Strategy Zoo / S1270
LongTermTrend_V1270
ARCHIVEDhybridparameterchanged ret_20d threshold 0.05 -> 0.1606
Fitness
0.7246
Generation
58
Complexity
23
Created
2026-10-07
Lineage
Parents (1)
entry = LongTermTrend_V0469 OR MACDMomentum_V0272
Children (1)
Strategy Logic (pseudocode)
# LongTermTrend_V1270 [hybrid]
if flat and ((((close > sma_200 and sma_200_slope > -0.0024) or ret_20d > 0.085) and ret_20d > 0.1606 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)))):
position = 1.0
if long and macd_hist < 0.0:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 22.1% | 95.8% | 26.8% | 36.0% |
| Total Return | 392.5% | 650.1% | 143.2% | 9151.1% |
| Sharpe | 0.79 | 1.70 | 0.89 | 1.05 |
| Sortino | 0.80 | 1.89 | 0.96 | 1.10 |
| Calmar | 0.48 | 3.95 | 0.82 | 0.77 |
| Volatility | 31.7% | 45.5% | 32.6% | 35.2% |
| Max DD | -46.5% | -24.2% | -32.8% | -46.5% |
| Win Rate | 44.0% | 55.1% | 36.1% | 45.6% |
| Avg Win | 12.3% | 11.9% | 15.3% | 13.2% |
| Avg Loss | -4.8% | -3.3% | -3.8% | -4.2% |
| Payoff | 2.57 | 3.62 | 4.06 | 3.15 |
| Expectancy | 2.8% | 5.1% | 3.1% | 3.7% |
| Profit Factor | 2.03 | 4.44 | 2.29 | 2.64 |
| Trades | 84 | 49 | 36 | 169 |
| Avg Holding Days | 10.2 | 7.5 | 11.2 | 9.7 |
| Turnover | 21.2 | 32.7 | 19.2 | 23.0 |
| Exposure | 38.9% | 42.3% | 38.9% | 39.6% |
Growth of $100
LongTermTrend_V1270 vs TSLA Buy & Hold
LongTermTrend_V1270 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 | 26.5% | 1.47 | -12.2% | 5 |
| 2017 | 15.3% | 0.75 | -19.9% | 13 |
| 2018 | -6.6% | -0.10 | -23.3% | 9 |
| 2019 | 19.8% | 0.69 | -28.9% | 6 |
| 2020 | 363.9% | 2.71 | -24.2% | 24 |
| 2021 | 39.2% | 1.16 | -16.8% | 17 |
| 2022 | -1.7% | 0.07 | -19.4% | 8 |
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 | 14.5% | 0.60 | 27% |
| hidden test | EXPENSIVE | 83 | 81.0% | 1.77 | 52% |
| hidden test | EXTREME | 48 | 151.9% | 3.23 | 46% |
| hidden test | HIGH VOLATILITY | 254 | 45.0% | 1.06 | 43% |
| hidden test | LOW VOLATILITY | 439 | 52.6% | 2.09 | 37% |
| hidden test | MEDIUM VOLATILITY | 250 | -28.5% | -0.88 | 38% |
| hidden test | NORMAL | 812 | 16.5% | 0.55 | 37% |
| hidden test | SIDEWAYS | 294 | -0.2% | -0.01 | 46% |
| hidden test | UPTREND | 371 | 63.1% | 1.65 | 42% |
| train | DOWNTREND | 518 | -8.3% | -0.46 | 19% |
| train | EXPENSIVE | 311 | 49.0% | 1.43 | 55% |
| train | EXTREME | 100 | 305.0% | 4.30 | 79% |
| train | HIGH VOLATILITY | 699 | 49.6% | 1.16 | 39% |
| train | LOW VOLATILITY | 745 | 33.0% | 1.54 | 45% |
| train | MEDIUM VOLATILITY | 568 | -16.1% | -0.61 | 32% |
| train | NORMAL | 1,601 | 2.7% | 0.10 | 33% |
| train | SIDEWAYS | 592 | 13.4% | 0.48 | 40% |
| train | UPTREND | 902 | 51.5% | 1.31 | 50% |
