Strategy Zoo / S0031
SMACross_50_200_V0031
ARCHIVEDtrend_followingstructuralreduce exposure to 41% during EXPENSIVE
Fitness
0.4652
Generation
1
Complexity
3
Created
2026-09-18
Lineage
Parents (1)
seed strategy
Children (1)
Strategy Logic (pseudocode)
# SMACross_50_200_V0031 [trend_following]
if flat and sma_50 > sma_200:
position = 1.0
if long and sma_50 < sma_200:
position = 0.0 # exit to cash
if regime.bubble == "EXPENSIVE": position *= 0.41Backtest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 17.9% | 47.7% | -11.9% | 14.8% |
| Total Return | 273.1% | 222.3% | -37.4% | 661.6% |
| Sharpe | 0.64 | 0.96 | -0.12 | 0.54 |
| Sortino | 0.71 | 1.16 | -0.13 | 0.60 |
| Calmar | 0.29 | 0.98 | -0.23 | 0.23 |
| Volatility | 35.6% | 58.8% | 40.3% | 42.5% |
| Max DD | -62.1% | -48.9% | -52.7% | -65.2% |
| Win Rate | 37.5% | 50.0% | 50.0% | 42.9% |
| Avg Win | 128.4% | 233.6% | 2.4% | 118.6% |
| Avg Loss | -12.8% | -3.4% | -22.7% | -14.1% |
| Payoff | 10.00 | 10.00 | 0.11 | 8.40 |
| Expectancy | 40.1% | 115.1% | -10.1% | 42.7% |
| Profit Factor | 6.01 | 10.00 | 0.11 | 6.30 |
| Trades | 8 | 2 | 4 | 14 |
| Avg Holding Days | 146.0 | 285.5 | 125.0 | 162.7 |
| Turnover | 4.9 | 6.1 | 4.4 | 5.0 |
| Exposure | 50.6% | 64.5% | 48.6% | 52.9% |
Growth of $100
SMACross_50_200_V0031 vs TSLA Buy & Hold
SMACross_50_200_V0031 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 | -15.9% | -0.69 | -21.5% | 2 |
| 2017 | 19.4% | 0.91 | -18.0% | 1 |
| 2018 | -26.1% | -0.99 | -39.5% | 1 |
| 2019 | 28.4% | 1.19 | -17.2% | 1 |
| 2020 | 282.8% | 2.16 | -48.5% | 0 |
| 2021 | 23.4% | 0.67 | -34.9% | 1 |
| 2022 | -41.3% | -0.98 | -47.7% | 1 |
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 | -29.7% | -0.75 | 21% |
| hidden test | EXPENSIVE | 83 | 67.5% | 1.30 | 41% |
| hidden test | EXTREME | 48 | 90.1% | 1.60 | 94% |
| hidden test | HIGH VOLATILITY | 254 | 39.7% | 0.71 | 41% |
| hidden test | LOW VOLATILITY | 429 | -23.1% | -0.76 | 54% |
| hidden test | MEDIUM VOLATILITY | 248 | -18.5% | -0.51 | 47% |
| hidden test | NORMAL | 800 | -17.9% | -0.48 | 47% |
| hidden test | SIDEWAYS | 293 | -31.7% | -0.99 | 47% |
| hidden test | UPTREND | 371 | 34.5% | 0.75 | 70% |
| train | DOWNTREND | 518 | -34.2% | -1.63 | 13% |
| train | EXPENSIVE | 311 | 52.4% | 1.63 | 44% |
| train | EXTREME | 100 | 354.6% | 5.10 | 96% |
| train | HIGH VOLATILITY | 699 | 47.1% | 1.01 | 47% |
| train | LOW VOLATILITY | 745 | 8.1% | 0.32 | 56% |
| train | MEDIUM VOLATILITY | 568 | 12.0% | 0.39 | 47% |
| train | NORMAL | 1,601 | -3.7% | -0.12 | 49% |
| train | SIDEWAYS | 592 | 33.8% | 0.90 | 55% |
| train | UPTREND | 902 | 48.2% | 1.19 | 69% |
| validation | DOWNTREND | 125 | -41.0% | -1.39 | 18% |
| validation | EXPENSIVE | 138 | -34.3% | -0.70 | 46% |
| validation | EXTREME | 144 | 306.0% | 3.64 | 96% |
| validation | HIGH VOLATILITY | 258 | 98.7% | 1.18 | 72% |
| validation | LOW VOLATILITY | 183 | 44.3% | 1.79 | 54% |
| validation | MEDIUM VOLATILITY | 315 | 28.6% | 0.60 | 64% |
| validation | NORMAL | 474 | 6.8% | 0.13 | 60% |
| validation | SIDEWAYS | 206 | -2.0% | -0.04 | 71% |
| validation | UPTREND | 425 | 113.2% | 1.67 | 75% |
Trades (full period)
14 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-09-17 | 2026-04-10 | $425.86 | $348.95 | -18.81% | 142 | |
| 2025-07-02 | 2025-08-06 | $315.65 | $319.91 | 2.46% | 25 | |
| 2024-07-30 | 2025-04-15 | $222.62 | $254.11 | 2.41% | 179 | |
| 2023-06-26 | 2024-02-02 | $241.05 | $187.91 | -26.55% | 154 | |
| 2021-08-31 | 2022-05-27 | $245.24 | $253.21 | -3.36% | 188 | |
| 2019-11-06 | 2021-07-12 | $21.77 | $228.57 | 321.25% | 422 | |
| 2018-12-04 | 2019-03-01 | $23.98 | $19.65 | -10.95% | 59 | |
| 2018-08-03 | 2018-09-12 | $23.21 | $19.37 | -20.22% | 28 | |
| 2017-02-01 | 2017-12-13 | $16.62 | $22.60 | 19.33% | 220 | |
| 2016-07-22 | 2016-10-06 | $14.82 | $13.40 | -5.65% | 54 | |
| 2016-05-03 | 2016-07-08 | $15.49 | $14.45 | -10.88% | 47 | |
| 2015-06-10 | 2015-11-17 | $16.71 | $14.27 | -16.45% | 113 | |
| 2012-12-21 | 2015-01-13 | $2.27 | $13.62 | 355.75% | 518 | |
| 2012-01-04 | 2012-07-09 | $1.85 | $2.10 | 10.14% | 129 |