Trend-Following Backtester · Guide · backtest 한국어

equity · US

Robinhood Markets, Inc. backtest

10 trend-following strategies were compared on the full daily history of Robinhood Markets, Inc.. 10 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 33.7%, MDD -45.9%).

Data 2021-07-29 ~ 2026-07-31daily bars 1,257 (5.0 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

10 of 10 beat buy and hold (CAGR 19.8%, drawdown -90.2%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 47.6%, MDD -47.7%, Sharpe 1.07, 52% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 27.8%p higher than buy and hold, while drawdown improves by 42.6%p (CAGR 33.7%, MDD -45.9%, exposure 44%).

The alternative must retain 75% of buy-and-hold CAGR, improve drawdown by at least 20% and 5 percentage points, and stay below 95% exposure; the ranking weights return retention 60% and drawdown improvement 40%.

Strategy · parametersCAGRMDDSharpeCalmarTotalTradesExposure
ROC 모멘텀
n=154, threshold=0.03
47.6%-47.7%1.071.007.0x2252%
EMA 크로스오버
fast=37, slow=116
46.8%-47.7%1.070.986.8x550%
SMA 크로스오버
fast=24, slow=138
45.0%-47.7%1.010.946.4x1154%
볼린저 밴드 돌파
n=18, k=1.8
36.0%-53.9%0.970.674.7x4636%
Donchian 채널 돌파
entryN=51, exitN=76
41.8%-49.0%0.920.855.8x770%
Keltner 채널 돌파
emaPeriod=59, atrPeriod=16, mult=1.1
33.7%-45.9%0.910.734.3x3244%
Supertrend
period=11, mult=3.2
23.5%-61.5%0.690.382.9x3056%
ADX / DI 방향성
period=37, threshold=13
21.6%-57.9%0.670.372.7x3642%
MACD
fast=12, slow=55, signal=16
19.9%-74.6%0.620.272.5x4850%
Parabolic SAR
step=0.03, maxStep=0.14
20.2%-64.1%0.600.322.5x11851%
Buy and hold19.8%-90.2%0.610.222.5x1100%
1x 10x 2022 2023 2024 2025 2026 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -23% -45% -68% -90% 2022 2023 2024 2025 2026 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -47.7% (2025-02-14 → 2025-04-08), recovered after 102 days.

Rules of the top strategy

Rides the trend when recent return (momentum) over a window is above a threshold.

Method and caveats

Past performance does not guarantee future returns. Parameters were carried forward from the latest full optimization and replayed on this monthly dataset. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-optimize the same period and setupAll asset reports

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