Strategy Zoo / S0227

PriceMomentum_V0227

ARCHIVEDmomentum

crossoverlogic of PriceMomentum_V0186 with risk overlay of PriceMomentum_V0160

Fitness
0.7115
Generation
11
Complexity
7
Created
2026-09-18

Lineage

Parents (2)
PriceMomentum_V0160S0160 · gen 7ARCHIVEDcrossover

changed ret_20d threshold -0.03 -> 0.0392

PriceMomentum_V0186S0186 · gen 9ARCHIVEDcrossover

changed ret_20d threshold -0.03 -> -0.1357

Children (31)
PriceMomentum_V0294S0294 · gen 14ARCHIVEDcrossover
PriceMomentum_V0307S0307 · gen 14ARCHIVEDstructural
LongTermTrend_V0339S0339 · gen 16ARCHIVEDcrossover
PriceMomentum_V0361S0361 · gen 17ARCHIVEDcrossover
PriceMomentum_V0408S0408 · gen 19ARCHIVEDcrossover
LongTermTrend_V0432S0432 · gen 20ARCHIVEDcrossover
PriceMomentum_V0475S0475 · gen 22ARCHIVEDcrossover
PriceMomentum_V0498S0498 · gen 23ARCHIVEDcrossover
PriceMomentum_V0588S0588 · gen 27ARCHIVEDllm
PriceMomentum_V0595S0595 · gen 27ARCHIVEDllm
PriceMomentum_V0618S0618 · gen 28ARCHIVEDstructural
PriceMomentum_V0625S0625 · gen 29ARCHIVEDcrossover
PriceMomentum_V0670S0670 · gen 31ARCHIVEDcrossover
PriceMomentum_V0696S0696 · gen 32ARCHIVEDllm
PriceMomentum_V0741S0741 · gen 34ARCHIVEDllm
PriceMomentum_V0748S0748 · gen 34ARCHIVEDstructural
PriceMomentum_V0833S0833 · gen 38ARCHIVEDllm
PriceMomentum_V0851S0851 · gen 39ARCHIVEDcrossover
PriceMomentum_V0853S0853 · gen 39ARCHIVEDllm
PriceMomentum_V0900S0900 · gen 41REJECTEDllm
PriceMomentum_V0963S0963 · gen 44ARCHIVEDllm
PriceMomentum_V0980S0980 · gen 45ARCHIVEDcrossover
PriceMomentum_V0995S0995 · gen 45ARCHIVEDparameter
PriceMomentum_V1000S1000 · gen 45ARCHIVEDparameter
PriceMomentum_V1059S1059 · gen 48ARCHIVEDstructural
PriceMomentum_V1101S1101 · gen 50ARCHIVEDparameter
PriceMomentum_V1138S1138 · gen 52REJECTEDllm
PriceMomentum_V1165S1165 · gen 53ARCHIVEDstructural
PriceMomentum_V1172S1172 · gen 53ARCHIVEDparameter
PriceMomentum_V1189S1189 · gen 54REJECTEDstructural
PriceMomentum_V1196S1196 · gen 55ARCHIVEDcrossover

Strategy Logic (pseudocode)

# PriceMomentum_V0227  [momentum]
require regime.trend in ['DOWNTREND', 'UPTREND']
if flat and (ret_20d > 0.05 and rel_volume > 1.2635):
    position = 1.0
if long and (ret_20d < -0.1357 or roll_high_50 < sma_20):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR25.1%100.7%26.6%38.5%
Total Return497.1%708.5%139.2%11791.0%
Sharpe0.891.710.881.10
Sortino0.881.540.801.03
Calmar0.442.840.830.68
Volatility30.3%47.4%33.0%35.1%
Max DD-56.7%-35.4%-32.2%-56.7%
Win Rate59.1%85.7%77.8%68.4%
Avg Win35.3%49.2%15.5%36.1%
Avg Loss-9.4%-17.2%-5.2%-9.4%
Payoff3.742.873.003.85
Expectancy17.0%39.8%10.9%21.7%
Profit Factor5.4010.0010.008.35
Trades227938
Avg Holding Days35.141.930.636.5
Turnover5.64.75.15.2
Exposure39.6%37.8%30.6%37.0%

