Strategy Zoo / S0690

PriceMomentum_V0690

ELITEhybrid

crossoverentry = PriceMomentum_V0671 OR PriceMomentum_V0640

Fitness
0.7507
Generation
32
Complexity
14
Created
2026-09-25

Lineage

Parents (2)
PriceMomentum_V0640S0640 · gen 29ARCHIVEDcrossover

changed ret_20d threshold 0.05 -> 0.184

PriceMomentum_V0671S0671 · gen 31ARCHIVEDcrossover

logic of PriceMomentum_V0539 with risk overlay of LongTermTrend_V0472

Children (25)
LongTermTrend_V0735S0735 · gen 34ARCHIVEDcrossover
PriceMomentum_V0749S0749 · gen 34ARCHIVEDstructural
LongTermTrend_V0756S0756 · gen 35ARCHIVEDcrossover
PriceMomentum_V0824S0824 · gen 38ARCHIVEDcrossover
PriceMomentum_V0857S0857 · gen 39ARCHIVEDllm
PriceMomentum_V0891S0891 · gen 41ARCHIVEDcrossover
LongTermTrend_V0956S0956 · gen 44ARCHIVEDcrossover
PriceMomentum_V1021S1021 · gen 47ARCHIVEDcrossover
PriceMomentum_V1053S1053 · gen 48ARCHIVEDllm
LongTermTrend_V1088S1088 · gen 50ARCHIVEDcrossover
PriceMomentum_V1133S1133 · gen 52ELITEcrossover
LongTermTrend_V1154S1154 · gen 53ARCHIVEDcrossover
LongTermTrend_V1175S1175 · gen 54ARCHIVEDcrossover
PriceMomentum_V1196S1196 · gen 55ARCHIVEDcrossover
LongTermTrend_V1216S1216 · gen 56ELITEcrossover
PriceMomentum_V1279S1279 · gen 59ARCHIVEDcrossover
PriceMomentum_V1387S1387 · gen 64ARCHIVEDcrossover
LongTermTrend_V1407S1407 · gen 65ARCHIVEDcrossover
PriceMomentum_V1463S1463 · gen 67ARCHIVEDstructural
PriceMomentum_V1524S1524 · gen 70ARCHIVEDllm
PriceMomentum_V1579S1579 · gen 73ARCHIVEDllm
PriceMomentum_V1588S1588 · gen 73ARCHIVEDstructural
PriceMomentum_V1607S1607 · gen 74ARCHIVEDllm
PriceMomentum_V1700S1700 · gen 78ARCHIVEDstructural
PriceMomentum_V1708S1708 · gen 79ARCHIVEDllm

Strategy Logic (pseudocode)

# PriceMomentum_V0690  [hybrid]
if flat and ((ret_20d > 0.05 and (((close > sma_200 and sma_200_slope > 0.0) or ret_20d > 0.0923) and ret_20d > -0.0674 and cumret_252d > -0.1997)) or ret_20d > 0.184):
    position = 1.0
if long and ret_20d < -0.0017:
    position = 0.0  # exit to cash
if regime.volatility == "HIGH_VOLATILITY": position *= 0.41

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR17.0%118.0%10.6%31.3%
Total Return250.8%935.5%45.6%5343.8%
Sharpe0.742.310.501.08
Sortino0.702.870.441.07
Calmar0.395.930.380.72
Volatility25.9%36.7%28.9%29.2%
Max DD-43.2%-19.9%-28.3%-43.2%
Win Rate43.9%62.5%30.0%44.2%
Avg Win12.6%32.3%17.8%21.8%
Avg Loss-4.7%-3.5%-4.2%-4.4%
Payoff2.689.094.224.98
Expectancy2.9%18.8%2.4%7.2%
Profit Factor2.1010.001.813.93
Trades41162077
Avg Holding Days21.526.518.922.5
Turnover11.010.310.710.7
Exposure35.9%43.7%33.5%36.9%

Growth of $100

PriceMomentum_V0690 vs TSLA Buy & Hold
PriceMomentum_V0690 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
201616.2%1.00-15.9%3
20174.2%0.29-26.5%7
2018-17.5%-1.09-21.3%8
201951.6%1.54-21.0%2
2020395.8%3.78-14.9%6
202169.3%1.65-18.2%5
202218.5%0.78-15.2%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 testDOWNTREND2710.7%0.0417%
hidden testEXPENSIVE8353.8%1.3758%
hidden testEXTREME4892.9%2.5237%
hidden testHIGH VOLATILITY254-4.7%-0.1720%
hidden testLOW VOLATILITY43159.4%2.3537%
hidden testMEDIUM VOLATILITY250-44.0%-1.2541%
hidden testNORMAL8045.6%0.2131%
hidden testSIDEWAYS293-9.6%-0.3636%
hidden testUPTREND37143.1%1.1843%
trainDOWNTREND5187.8%0.6811%
trainEXPENSIVE31139.4%1.1556%
trainEXTREME100198.9%5.0556%
trainHIGH VOLATILITY69924.5%0.9018%
trainLOW VOLATILITY74535.4%1.5253%
trainMEDIUM VOLATILITY568-9.1%-0.3336%
trainNORMAL1,6013.9%0.1731%
trainSIDEWAYS592-5.8%-0.2730%
trainUPTREND90241.8%1.2554%
validationDOWNTREND12546.4%2.3311%
validationEXPENSIVE13890.5%2.1254%
validationEXTREME144251.2%5.1453%
validationHIGH VOLATILITY25857.4%1.6622%
validationLOW VOLATILITY18357.7%2.3458%
validationMEDIUM VOLATILITY315122.7%2.8153%
validationNORMAL47432.4%1.1138%
validationSIDEWAYS20610.9%0.4236%
validationUPTREND425131.7%2.9957%

