Strategy Zoo / S0410
MACDMomentum_V0410
ARCHIVEDhybridcrossoverentry = MACDMomentum_V0334 AND PriceMomentum_V0361
Fitness
0.5742
Generation
19
Complexity
25
Created
2026-09-18
Lineage
Parents (2)
changed rel_volume threshold 1.5045 -> 1.0207
entry from PriceMomentum_V0225, exit from PriceMomentum_V0227
Children (0)
None
Strategy Logic (pseudocode)
# MACDMomentum_V0410 [hybrid]
if flat and (((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 1.0207) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200))) and (ret_20d > 0.05 and (((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.05) and ret_20d > 0.05 and cumret_252d > -0.1997))):
position = 1.0
if long and macd_hist < 0.0:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 17.7% | 73.4% | 22.0% | 28.8% |
| Total Return | 268.3% | 421.1% | 108.5% | 4019.4% |
| Sharpe | 0.71 | 1.53 | 0.90 | 0.97 |
| Sortino | 0.66 | 1.51 | 0.79 | 0.90 |
| Calmar | 0.40 | 2.57 | 0.62 | 0.64 |
| Volatility | 28.9% | 41.6% | 25.6% | 31.2% |
| Max DD | -44.8% | -28.5% | -35.7% | -44.8% |
| Win Rate | 42.9% | 50.0% | 44.4% | 44.9% |
| Avg Win | 15.4% | 22.1% | 15.9% | 17.8% |
| Avg Loss | -5.3% | -4.7% | -4.1% | -4.9% |
| Payoff | 2.91 | 4.71 | 3.90 | 3.62 |
| Expectancy | 3.6% | 8.7% | 4.8% | 5.3% |
| Profit Factor | 2.18 | 4.71 | 3.12 | 2.95 |
| Trades | 56 | 24 | 18 | 98 |
| Avg Holding Days | 12.5 | 11.8 | 14.6 | 12.8 |
| Turnover | 14.2 | 16.0 | 9.7 | 13.4 |
| Exposure | 32.4% | 34.4% | 26.3% | 31.3% |
Growth of $100
MACDMomentum_V0410 vs TSLA Buy & Hold
MACDMomentum_V0410 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 | 25.7% | 1.45 | -12.8% | 5 |
| 2017 | 15.7% | 0.83 | -17.9% | 10 |
| 2018 | -11.7% | -0.42 | -22.1% | 7 |
| 2019 | 15.7% | 0.65 | -27.1% | 4 |
| 2020 | 324.1% | 2.72 | -19.7% | 8 |
| 2021 | 23.1% | 0.83 | -22.7% | 10 |
| 2022 | -0.8% | 0.09 | -17.6% | 6 |
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 | -7.6% | -0.40 | 21% |
| hidden test | EXPENSIVE | 83 | 82.6% | 2.39 | 40% |
| hidden test | EXTREME | 48 | 126.8% | 2.89 | 35% |
| hidden test | HIGH VOLATILITY | 254 | 19.6% | 0.66 | 24% |
| hidden test | LOW VOLATILITY | 429 | 42.3% | 1.86 | 28% |
| hidden test | MEDIUM VOLATILITY | 248 | -6.4% | -0.25 | 25% |
| hidden test | NORMAL | 800 | 10.8% | 0.47 | 24% |
| hidden test | SIDEWAYS | 293 | 3.3% | 0.17 | 27% |
| hidden test | UPTREND | 371 | 60.9% | 1.86 | 30% |
| train | DOWNTREND | 518 | -8.0% | -0.61 | 12% |
| train | EXPENSIVE | 311 | 32.5% | 1.00 | 47% |
| train | EXTREME | 100 | 288.1% | 4.19 | 70% |
| train | HIGH VOLATILITY | 699 | 44.9% | 1.14 | 30% |
| train | LOW VOLATILITY | 745 | 22.5% | 1.16 | 40% |
| train | MEDIUM VOLATILITY | 568 | -12.5% | -0.54 | 26% |
| train | NORMAL | 1,601 | 1.3% | 0.06 | 27% |
| train | SIDEWAYS | 592 | -4.1% | -0.17 | 35% |
| train | UPTREND | 902 | 52.8% | 1.44 | 42% |
| validation | DOWNTREND | 125 | 44.2% | 2.27 | 7% |
| validation | EXPENSIVE | 138 | 59.6% | 1.67 | 34% |
| validation | EXTREME | 144 | 255.8% | 3.48 | 67% |
| validation | HIGH VOLATILITY | 258 | 72.8% | 1.34 | 29% |