Growth of $100

PriceMomentum_V0227 vs TSLA Buy & Hold
PriceMomentum_V0227 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
20160.6%0.11-16.2%3
201720.5%0.79-28.6%3
2018-38.1%-1.93-40.3%4
201961.7%2.56-8.5%2
2020474.2%2.84-33.7%3
202130.3%0.94-22.4%2
20223.7%0.27-21.7%2

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 testDOWNTREND26714.3%0.4422%
hidden testEXPENSIVE8360.4%1.3565%
hidden testEXTREME48189.8%3.1188%
hidden testHIGH VOLATILITY25423.2%0.4942%
hidden testLOW VOLATILITY42938.5%1.8522%
hidden testMEDIUM VOLATILITY24818.5%0.5734%
hidden testNORMAL80016.1%0.5624%
hidden testSIDEWAYS2934.3%0.852%
hidden testUPTREND37159.0%1.3460%
trainDOWNTREND5186.3%0.5015%
trainEXPENSIVE31138.9%1.0267%
trainEXTREME100416.1%5.63100%
trainHIGH VOLATILITY69943.6%1.1429%
trainLOW VOLATILITY74530.3%1.2850%
trainMEDIUM VOLATILITY5681.8%0.0738%
trainNORMAL1,6010.2%0.0130%
trainSIDEWAYS592-2.2%-0.183%
trainUPTREND90257.8%1.3478%
validationDOWNTREND12548.7%1.8722%
validationEXPENSIVE13866.8%1.2259%
validationEXTREME144312.5%3.9075%
validationHIGH VOLATILITY25896.2%1.4347%
validationLOW VOLATILITY18327.6%1.7822%
validationMEDIUM VOLATILITY31599.4%2.5440%
validationNORMAL47414.7%0.5620%
validationSIDEWAYS2060.5%0.091%
validationUPTREND425129.4%2.1160%

Trades (full period)

39 trades
EntryExitEntry PxExit PxReturnDays
2026-08-24—$348.95—0.04%19OPEN
2025-09-122026-01-13$395.94$447.2021.50%85
2025-04-082025-04-23$221.86$250.741.80%11
2024-11-072025-01-28$296.91$398.0937.37%54
2024-09-062024-09-27$210.73$260.4610.22%16
2024-07-022024-08-05$231.26$198.88-1.23%24
2024-04-302024-05-29$183.28$176.19-9.10%21
2023-06-052023-08-14$217.61$239.7613.18%49
2023-05-242023-05-31$182.90$203.938.07%5
2023-01-302023-02-10$166.66$196.8916.30%10
2022-06-222022-08-02$236.09$300.5925.16%29
2022-01-042022-01-20$383.20$332.09-17.18%12
2021-09-202021-12-06$243.39$336.3433.37%55
2020-11-192021-02-23$166.42$232.9546.53%64
2020-06-112020-09-30$64.86$143.00103.99%78
2020-04-152020-04-30$48.66$52.1312.54%12
2019-10-252020-03-05$21.88$48.30149.62%90
2019-09-272019-10-15$16.14$17.195.72%13
2019-07-052019-07-22$15.54$17.059.69%12
2018-12-062018-12-26$24.20$21.74-18.04%14
2018-08-032018-08-20$23.21$20.56-12.77%12
2018-06-192018-07-05$23.50$20.61-16.34%12
2018-06-072018-06-12$21.07$22.853.73%4
2017-09-192017-10-25$25.01$21.72-12.56%27
2017-08-042017-08-24$23.79$23.531.44%15
2017-01-052017-07-07$15.12$20.8835.78%127
2016-12-142016-12-28$13.25$14.6510.57%10
2016-06-082016-06-09$15.70$15.291.17%2
2016-04-052016-05-05$17.03$14.10-10.07%23
2015-12-172015-12-29$15.56$15.81-2.57%8
2015-05-132015-08-18$16.21$17.383.98%68
2015-04-292015-05-01$15.50$15.07-2.12%3
2015-04-232015-04-28$14.57$15.375.31%4
2015-02-112015-04-14$14.19$13.83-3.21%43
2014-06-242014-10-01$15.50$16.022.10%70
2014-02-112014-03-27$13.11$13.828.13%32
2012-12-192013-10-29$2.31$10.96369.89%217
2012-11-292012-12-14$2.25$2.250.94%12
2012-02-232012-04-25$2.30$2.19-7.20%44