | |
| 2026-05-27 | 2026-06-02 | $440.36 | $423.74 | -4.27% | 5 | |
| 2026-05-22 | 2026-05-26 | $426.01 | $433.59 | 1.75% | 2 | |
| 2026-04-20 | 2026-05-21 | $392.50 | $417.85 | 3.94% | 24 | |
| 2025-12-08 | 2025-12-30 | $439.58 | $454.43 | 0.81% | 16 | |
| 2025-11-06 | 2025-11-07 | $445.91 | $429.52 | -3.69% | 2 | |
| 2025-11-03 | 2025-11-05 | $468.37 | $462.07 | -2.89% | 3 | |
| 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 | |
| 2025-10-09 | 2025-10-10 | $435.54 | $413.49 | -0.92% | 2 | |
| 2025-10-07 | 2025-10-08 | $433.09 | $438.69 | -4.64% | 2 | |
| 2025-09-08 | 2025-10-06 | $346.40 | $453.25 | 22.27% | 21 | |
| 2025-09-04 | 2025-09-05 | $338.53 | $350.84 | 1.13% | 2 | |
| 2025-08-25 | 2025-09-03 | $346.60 | $334.09 | -3.32% | 7 | |
| 2025-08-08 | 2025-08-22 | $329.65 | $340.01 | -0.87% | 11 | |
| 2025-07-21 | 2025-08-01 | $328.49 | $302.63 | -6.67% | 10 | |
| 2025-06-04 | 2025-06-05 | $332.05 | $284.70 | -3.75% | 2 | |
| 2025-04-28 | 2025-06-03 | $285.88 | $344.27 | 20.02% | 26 | |
| 2025-04-10 | 2025-04-22 | $252.40 | $237.97 | -16.60% | 8 | |
| 2025-01-06 | 2025-01-07 | $411.05 | $394.36 | -0.05% | 2 | |
| 2025-01-02 | 2025-01-03 | $379.28 | $410.44 | -6.28% | 2 | |
| 2024-12-30 | 2024-12-31 | $417.41 | $403.84 | -3.50% | 2 | |
| 2024-12-26 | 2024-12-27 | $454.13 | $431.66 | -1.96% | 2 | |
| 2024-12-06 | 2024-12-24 | $389.22 | $462.28 | 16.31% | 13 | |
| 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 | |
| 2024-10-25 | 2024-11-29 | $269.19 | $345.16 | 27.55% | 25 | |
| 2024-09-06 | 2024-10-04 | $210.73 | $250.08 | 4.34% | 21 | |
| 2024-08-22 | 2024-08-30 | $210.66 | $214.11 | -7.80% | 7 | |
| 2024-06-18 | 2024-07-22 | $184.86 | $251.51 | 27.36% | 23 | |
| 2024-04-30 | 2024-05-30 | $183.28 | $178.79 | -9.39% | 22 | |
| 2023-12-15 | 2024-01-02 | $253.50 | $248.42 | -1.22% | 11 | |
| 2023-11-17 | 2023-12-14 | $234.30 | $251.05 | 2.24% | 19 | |
| 2023-10-06 | 2023-10-17 | $260.53 | $254.85 | -2.55% | 8 | |
| 2023-09-06 | 2023-09-25 | $251.92 | $246.99 | -4.72% | 14 | |
| 2023-07-20 | 2023-07-21 | $262.90 | $260.02 | -9.93% | 2 | |
| 2023-07-18 | 2023-07-19 | $293.34 | $291.26 | 0.82% | 2 | |
| 2023-07-14 | 2023-07-17 | $281.38 | $290.38 | 1.05% | 2 | |
| 2023-07-12 | 2023-07-13 | $271.99 | $277.90 | 0.61% | 2 | |
| 2023-07-10 | 2023-07-11 | $269.61 | $269.79 | -1.95% | 2 | |
| 2023-07-05 | 2023-07-07 | $282.48 | $274.43 | -1.37% | 3 | |
| 2023-06-30 | 2023-07-03 | $261.77 | $279.82 | 1.46% | 2 | |
| 2023-05-22 | 2023-06-27 | $188.87 | $250.21 | 33.55% | 25 | |
| 2023-03-31 | 2023-04-06 | $207.46 | $185.06 | -5.18% | 5 | |
| 2023-01-27 | 2023-02-23 | $177.90 | $202.07 | 25.09% | 19 | |
| 2022-09-20 | 2022-09-23 | $308.73 | $275.33 | -6.81% | 4 | |
| 2022-08-24 | 2022-08-25 | $297.10 | $296.07 | 0.02% | 2 | |
| 2022-08-22 | 2022-08-23 | $289.91 | $296.45 | -2.47% | 2 | |
| 2022-08-15 | 2022-08-19 | $309.32 | $296.67 | 0.75% | 5 | |
| 2022-06-24 | 2022-08-12 | $245.71 | $300.03 | 21.70% | 35 | |
