Strategy Zoo / S1317

PriceMomentum_V1317

ARCHIVEDhybrid

parameterchanged ret_20d threshold -0.1499 -> -0.0774

Fitness
0.7036
Generation
60
Complexity
4
Created
2026-10-08

Lineage

Parents (1)
PriceMomentum_V0971S0971 · gen 44ARCHIVEDparameter

changed ret_20d threshold -0.0017 -> -0.1499

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V1317  [hybrid]
require regime.trend in ['DOWNTREND', 'UPTREND']
require regime.bubble in ['EXPENSIVE', 'EXTREME']
if flat and ret_20d > 0.05:
    position = 1.0
if long and ret_20d < -0.0774:
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR23.7%90.9%11.0%31.7%
Total Return446.6%595.6%48.0%5695.1%
Sharpe1.031.710.651.13
Sortino0.741.370.390.76
Calmar0.892.690.530.94
Volatility23.1%43.3%18.8%27.6%
Max DD-26.6%-33.7%-21.0%-33.7%
Win Rate60.0%83.3%66.7%68.4%
Avg Win55.6%49.6%25.8%50.4%
Avg Loss-3.5%-1.0%-4.7%-3.3%
Payoff10.0010.005.4710.00
Expectancy31.9%41.2%15.7%33.5%
Profit Factor10.0010.0010.0010.00
Trades106319
Avg Holding Days31.238.032.034.1
Turnover2.64.01.62.6
Exposure15.5%29.4%9.9%16.9%

Growth of $100

PriceMomentum_V1317 vs TSLA Buy & Hold
PriceMomentum_V1317 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
YearCAGRSharpeMax DDTrades
20160.0%0.000.0%0
2017-0.8%0.10-26.0%6
20180.0%0.000.0%0
20199.5%1.31-3.8%0
2020519.6%2.92-33.7%5
20217.7%0.48-10.9%1
20220.0%0.000.0%0

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

PeriodRegimeDaysAnn. ReturnSharpeExposure
hidden testDOWNTREND2780.0%0.000%
hidden testEXPENSIVE8334.0%0.7966%
hidden testEXTREME48210.8%3.5375%
hidden testHIGH VOLATILITY25427.8%1.0615%
hidden testLOW VOLATILITY44018.8%2.104%
hidden testMEDIUM VOLATILITY250-15.2%-0.6915%
hidden testNORMAL813-1.7%-0.790%
hidden testSIDEWAYS2950.0%0.000%
hidden testUPTREND37131.1%1.0425%
trainDOWNTREND5180.0%0.000%
trainEXPENSIVE31130.9%0.8166%
trainEXTREME100416.1%5.63100%
trainHIGH VOLATILITY69950.6%1.5221%
trainLOW VOLATILITY74511.9%1.0911%
trainMEDIUM VOLATILITY5686.5%0.3415%
trainNORMAL1,601-2.0%-0.870%
trainSIDEWAYS5921.4%0.630%
trainUPTREND90252.3%1.5234%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE13847.9%0.8670%
validationEXTREME144345.2%4.2786%
validationHIGH VOLATILITY258116.4%1.8538%
validationLOW VOLATILITY1834.1%0.2613%
validationMEDIUM VOLATILITY31579.9%2.4132%
validationNORMAL474-0.8%-0.780%
validationSIDEWAYS2064.9%1.080%
validationUPTREND425129.3%2.2552%

Trades (full period)

19 trades
EntryExitEntry PxExit PxReturnDays
2025-09-152025-11-13$410.04$401.998.54%44
2025-05-282025-06-02$356.90$342.69-4.72%4
2024-11-072025-01-17$296.91$426.5043.14%48
2020-11-192021-02-19$166.42$260.4361.48%62
2020-10-072020-10-30$141.77$129.35-0.96%18
2020-08-142020-09-25$110.05$135.7819.38%30
2020-05-152020-08-12$53.28$103.6570.74%62
2020-04-142020-04-30$47.33$52.1322.74%13
2019-12-172020-03-05$25.27$48.3096.07%54
2017-09-182017-09-26$25.67$23.02-9.35%7
2017-08-042017-08-24$23.79$23.531.44%15
2017-04-072017-07-07$20.17$20.883.19%63
2017-03-282017-04-06$18.50$19.918.95%8
2017-02-032017-02-28$16.76$16.67-2.31%17
2017-01-252017-01-31$16.96$16.80-1.76%5
2014-01-242014-03-26$11.64$14.2021.21%43
2013-04-112013-10-24$2.91$11.54292.21%138
2013-02-142013-02-15$2.55$2.47-0.67%2
2013-01-242013-02-12$2.47$2.536.51%14