| validation | LOW VOLATILITY | 183 | 13.1% | 0.64 | 35% |
| validation | MEDIUM VOLATILITY | 315 | 85.3% | 2.22 | 38% |
| validation | NORMAL | 474 | 6.3% | 0.24 | 24% |
| validation | SIDEWAYS | 206 | -1.4% | -0.05 | 26% |
| validation | UPTREND | 425 | 100.8% | 1.97 | 47% |
Trades (full period)
98 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-09-01 | 2026-09-17 | $356.09 | $366.20 | -2.88% | 12 | |
| 2026-05-28 | 2026-06-02 | $442.10 | $423.74 | -5.75% | 4 | |
| 2026-04-20 | 2026-05-21 | $392.50 | $417.85 | 3.94% | 24 | |
| 2025-12-15 | 2025-12-30 | $475.31 | $454.43 | -0.05% | 11 | |
| 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 | |
| 2025-08-11 | 2025-08-22 | $339.03 | $340.01 | -3.09% | 10 | |
| 2025-04-29 | 2025-06-03 | $292.03 | $344.27 | 19.63% | 25 | |
| 2024-12-09 | 2024-12-24 | $389.79 | $462.28 | 10.41% | 12 | |
| 2024-11-07 | 2024-11-29 | $296.91 | $345.16 | 15.15% | 16 | |
| 2024-09-06 | 2024-10-04 | $210.73 | $250.08 | 4.34% | 21 | |
| 2024-06-27 | 2024-07-22 | $197.42 | $251.51 | 21.57% | 17 | |
| 2024-04-30 | 2024-05-30 | $183.28 | $178.79 | -9.39% | 22 | |
| 2023-12-18 | 2024-01-02 | $252.08 | $248.42 | -2.18% | 10 | |
| 2023-11-22 | 2023-12-14 | $234.21 | $251.05 | -0.99% | 16 | |
| 2023-09-12 | 2023-09-25 | $267.48 | $246.99 | -10.67% | 10 | |
| 2023-07-06 | 2023-07-07 | $276.54 | $274.43 | -2.30% | 2 | |
| 2023-05-24 | 2023-06-27 | $182.90 | $250.21 | 29.50% | 23 | |
| 2022-09-21 | 2022-09-23 | $300.80 | $275.33 | -6.71% | 3 | |
| 2022-08-16 | 2022-08-19 | $306.56 | $296.67 | -2.28% | 4 | |
| 2022-07-19 | 2022-08-12 | $245.53 | $300.03 | 18.92% | 19 | |
| 2022-03-22 | 2022-04-11 | $331.33 | $325.31 | 11.11% | 15 | |
| 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 | |
| 2021-10-13 | 2021-11-11 | $270.36 | $354.50 | 32.28% | 22 | |
| 2021-10-08 | 2021-10-11 | $261.83 | $263.98 | -1.22% | 2 | |
| 2021-09-27 | 2021-10-07 | $263.79 | $264.54 | 0.88% | 9 | |
| 2021-09-08 | 2021-09-21 | $251.29 | $246.46 | -3.22% | 10 | |
| 2021-08-04 | 2021-08-17 | $236.97 | $221.90 | -3.51% | 10 | |
| 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 | |
| 2021-04-14 | 2021-04-29 | $244.08 | $225.67 | -9.10% | 12 | |
| 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 | |
| 2020-12-18 | 2020-12-23 | $231.67 | $215.33 | -2.56% | 4 | |
| 2020-11-19 | 2020-12-17 | $166.42 | $218.63 | 27.72% | 20 | |
| 2020-10-16 | 2020-10-20 | $146.56 | $140.65 | -4.21% | 3 | |
| 2020-08-18 | 2020-09-08 | $125.81 | $110.07 | 13.72% | 15 | |
| 2020-07-01 | 2020-07-27 | $74.64 | $102.64 | 30.97% | 18 | |
| 2020-06-02 | 2020-06-25 | $58.77 | $65.73 | 6.77% | 18 | |
| 2020-04-14 | 2020-05-14 | $47.33 | $53.56 | 21.28% | 23 | |
| 2019-12-17 | 2020-02-26 | $25.27 | $51.92 | 109.25% | 48 | |
| 2019-10-15 | 2019-11-21 | $17.19 | $23.66 | 36.80% | 28 | |
| 2019-10-02 | 2019-10-04 | $16.21 | $15.43 | -4.96% | 3 | |
| 2019-09-12 | 2019-09-25 | $16.39 | $15.25 | -9.85% | 10 | |
| 2019-07-16 | 2019-07-26 | $16.83 | $15.20 | -9.92% | 9 | |
| 2018-12-13 | 2018-12-18 | $25.12 | $22.47 | -5.15% | 4 | |
