Strategy Zoo / S0867

PriceMomentum_V0867

ARCHIVEDhybrid

parameterchanged ret_20d threshold 0.05 -> 0.1317

Fitness
0.6830
Generation
39
Complexity
14
Created
2026-09-29

Lineage

Parents (1)
PriceMomentum_V0641S0641 · gen 29ARCHIVEDparameter

swapped indicator ret_20d -> ret_60d

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V0867  [hybrid]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and (ret_20d > 0.1146 and ((((close > sma_200 and sma_200_slope > 0.0) or ret_60d > -0.2905) and ret_20d > 0.05 and cumret_252d > -0.1997) and ret_20d > 0.1317)):
    position = 1.0
if long and ret_20d < -0.1003:
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR25.3%98.7%14.7%34.9%
Total Return507.0%684.0%66.4%8053.6%
Sharpe0.921.630.601.04
Sortino0.871.610.460.92
Calmar0.662.230.540.79
Volatility28.9%49.6%30.4%34.5%
Max DD-38.3%-44.3%-27.3%-44.3%
Win Rate47.6%54.5%61.5%53.3%
Avg Win37.4%61.0%12.1%38.0%
Avg Loss-6.5%-10.5%-6.4%-7.4%
Payoff5.785.791.915.13
Expectancy14.4%28.5%5.0%16.8%
Profit Factor5.266.953.055.87
Trades21111345
Avg Holding Days32.831.119.029.4
Turnover5.47.37.36.2
Exposure35.4%43.8%27.6%35.2%

Growth of $100

PriceMomentum_V0867 vs TSLA Buy & Hold
PriceMomentum_V0867 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
2016-0.9%0.00-21.8%4
201734.1%1.23-23.9%2
2018-21.9%-0.96-33.0%4
201941.8%2.10-8.5%1
2020687.7%3.19-33.7%4
202139.9%1.17-22.0%2
2022-32.0%-1.33-36.8%5

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 testDOWNTREND2737.0%0.4214%
hidden testEXPENSIVE8355.4%1.2467%
hidden testEXTREME48210.8%3.5375%
hidden testHIGH VOLATILITY2548.2%0.2128%
hidden testLOW VOLATILITY43335.8%1.7822%
hidden testMEDIUM VOLATILITY250-1.5%-0.0437%
hidden testNORMAL8063.1%0.1221%
hidden testSIDEWAYS293-5.3%-0.353%
hidden testUPTREND37145.4%1.0358%
trainDOWNTREND51810.1%0.878%
trainEXPENSIVE31146.1%1.2065%
trainEXTREME100416.1%5.63100%
trainHIGH VOLATILITY69946.3%1.2333%
trainLOW VOLATILITY74526.0%1.2341%
trainMEDIUM VOLATILITY5683.5%0.1431%
trainNORMAL1,601-1.4%-0.0726%
trainSIDEWAYS592-3.4%-0.322%
trainUPTREND90255.9%1.3573%
validationDOWNTREND12540.1%2.076%
validationEXPENSIVE13863.9%1.1080%
validationEXTREME144374.9%4.5585%
validationHIGH VOLATILITY258121.5%1.8146%
validationLOW VOLATILITY18331.3%1.3835%
validationMEDIUM VOLATILITY31576.7%1.7647%
validationNORMAL474-3.4%-0.1221%
validationSIDEWAYS206-27.2%-1.633%
validationUPTREND425145.4%2.2774%

Trades (full period)

46 trades
EntryExitEntry PxExit PxReturnDays
2026-08-24—$348.95—-1.59%25OPEN
2026-05-292026-06-01$435.79$415.88-1.63%2
2026-05-072026-05-08$411.79$428.353.07%2
2025-12-152026-01-13$475.31$447.20-2.37%20
2025-09-152025-11-21$410.04$391.09-0.38%50
2025-05-222025-06-06$341.04$295.14-15.09%11
2025-05-062025-05-12$275.35$318.386.21%5
2024-11-072025-01-17$296.91$426.5043.14%48
2024-10-032024-10-22$240.66$217.97-12.29%14
2024-09-062024-09-27$210.73$260.4610.22%16
2024-07-022024-08-02$231.26$207.673.14%23
2024-05-172024-05-29$177.46$176.190.89%8
2023-06-022023-08-03$213.97$259.3222.21%43
2023-05-242023-05-31$182.90$203.938.07%5
2022-08-162022-08-22$306.56$289.91-4.28%5
2022-08-052022-08-08$288.17$290.42-6.82%2
2022-07-202022-08-02$247.50$300.5920.83%10
2022-04-052022-04-27$363.75$293.84-23.64%16
2022-01-042022-01-20$383.20$332.09-17.18%12
2021-09-162021-12-03$252.33$338.3243.21%56
2020-11-192021-02-23$166.42$232.9546.53%64
2020-10-072020-11-13$141.77$136.17-0.73%28
2020-05-202020-09-30$54.37$143.00158.81%93
2020-04-142020-04-30$47.33$52.1322.74%13
2019-10-252020-03-05$21.88$48.30149.62%90
2019-07-162019-07-22$16.83$17.051.64%5
2018-11-192018-11-20$23.56$23.17-0.44%2
2018-08-082018-08-20$24.69$20.56-19.68%9
2018-06-152018-07-05$23.88$20.61-13.27%14
2018-05-012018-06-12$19.99$22.8512.77%30
2017-08-072017-08-24$23.68$23.53-1.36%14
2017-01-052017-07-07$15.12$20.8835.78%127
2016-07-262016-08-30$15.30$14.09-6.63%26
2016-04-052016-05-05$17.03$14.10-10.07%23
2016-03-242016-03-28$15.18$15.352.12%2
2016-03-072016-03-21$13.69$15.8915.54%11
2015-05-122015-08-12$16.32$15.88-1.08%65
2015-04-292015-05-01$15.50$15.07-2.12%3
2015-04-272015-04-28$15.44$15.375.80%2
2014-06-242014-10-01$15.50$16.022.10%70
2014-01-242014-03-26$11.64$14.2021.21%43
2013-04-022013-10-24$2.96$11.54273.71%145
2013-01-302013-03-20$2.50$2.40-7.75%35
2012-11-232012-12-14$2.14$2.253.30%16
2012-02-232012-04-25$2.30$2.19-7.20%44
2012-02-212012-02-22$2.30$2.28-1.54%2