Strategy Zoo / S0666

PriceMomentum_V0666

ARCHIVEDmomentum

parameterchanged ret_20d threshold 0.05 -> 0.1028; changed ret_20d threshold 0.1028 -> 0.0394

Fitness
0.6662
Generation
30
Complexity
3
Created
2026-09-24

Lineage

Parents (1)
PriceMomentum_V0261S0261 · gen 12ARCHIVEDparameter

changed ret_20d threshold -0.03 -> -0.1437

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V0666  [momentum]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and ret_20d > 0.0394:
    position = 1.0
if long and ret_20d < -0.1437:
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR32.3%83.0%14.9%36.7%
Total Return833.3%512.8%67.3%9749.8%
Sharpe1.001.440.551.00
Sortino1.141.540.561.06
Calmar0.561.450.290.64
Volatility33.4%51.0%37.7%38.7%
Max DD-57.5%-57.3%-51.9%-57.5%
Win Rate52.6%40.0%55.0%50.7%
Avg Win27.9%62.0%13.0%31.1%
Avg Loss-7.2%-8.9%-9.0%-8.1%
Payoff3.906.961.443.85
Expectancy11.3%19.5%3.1%11.8%
Profit Factor4.334.641.763.96
Trades38152073
Avg Holding Days26.127.219.425.1
Turnover9.610.011.110.0
Exposure49.6%52.0%41.8%48.1%

Growth of $100

PriceMomentum_V0666 vs TSLA Buy & Hold
PriceMomentum_V0666 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
201613.8%0.92-21.2%6
201729.1%1.03-26.6%4
2018-29.1%-0.76-39.9%10
201933.7%1.32-21.7%4
2020692.3%3.19-33.7%4
202115.8%0.58-28.7%4
2022-36.1%-1.36-40.2%7

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 testDOWNTREND27024.0%0.6041%
hidden testEXPENSIVE8324.5%0.5075%
hidden testEXTREME48185.0%2.93100%
hidden testHIGH VOLATILITY25431.5%0.6048%
hidden testLOW VOLATILITY43029.9%1.1936%
hidden testMEDIUM VOLATILITY250-5.3%-0.1446%
hidden testNORMAL80310.8%0.3135%
hidden testSIDEWAYS293-5.5%-0.344%
hidden testUPTREND37139.5%0.8472%
trainDOWNTREND51813.9%0.5340%
trainEXPENSIVE31148.2%1.2171%
trainEXTREME100416.1%5.63100%
trainHIGH VOLATILITY69958.5%1.3741%
trainLOW VOLATILITY74538.2%1.5458%
trainMEDIUM VOLATILITY568-3.6%-0.1249%
trainNORMAL1,6016.7%0.2542%
trainSIDEWAYS5925.4%0.345%
trainUPTREND90263.0%1.4484%
validationDOWNTREND12548.7%1.8722%
validationEXPENSIVE13863.9%1.1080%
validationEXTREME144376.0%4.5688%
validationHIGH VOLATILITY258111.2%1.6351%
validationLOW VOLATILITY18321.8%0.8353%
validationMEDIUM VOLATILITY31572.6%1.6052%
validationNORMAL474-15.6%-0.5033%
validationSIDEWAYS206-36.0%-2.025%
validationUPTREND425133.8%2.0584%

Trades (full period)