| 2018-12-06 | 2018-12-07 | $24.20 | $23.86 | 0.73% | 2 | |
| 2018-10-29 | 2018-11-21 | $22.32 | $22.55 | 4.80% | 18 | |
| 2018-08-03 | 2018-08-20 | $23.21 | $20.56 | -12.77% | 12 | |
| 2018-06-07 | 2018-06-26 | $21.07 | $22.80 | 4.02% | 14 | |
| 2018-03-14 | 2018-03-15 | $21.78 | $21.71 | -4.64% | 2 | |
| 2018-01-09 | 2018-02-05 | $22.25 | $22.21 | 1.98% | 19 | |
| 2017-12-12 | 2017-12-27 | $22.74 | $20.78 | -3.72% | 11 | |
| 2017-09-18 | 2017-09-25 | $25.67 | $23.00 | -7.75% | 6 | |
| 2017-08-04 | 2017-08-22 | $23.79 | $22.76 | -2.85% | 13 | |
| 2017-06-01 | 2017-06-27 | $22.69 | $24.16 | 10.48% | 19 | |
| 2017-05-15 | 2017-05-16 | $21.06 | $21.13 | -2.95% | 2 | |
| 2017-05-02 | 2017-05-04 | $21.26 | $19.70 | -3.85% | 3 | |
| 2017-04-26 | 2017-04-27 | $20.68 | $20.58 | -1.35% | 2 | |
| 2017-03-28 | 2017-04-21 | $18.50 | $20.37 | 11.73% | 18 | |
| 2017-02-10 | 2017-02-22 | $17.95 | $18.23 | 2.84% | 8 | |
| 2016-12-14 | 2017-02-02 | $13.25 | $16.77 | 25.53% | 34 | |
| 2016-07-19 | 2016-08-09 | $15.02 | $15.27 | -0.24% | 16 | |
| 2016-06-08 | 2016-06-16 | $15.70 | $14.53 | -6.49% | 7 | |
| 2016-04-04 | 2016-04-14 | $16.47 | $16.79 | 6.92% | 9 | |
| 2016-03-04 | 2016-04-01 | $13.40 | $15.84 | 17.15% | 20 | |
| 2015-12-18 | 2016-01-06 | $15.36 | $14.60 | -4.46% | 12 | |
| 2015-11-27 | 2015-12-14 | $15.44 | $14.57 | -5.68% | 12 | |
| 2015-09-21 | 2015-09-30 | $17.61 | $16.56 | -5.55% | 8 | |
| 2015-07-21 | 2015-07-22 | $17.78 | $17.86 | -5.68% | 2 | |
| 2015-06-22 | 2015-07-09 | $17.32 | $17.19 | -3.07% | 13 | |
| 2015-06-18 | 2015-06-19 | $17.46 | $17.50 | 0.37% | 2 | |
| 2015-06-09 | 2015-06-10 | $17.07 | $16.71 | -0.31% | 2 | |
| 2015-04-08 | 2015-05-22 | $13.84 | $16.52 | 20.61% | 33 | |
| 2015-02-23 | 2015-02-25 | $13.82 | $13.58 | -6.18% | 3 | |
| 2015-02-10 | 2015-02-18 | $14.42 | $13.63 | -6.23% | 6 | |
| 2014-11-12 | 2014-12-01 | $16.61 | $15.44 | -2.81% | 13 | |
| 2014-09-02 | 2014-09-12 | $18.94 | $18.61 | 3.73% | 9 | |
| 2014-08-05 | 2014-08-25 | $15.90 | $17.50 | 7.44% | 15 | |
| 2014-05-28 | 2014-07-07 | $14.02 | $14.84 | 8.14% | 28 | |
| 2014-02-11 | 2014-03-11 | $13.11 | $15.63 | 21.27% | 20 | |
| 2014-01-15 | 2014-02-06 | $10.94 | $11.89 | 7.94% | 16 | |
| 2013-12-18 | 2014-01-10 | $9.87 | $9.71 | -3.43% | 16 | |
| 2013-09-20 | 2013-10-04 | $12.23 | $12.07 | -2.78% | 11 | |
| 2013-08-23 | 2013-09-10 | $10.79 | $11.09 | 2.09% | 12 | |
| 2013-07-30 | 2013-08-15 | $8.78 | $9.31 | 3.31% | 13 | |
| 2013-07-02 | 2013-07-17 | $7.85 | $8.02 | -7.12% | 11 | |
| 2013-03-27 | 2013-06-04 | $2.54 | $6.32 | 144.07% | 48 | |
| 2013-01-24 | 2013-02-14 | $2.47 | $2.55 | 6.59% | 16 | |
| 2012-11-06 | 2012-12-14 | $2.08 | $2.25 | 6.48% | 28 | |
| 2012-09-18 | 2012-09-26 | $2.09 | $1.84 | -15.17% | 7 | |
| 2012-08-24 | 2012-08-29 | $1.97 | $1.89 | -6.83% | 4 | |
| 2012-07-13 | 2012-07-23 | $2.28 | $2.04 | -2.97% | 7 | |
| 2012-06-19 | 2012-07-03 | $2.14 | $2.04 | -4.71% | 11 | |
| 2012-03-27 | 2012-04-05 | $2.53 | $2.30 | -6.60% | 8 | |
| 2012-03-13 | 2012-03-16 | $2.41 | $2.35 | -3.00% | 4 | |
| 2012-02-02 | 2012-02-29 | $2.02 | $2.23 | 14.07% | 19 |