Fitness
0.1637
Generation
12
Complexity
13
Created
2026-09-18
Lineage
Parents (1)
entry = VolumeBreakout_V0146 OR MACDMomentum_V0101
Children (0)
None
Strategy Logic (pseudocode)
# VolumeBreakout_V0255 [hybrid]
require regime.trend in ['UPTREND', 'SIDEWAYS']
if flat and (((breakout_50 == 1 and rel_volume > 1.5045) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200)) and sma_100 > close):
position = 1.0
if long and macd_hist < 0.0:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 0.4% | 3.5% | -0.5% | 0.8% |
| Total Return | 3.6% | 11.0% | -1.7% | 13.1% |
| Sharpe | 0.10 | 0.42 | -0.09 | 0.15 |
| Sortino | 0.03 | 0.16 | -0.02 | 0.05 |
| Calmar | 0.03 | 0.34 | -0.10 | 0.05 |
| Volatility | 7.1% | 9.2% | 4.2% | 7.0% |
| Max DD | -17.1% | -10.6% | -4.5% | -17.1% |
| Win Rate | 40.0% | 33.3% | 0.0% | 33.3% |
| Avg Win | 6.9% | 13.0% | 0.0% | 8.9% |
| Avg Loss | -3.2% | -0.9% | -1.7% | -2.2% |
| Payoff | 2.19 | 10.00 | 0.00 | 4.15 |
| Expectancy | 0.9% | 3.7% | -1.7% | 1.5% |
| Profit Factor | 1.46 | 7.23 | 0.00 | 2.08 |
| Trades | 5 | 3 | 1 | 9 |
| Avg Holding Days | 13.8 | 10.0 | 20.0 | 13.2 |
| Turnover | 1.3 | 2.0 | 0.5 | 1.2 |
| Exposure | 3.2% | 3.6% | 2.0% | 3.0% |
Growth of $100
VolumeBreakout_V0255 vs TSLA Buy & Hold
VolumeBreakout_V0255 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 | 2.4% | 0.45 | -3.8% | 1 |
| 2017 | -1.3% | -0.23 | -5.4% | 1 |
| 2018 | 0.0% | 0.00 | 0.0% | 0 |
| 2019 | 0.0% | 0.00 | 0.0% | 0 |
| 2020 | 0.0% | 0.00 | 0.0% | 0 |
| 2021 | -1.8% | -0.26 | -6.4% | 2 |
| 2022 | 13.1% | 0.90 | -10.6% | 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 | 0.0% | 0.00 | 0% |
| hidden test | EXPENSIVE | 83 | 0.0% | 0.00 | 0% |
| hidden test | EXTREME | 48 | 0.0% | 0.00 | 0% |
| hidden test | HIGH VOLATILITY | 254 | 0.0% | 0.00 | 0% |
| hidden test | LOW VOLATILITY | 429 | -0.8% | -0.13 | 4% |
| hidden test | MEDIUM VOLATILITY | 248 | 0.0% | 0.00 | 0% |
| hidden test | NORMAL | 800 | -0.4% | -0.09 | 2% |
| hidden test | SIDEWAYS | 293 | -1.2% | -0.15 | 6% |
| hidden test | UPTREND | 371 | 0.0% | 0.00 | 0% |
| train | DOWNTREND | 518 | -1.0% | -0.73 | 0% |
| train | EXPENSIVE | 311 | 5.0% | 0.69 | 4% |
| train | EXTREME | 100 | 0.0% | 0.00 | 0% |
| train | HIGH VOLATILITY | 699 | 0.7% | 0.11 | 2% |
| train | LOW VOLATILITY | 745 | 3.3% | 0.41 | 6% |
| train | MEDIUM VOLATILITY | 568 | -2.8% | -0.41 | 2% |
| train | NORMAL | 1,601 | -0.1% | -0.01 | 3% |
| train | SIDEWAYS | 592 | 2.1% | 0.18 | 7% |
| train | UPTREND | 902 | 0.7% | 0.16 | 2% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 0.0% | 0.00 | 0% |
| validation | EXTREME | 144 | 0.0% | 0.00 | 0% |
| validation | HIGH VOLATILITY | 258 | 0.0% | 0.00 | 0% |
| validation | LOW VOLATILITY | 183 | 0.1% | 0.01 | 6% |
| validation | MEDIUM VOLATILITY | 315 | 9.3% | 0.70 | 5% |
| validation | NORMAL | 474 | 6.2% | 0.53 | 6% |
| validation | SIDEWAYS | 206 | 20.8% | 1.42 | 11% |
| validation | UPTREND | 425 | -3.1% | -0.45 | 1% |
Trades (full period)
9 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2023-11-16 | 2023-12-14 | $233.59 | $251.05 | -1.66% | 20 | |
| 2022-03-21 | 2022-04-11 | $307.05 | $325.31 | 13.04% | 16 | |
| 2021-06-24 | 2021-07-12 | $226.61 | $228.57 | -0.14% | 12 | |
| 2021-04-28 | 2021-04-29 | $231.47 | $225.67 | -1.67% | 2 | |
| 2017-12-12 | 2017-12-26 | $22.74 | $21.15 | -1.32% | 10 | |
| 2016-07-22 | 2016-08-09 | $14.82 | $15.27 | 2.36% | 13 | |
| 2014-06-10 | 2014-07-07 | $13.49 | $14.84 | 11.44% | 19 | |
| 2013-12-18 | 2014-01-10 | $9.87 | $9.71 | -3.43% | 16 | |
| 2012-06-19 | 2012-07-03 | $2.14 | $2.04 | -4.71% | 11 |