74 trades
EntryExitEntry PxExit PxReturnDays
2026-08-21—$362.86—9.68%23OPEN
2026-05-292026-06-01$435.79$415.88-1.63%2
2026-04-212026-05-08$386.42$428.354.70%14
2025-09-122026-01-13$395.94$447.2021.50%85
2025-09-042025-09-05$338.53$350.841.13%2
2025-08-072025-08-11$322.27$339.032.84%3
2025-07-312025-08-01$308.27$302.63-3.57%2
2025-05-222025-06-06$341.04$295.14-15.09%11
2025-04-282025-05-12$285.88$318.384.46%11
2025-04-082025-04-23$221.86$250.741.80%11
2024-11-072025-02-12$296.91$336.5113.63%65
2024-10-032024-10-24$240.66$260.48-14.38%16
2024-09-042024-09-27$219.41$260.4620.48%18
2024-07-022024-08-05$231.26$198.88-1.23%24
2024-04-302024-05-29$183.28$176.19-9.10%21
2024-04-152024-04-19$161.48$147.05-12.53%5
2024-02-262024-03-18$199.40$173.80-14.96%16
2024-01-032024-01-12$238.45$218.89-8.72%8
2023-06-022023-08-15$213.97$232.9615.31%51
2023-05-192023-05-31$180.14$203.9313.50%8
2023-01-242023-02-10$143.89$196.8943.93%14
2022-09-202022-09-23$308.73$275.33-6.81%4
2022-09-122022-09-14$304.42$302.61-2.71%3
2022-08-162022-08-22$306.56$289.91-4.28%5
2022-08-052022-08-08$288.17$290.42-6.82%2
2022-06-222022-08-02$236.09$300.5925.16%29
2022-04-052022-04-27$363.75$293.84-23.64%16
2022-01-042022-01-20$383.20$332.09-17.18%12
2021-12-092021-12-17$334.60$310.86-13.47%7
2021-08-242021-12-06$236.16$336.3443.42%73
2021-08-052021-08-23$238.21$235.43-4.50%13
2020-11-192021-02-23$166.42$232.9546.53%64
2020-10-072020-11-13$141.77$136.17-0.73%28
2020-05-152020-09-30$53.28$143.00160.31%96
2020-04-142020-04-30$47.33$52.1322.74%13
2019-10-252020-03-05$21.88$48.30149.62%90
2019-10-212019-10-22$16.90$17.04-1.54%2
2019-09-272019-10-15$16.14$17.195.72%13
2019-06-182019-07-22$14.98$17.0514.50%24
2019-04-042019-04-29$17.85$16.10-19.59%17
2018-11-272018-12-26$22.93$21.74-14.80%20
2018-11-192018-11-20$23.56$23.17-0.44%2
2018-10-032018-10-26$19.65$22.064.39%18
2018-08-222018-08-28$21.44$20.79-1.02%5
2018-08-032018-08-20$23.21$20.56-12.77%12
2018-06-152018-07-05$23.88$20.61-13.27%14
2018-04-272018-06-12$19.61$22.8516.10%32
2018-02-262018-03-02$23.83$22.34-6.19%5
2018-02-012018-02-06$23.28$22.26-6.17%4
2018-01-032018-01-09$21.15$22.254.74%5
2017-12-112017-12-12$21.93$22.744.17%2
2017-09-182017-10-25$25.67$21.72-11.36%28
2017-08-042017-08-24$23.79$23.531.44%15
2017-01-052017-07-10$15.12$21.0737.71%128
2016-12-142016-12-28$13.25$14.6510.57%10
2016-07-262016-08-30$15.30$14.09-6.63%26
2016-06-082016-06-09$15.70$15.291.17%2
2016-04-052016-05-05$17.03$14.10-10.07%23
2016-03-242016-03-28$15.18$15.352.12%2
2016-03-042016-03-21$13.40$15.8918.67%12
2015-12-032015-12-29$15.51$15.81-1.51%18
2015-11-192015-12-02$14.79$15.477.08%9
2015-05-112015-08-18$15.97$17.387.55%70
2015-04-292015-05-01$15.50$15.07-2.12%3
2015-04-222015-04-28$14.63$15.3710.36%5
2015-02-062015-04-14$14.49$13.83-5.26%46
2014-06-232014-10-01$15.81$16.025.49%71
2014-01-242014-03-27$11.64$13.8217.09%44
2012-12-182013-10-29$2.31$10.96372.49%218
2012-11-232012-12-14$2.14$2.253.30%16
2012-10-032012-10-15$1.95$1.82-7.44%9
2012-08-292012-09-18$1.89$2.0913.19%14
2012-02-232012-04-25$2.30$2.19-7.20%44
2012-02-212012-02-22$2.30$2.28-1.54%2