| 2022-04-19 | 2022-04-20 | $342.72 | $325.73 | 2.17% | 2 | |
| 2022-04-14 | 2022-04-18 | $328.33 | $334.76 | -3.85% | 2 | |
| 2022-04-12 | 2022-04-13 | $328.98 | $340.79 | 0.93% | 2 | |
| 2022-03-21 | 2022-04-11 | $307.05 | $325.31 | 13.04% | 16 | |
| 2022-01-20 | 2022-01-21 | $332.09 | $314.63 | -0.14% | 2 | |
| 2022-01-18 | 2022-01-19 | $343.50 | $331.88 | -2.02% | 2 | |
| 2022-01-13 | 2022-01-14 | $343.85 | $349.87 | -6.94% | 2 | |
| 2022-01-04 | 2022-01-12 | $383.20 | $368.74 | -11.46% | 7 | |
| 2021-11-24 | 2021-11-26 | $372.00 | $360.64 | 0.43% | 2 | |
| 2021-11-22 | 2021-11-23 | $385.62 | $369.68 | 1.54% | 2 | |
| 2021-11-18 | 2021-11-19 | $365.46 | $379.02 | 0.48% | 2 | |
| 2021-11-16 | 2021-11-17 | $351.58 | $363.00 | 3.88% | 2 | |
| 2021-11-12 | 2021-11-15 | $344.47 | $337.80 | -3.03% | 2 | |
| 2021-10-12 | 2021-11-11 | $268.57 | $354.50 | 34.59% | 23 | |
| 2021-10-08 | 2021-10-11 | $261.83 | $263.98 | -1.22% | 2 | |
| 2021-09-27 | 2021-10-07 | $263.79 | $264.54 | 0.88% | 9 | |
| 2021-09-23 | 2021-09-24 | $251.21 | $258.13 | 0.03% | 2 | |
| 2021-08-31 | 2021-09-21 | $245.24 | $246.46 | -0.30% | 15 | |
| 2021-08-25 | 2021-08-26 | $237.07 | $233.72 | 0.18% | 2 | |
| 2021-08-23 | 2021-08-24 | $235.43 | $236.16 | 3.62% | 2 | |
| 2021-08-19 | 2021-08-20 | $224.49 | $226.75 | -2.45% | 2 | |
| 2021-08-03 | 2021-08-17 | $236.58 | $221.90 | -3.50% | 11 | |
| 2021-07-21 | 2021-07-22 | $218.43 | $216.42 | -0.99% | 2 | |
| 2021-07-16 | 2021-07-19 | $214.74 | $215.41 | -1.18% | 2 | |
| 2021-07-13 | 2021-07-15 | $222.85 | $216.87 | -4.91% | 3 | |
| 2021-06-14 | 2021-07-12 | $205.90 | $228.57 | 7.50% | 20 | |
| 2021-05-03 | 2021-05-04 | $228.30 | $224.53 | -3.66% | 2 | |
| 2021-04-05 | 2021-04-29 | $230.35 | $225.67 | 4.73% | 19 | |
| 2021-02-05 | 2021-02-08 | $284.08 | $287.81 | 0.06% | 2 | |
| 2021-02-03 | 2021-02-04 | $284.90 | $283.33 | -2.27% | 2 | |
| 2021-02-01 | 2021-02-02 | $279.94 | $290.93 | 5.63% | 2 | |
| 2021-01-28 | 2021-01-29 | $278.48 | $264.51 | -3.52% | 2 | |
| 2021-01-26 | 2021-01-27 | $294.36 | $288.05 | 0.06% | 2 | |
| 2021-01-05 | 2021-01-25 | $245.04 | $293.60 | 15.78% | 14 | |
| 2020-12-31 | 2021-01-04 | $235.22 | $243.26 | 1.37% | 2 | |
| 2020-12-29 | 2020-12-30 | $222.00 | $231.59 | 0.15% | 2 | |
| 2020-12-24 | 2020-12-28 | $220.59 | $221.23 | 2.24% | 2 | |
| 2020-12-18 | 2020-12-23 | $231.67 | $215.33 | -2.56% | 4 | |
| 2020-11-18 | 2020-12-17 | $162.21 | $218.63 | 40.75% | 21 | |
| 2020-10-22 | 2020-10-23 | $141.93 | $140.21 | 0.54% | 2 | |
| 2020-10-13 | 2020-10-20 | $148.88 | $140.65 | -2.79% | 6 | |
| 2020-10-09 | 2020-10-12 | $144.67 | $147.43 | 1.70% | 2 | |
| 2020-10-07 | 2020-10-08 | $141.77 | $141.97 | 2.53% | 2 | |
| 2020-09-23 | 2020-09-24 | $126.79 | $129.26 | -10.53% | 2 | |
| 2020-09-21 | 2020-09-22 | $149.80 | $141.41 | 1.44% | 2 | |
| 2020-09-17 | 2020-09-18 | $141.14 | $147.38 | -4.35% | 2 | |
| 2020-09-15 | 2020-09-16 | $149.92 | $147.25 | 6.98% | 2 |