Strategy Zoo / S0725

PriceMomentum_V0725

ARCHIVEDmomentum

parameterchanged ret_20d threshold -0.1437 -> 0.0057

Fitness
0.6807
Generation
33
Complexity
3
Created
2026-09-25

Lineage

Parents (1)
PriceMomentum_V0261S0261 · gen 12ARCHIVEDparameter

changed ret_20d threshold -0.03 -> -0.1437

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V0725  [momentum]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and ret_20d > 0.05:
    position = 1.0
if long and ret_20d < 0.0057:
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR23.6%105.6%20.9%36.7%
Total Return444.4%769.7%102.3%9759.0%
Sharpe0.881.750.741.08
Sortino0.831.690.600.97
Calmar0.432.680.450.67
Volatility28.9%47.6%32.7%34.5%
Max DD-54.8%-39.4%-46.0%-54.8%
Win Rate46.0%44.4%42.9%44.8%
Avg Win16.7%44.5%15.3%22.0%
Avg Loss-4.6%-6.0%-6.1%-5.3%
Payoff3.687.382.524.16
Expectancy5.2%16.4%3.1%6.9%
Profit Factor3.135.901.893.38
Trades50182896
Avg Holding Days14.519.110.114.2
Turnover12.712.015.413.1
Exposure34.0%43.1%29.9%34.9%

Growth of $100

PriceMomentum_V0725 vs TSLA Buy & Hold
PriceMomentum_V0725 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
201629.6%1.94-10.2%6
2017-4.8%-0.09-26.3%6
2018-31.3%-1.46-32.7%9
201927.3%1.27-10.9%5
2020573.6%3.05-33.7%7
202172.4%1.84-17.6%3
2022-28.3%-1.26-31.0%8

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 testDOWNTREND27112.9%0.4132%
hidden testEXPENSIVE8353.2%1.2061%
hidden testEXTREME48183.9%3.2767%
hidden testHIGH VOLATILITY25413.7%0.3139%
hidden testLOW VOLATILITY43152.1%2.3823%
hidden testMEDIUM VOLATILITY250-12.6%-0.3732%
hidden testNORMAL80411.9%0.4125%
hidden testSIDEWAYS293-3.6%-0.234%
hidden testUPTREND37154.9%1.3049%
trainDOWNTREND5189.7%0.6319%
trainEXPENSIVE31131.3%0.8562%
trainEXTREME100403.3%5.4797%
trainHIGH VOLATILITY69945.0%1.1632%
trainLOW VOLATILITY74523.9%1.1642%
trainMEDIUM VOLATILITY5682.8%0.1227%
trainNORMAL1,6010.5%0.0325%
trainSIDEWAYS592-3.6%-0.343%
trainUPTREND90253.2%1.3163%
validationDOWNTREND12543.5%1.9914%
validationEXPENSIVE13877.3%1.4458%
validationEXTREME144344.5%4.2685%
validationHIGH VOLATILITY25893.3%1.4145%
validationLOW VOLATILITY18337.3%1.7840%
validationMEDIUM VOLATILITY315102.2%2.5343%
validationNORMAL4746.0%0.2326%
validationSIDEWAYS206-14.3%-1.333%
validationUPTREND425142.6%2.3171%

Trades (full period)