Trades (full period)

78 trades
EntryExitEntry PxExit PxReturnDays
2026-08-24—$348.95—4.65%23OPEN
2026-05-052026-06-08$389.37$408.95-0.58%24
2026-04-202026-04-24$392.50$376.30-6.90%5
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
2025-08-252025-10-23$346.60$448.9828.85%43
2025-08-112025-08-20$339.03$323.90-0.30%8
2025-05-062025-06-12$275.35$319.11-2.19%27
2025-04-302025-05-02$282.16$287.21-1.70%3
2025-04-102025-04-22$252.40$237.97-7.04%8
2024-11-072025-01-13$296.91$403.3117.66%44
2024-09-052024-10-14$230.17$219.16-4.85%28
2024-06-272024-08-02$197.42$207.6717.81%26
2024-05-152024-05-29$173.99$176.19-0.16%10
2024-04-302024-05-10$183.28$168.47-4.84%9
2023-11-172024-01-05$234.30$237.491.65%33
2023-09-122023-09-28$267.48$246.38-12.27%13
2023-07-262023-07-28$264.35$266.44-3.80%3
2023-05-242023-07-24$182.90$269.0639.69%41
2023-01-272023-03-08$177.90$182.000.84%28
2022-07-142022-08-29$238.31$284.8221.29%33
2022-06-242022-06-29$245.71$228.49-0.45%4
2022-03-222022-04-21$331.33$336.265.88%22
2022-01-122022-01-24$368.74$310.00-2.70%8
2022-01-042022-01-07$383.20$342.32-4.80%4
2021-08-042021-12-01$236.97$365.0049.70%84
2021-06-142021-07-23$205.90$214.466.24%29
2021-04-142021-05-04$244.08$224.53-10.34%15
2021-04-052021-04-08$230.35$227.930.52%4
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$153.773.57%6
2020-08-142020-09-24$110.05$129.2620.42%29
2020-04-142020-08-10$47.33$94.5777.03%83
2019-10-232020-03-04$16.98$49.97145.14%91
2019-09-132019-10-10$16.35$16.32-0.74%20
2019-07-012019-08-02$15.14$15.623.15%24
2018-10-292018-12-19$22.32$22.202.69%36
2018-08-272018-08-31$21.28$20.11-2.61%5
2018-08-032018-08-20$23.21$20.56-5.17%12
2018-06-122018-07-06$22.85$20.59-2.76%18
2018-04-272018-05-04$19.61$19.61-0.17%6
2018-03-132018-03-19$22.79$20.90-6.28%5
2018-01-222018-02-07$23.44$23.00-4.78%13
2018-01-092018-01-12$22.25$22.410.54%4
2017-12-122017-12-28$22.74$21.02-5.44%12
2017-09-182017-09-25$25.67$23.00-7.75%6
2017-08-252017-09-05$23.20$23.310.50%7
2017-08-042017-08-22$23.79$22.76-1.69%13
2017-06-012017-07-06$22.69$20.59-4.08%25
2017-03-282017-05-24$18.50$20.6811.30%41
2016-12-202017-02-28$13.92$16.6721.22%47
2016-07-222016-08-16$14.82$14.912.10%18
2016-06-082016-06-21$15.70$14.64-5.63%10
2016-03-042016-05-03$13.40$15.4914.54%42
2015-12-172015-12-29$15.56$15.81-2.57%8
2015-11-302015-12-07$15.35$15.41-0.99%6
2015-09-222015-09-30$17.40$16.56-6.83%7
2015-08-062015-08-07$16.41$16.17-9.08%2
2015-07-212015-07-27$17.78$16.87-6.16%5
2015-04-132015-07-09$13.99$17.1920.65%62
2014-11-112014-12-02$16.74$15.43-4.44%15
2014-08-052014-09-16$15.90$17.386.22%30
2014-06-092014-07-16$13.69$14.485.27%27
2014-05-282014-06-03$14.02$13.66-3.44%5
2014-01-152014-03-26$10.94$14.2025.74%49
2013-12-132014-01-14$9.84$10.75-6.58%21
2013-07-012013-10-22$7.81$11.4425.41%80
2013-03-262013-06-26$2.52$7.0569.25%65
2013-01-282013-02-22$2.54$2.41-5.11%19
2012-11-062012-12-31$2.08$2.265.25%38
2012-08-242012-09-05$1.97$1.86-4.06%8
2012-06-282012-07-20$2.09$2.120.77%16
2012-06-192012-06-27$2.14$2.133.09%7
2012-03-272012-04-10$2.53$2.16-11.54%10
2012-02-022012-03-23$2.02$2.278.58%36