| validation | DOWNTREND | 125 | 36.4% | 1.66 | 12% |
| validation | EXPENSIVE | 138 | 110.2% | 2.57 | 46% |
| validation | EXTREME | 144 | 233.0% | 3.03 | 73% |
| validation | HIGH VOLATILITY | 258 | 81.1% | 1.35 | 36% |
| validation | LOW VOLATILITY | 183 | 17.8% | 0.81 | 42% |
| validation | MEDIUM VOLATILITY | 315 | 109.0% | 2.62 | 48% |
| validation | NORMAL | 474 | 20.6% | 0.67 | 32% |
| validation | SIDEWAYS | 206 | 12.0% | 0.40 | 30% |
| validation | UPTREND | 425 | 121.2% | 2.18 | 57% |
Trades (full period)
latest 100 of 169
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-09-18 | 2026-09-29 | $364.27 | $352.84 | -2.58% | 8 | |
| 2026-09-01 | 2026-09-17 | $356.09 | $366.20 | -2.88% | 12 | |
| 2026-07-01 | 2026-07-15 | $425.30 | $394.46 | -5.99% | 10 | |
| 2026-05-28 | 2026-06-02 | $442.10 | $423.74 | -5.75% | 4 | |
| 2026-04-16 | 2026-05-21 | $388.90 | $417.85 | 6.24% | 26 | |
| 2025-12-04 | 2025-12-30 | $454.53 | $454.43 | 2.68% | 18 | |
| 2025-11-04 | 2025-11-05 | $444.26 | $462.07 | -5.34% | 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 | |
| 2025-08-25 | 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 | |
| 2025-06-25 | 2025-06-26 | $327.55 | $325.78 | -3.99% | 2 | |
| 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 | |
| 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 | |
| 2024-08-20 | 2024-08-30 | $221.10 | $214.11 | -7.57% | 9 | |
| 2024-06-17 | 2024-07-22 | $187.44 | $251.51 | 34.11% | 24 | |
| 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 | |
| 2023-11-16 | 2023-12-14 | $233.59 | $251.05 | -1.66% | 20 | |
| 2023-10-06 | 2023-10-17 | $260.53 | $254.85 | -2.55% | 8 | |
| 2023-08-30 | 2023-09-25 | $256.90 | $246.99 | -4.97% | 18 | |
| 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 | |
| 2023-03-24 | 2023-04-06 | $190.41 | $185.06 | -3.68% | 10 | |
| 2023-01-27 | 2023-02-23 | $177.90 | $202.07 | 25.09% | 19 | |
| 2022-09-13 | 2022-09-23 | $292.13 | $275.33 | -5.39% | 9 | |
| 2022-08-15 | 2022-08-19 | $309.32 | $296.67 | 0.75% | 5 | |
| 2022-07-11 | 2022-08-12 | $234.34 | $300.03 | 14.07% | 25 | |
| 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 | |
| 2022-01-13 | 2022-01-14 | $343.85 | $349.87 | -6.94% | 2 | |
| 2021-12-28 | 2022-01-12 | $362.82 | $368.74 | -2.90% | 12 | |
| 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 | |
| 2021-10-13 | 2021-11-11 | $270.36 | $354.50 | 32.28% | 22 | |
| 2021-10-08 | 2021-10-11 | $261.83 | $263.98 | -1.22% | 2 | |
| 2021-09-28 | 2021-10-07 | $259.19 | $264.54 | -1.29% | 8 | |
| 2021-08-31 | 2021-09-21 | $245.24 | $246.46 | -0.30% | 15 | |
| 2021-08-02 | 2021-08-17 | $236.56 | $221.90 | -0.35% | 12 | |