97 trades
EntryExitEntry PxExit PxReturnDays
2026-08-21—$362.86—10.03%24OPEN
2026-05-292026-06-01$435.79$415.88-1.63%2
2026-05-042026-05-08$392.51$428.355.16%5
2026-04-292026-04-30$372.80$381.63-1.06%2
2026-04-212026-04-24$386.42$376.30-4.98%4
2025-12-152026-01-05$475.31$451.67-4.74%14
2025-11-032025-11-13$468.37$401.99-5.87%9
2025-10-242025-10-27$433.72$452.42-3.60%2
2025-09-122025-10-23$395.94$448.9818.79%30
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
2025-05-052025-05-12$280.26$318.383.64%6
2025-04-292025-05-02$292.03$287.21-2.07%4
2025-04-102025-04-22$252.40$237.97-16.60%8
2025-04-082025-04-09$221.86$272.20-5.09%2
2024-11-072025-01-13$296.91$403.3136.54%44
2024-10-032024-10-14$240.66$219.16-12.71%8
2024-09-042024-09-27$219.41$260.4620.48%18
2024-07-022024-08-01$231.26$216.8610.37%22
2024-05-142024-05-29$177.55$176.192.63%11
2024-04-302024-05-08$183.28$174.72-8.56%7
2024-04-152024-04-16$161.48$157.11-5.79%2
2024-02-262024-03-05$199.40$180.74-2.19%7
2023-07-262023-07-28$264.35$266.44-3.80%3
2023-06-022023-07-24$213.97$269.0625.05%35
2023-05-192023-05-31$180.14$203.9313.50%8
2023-01-252023-02-10$144.43$196.8943.79%13
2022-09-212022-09-23$300.80$275.33-6.71%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
2022-07-142022-08-02$238.31$300.5925.16%14
2022-06-222022-06-29$236.09$228.49-2.04%6
2022-04-052022-04-21$363.75$336.26-14.86%12
2022-01-122022-01-20$368.74$332.09-6.64%6
2022-01-042022-01-07$383.20$342.32-11.44%4
2021-08-242021-11-29$236.16$379.0052.88%68
2021-08-052021-08-23$238.21$235.43-4.50%13
2020-11-192021-02-09$166.42$283.1577.07%55
2020-10-222020-10-27$141.93$141.56-0.76%4
2020-10-162020-10-19$146.56$143.61-2.25%2
2020-10-072020-10-14$141.77$153.777.68%6
2020-08-142020-09-24$110.05$129.2617.09%29
2020-05-152020-08-10$53.28$94.5780.47%60
2020-04-142020-04-30$47.33$52.1322.74%13
2019-12-172020-03-04$25.27$49.9795.02%53
2019-10-252019-12-09$21.88$22.6411.87%31
2019-10-212019-10-22$16.90$17.04-1.54%2
2019-09-272019-10-10$16.14$16.320.61%10
2019-06-182019-07-22$14.98$17.0514.50%24
2019-04-042019-04-05$17.85$18.33-8.43%2
2018-11-292018-12-18$22.74$22.47-0.04%13
2018-11-192018-11-20$23.56$23.17-0.44%2
2018-10-042018-10-05$18.79$17.46-4.60%2
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
2018-06-072018-06-12$21.07$22.853.73%4
2018-04-272018-05-04$19.61$19.61-0.56%6
2018-02-012018-02-06$23.28$22.26-6.17%4
2017-09-182017-09-25$25.67$23.00-7.75%6
2017-08-042017-08-22$23.79$22.76-2.85%13
2017-06-012017-07-06$22.69$20.59-4.27%25
2017-05-112017-05-18$21.54$20.87-6.06%6
2017-03-282017-05-05$18.50$20.569.12%28
2017-01-052017-02-28$15.12$16.678.26%37
2016-12-142016-12-28$13.25$14.6510.57%10
2016-07-262016-08-16$15.30$14.91-2.12%16
2016-06-082016-06-09$15.70$15.291.17%2
2016-04-052016-05-03$17.03$15.49-2.29%21
2016-03-242016-03-28$15.18$15.352.12%2
2016-03-042016-03-21$13.40$15.8918.67%12
2015-12-152015-12-28$14.74$15.265.28%9
2015-12-032015-12-04$15.51$15.360.11%2
2015-11-192015-12-02$14.79$15.477.08%9
2015-08-062015-08-07$16.41$16.17-9.08%2
2015-07-152015-07-23$17.54$17.810.63%7
2015-05-112015-07-09$15.97$17.197.54%42
2015-04-292015-05-01$15.50$15.07-2.12%3
2015-04-232015-04-28$14.57$15.375.31%4
2015-04-082015-04-14$13.84$13.833.01%5
2015-02-102015-02-25$14.42$13.58-6.34%11
2014-08-052014-09-16$15.90$17.386.22%30
2014-06-232014-07-16$15.81$14.48-4.55%17
2014-01-242014-03-26$11.64$14.2021.21%43
2013-07-012013-10-21$7.81$11.5170.50%79
2013-03-262013-06-26$2.52$7.05172.31%65
2013-01-242013-02-22$2.47$2.41-2.53%21
2012-12-182012-12-31$2.31$2.26-3.62%9
2012-11-232012-12-14$2.14$2.253.30%16
2012-10-092012-10-11$1.89$1.89-3.10%3
2012-10-032012-10-08$1.95$1.95-3.25%4
2012-08-302012-09-05$1.89$1.86-1.15%4
2012-03-272012-04-10$2.53$2.16-11.54%10
2012-02-232012-03-20$2.30$2.332.02%19
2012-02-212012-02-22$2.30$2.28-1.54%2