| 2021-07-13 | 2021-07-15 | $222.85 | $216.87 | -4.91% | 3 | |
| 2021-06-24 | 2021-07-12 | $226.61 | $228.57 | -0.14% | 12 | |
| 2021-04-07 | 2021-04-29 | $223.66 | $225.67 | 0.20% | 17 | |
| 2021-02-04 | 2021-02-05 | $283.33 | $284.08 | -0.75% | 2 | |
| 2021-02-02 | 2021-02-03 | $290.93 | $284.90 | 3.72% | 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 | |
| 2021-01-04 | 2021-01-25 | $243.26 | $293.60 | 19.74% | 15 | |
| 2020-12-30 | 2020-12-31 | $231.59 | $235.22 | 4.12% | 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 | |
| 2020-11-09 | 2020-11-11 | $140.42 | $139.04 | -4.75% | 3 | |
| 2020-10-14 | 2020-10-20 | $153.77 | $140.65 | -3.73% | 5 | |
| 2020-10-12 | 2020-10-13 | $147.43 | $148.88 | 1.71% | 2 | |
| 2020-10-07 | 2020-10-08 | $141.77 | $141.97 | 2.53% | 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 | |
| 2020-09-11 | 2020-09-14 | $124.24 | $139.87 | 0.17% | 2 | |
| 2020-09-09 | 2020-09-10 | $122.09 | $123.78 | 10.71% | 2 | |
| 2020-08-18 | 2020-09-08 | $125.81 | $110.07 | 13.72% | 15 | |
| 2020-08-03 | 2020-08-04 | $99.00 | $99.13 | 3.59% | 2 | |
| 2020-07-30 | 2020-07-31 | $99.17 | $95.38 | -0.97% | 2 | |
| 2020-07-28 | 2020-07-29 | $98.43 | $99.94 | -4.29% | 2 | |
| 2020-07-01 | 2020-07-27 | $74.64 | $102.64 | 30.97% | 18 | |
| 2020-06-26 | 2020-06-29 | $63.98 | $67.29 | -2.86% | 2 | |
| 2020-06-02 | 2020-06-25 | $58.77 | $65.73 | 6.77% | 18 | |
| 2020-05-22 | 2020-05-26 | $54.46 | $54.59 | -1.49% | 2 | |
| 2020-05-20 | 2020-05-21 | $54.37 | $55.17 | 0.73% | 2 | |
| 2020-04-14 | 2020-05-14 | $47.33 | $53.56 | 21.28% | 23 | |
| 2020-02-27 | 2020-02-28 | $45.27 | $44.53 | -13.00% | 2 | |
| 2019-12-16 | 2020-02-26 | $25.43 | $51.92 | 122.76% | 49 | |
| 2019-10-11 | 2019-11-21 | $16.53 | $23.66 | 43.63% | 30 | |
| 2019-10-02 | 2019-10-04 | $16.21 | $15.43 | -4.96% | 3 | |
| 2019-09-11 | 2019-09-25 | $16.47 | $15.25 | -5.42% | 11 | |
| 2019-07-01 | 2019-07-26 | $15.14 | $15.20 | 2.20% | 19 | |
| 2019-03-01 | 2019-03-05 | $19.65 | $18.44 | -10.98% | 3 | |
| 2019-01-11 | 2019-01-22 | $23.15 | $19.93 | -12.56% | 7 | |
| 2018-12-11 | 2018-12-18 | $24.45 | $22.47 | -4.77% | 6 | |
| 2018-11-23 | 2018-11-26 | $21.72 | $23.07 | -3.85% | 2 | |
| 2018-10-24 | 2018-11-21 | $19.23 | $22.55 | 17.90% | 21 | |
| 2018-08-03 | 2018-08-20 | $23.21 | $20.56 | -12.77% | 12 | |
| 2018-05-31 | 2018-06-26 | $18.98 | $22.80 | 13.92% | 19 | |
| 2018-05-10 | 2018-05-17 | $20.33 | $18.97 | -6.83% | 6 | |
| 2018-03-14 | 2018-03-15 | $21.78 | $21.71 | -4.64% | 2 | |
| 2018-02-23 | 2018-03-06 | $23.47 | $21.88 | -3.89% | 8 | |
| 2018-01-09 | 2018-02-05 | $22.25 | $22.21 | 1.98% | 19 |