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Trend-Following Backtester · Guide · backtest 한국어

equity · US

Moderna, Inc. backtest

10 trend-following strategies were compared on the full daily history of Moderna, Inc.. 7 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 45.7%, MDD -43.3%).

Data 2018-12-07 ~ 2026-08-31daily bars 1,942 (7.7 years)Costs 0.5%Venue XNASMonthly snapshot 2026-08-31

Results by strategy

7 of 10 beat buy and hold (CAGR 29.8%, drawdown -95.4%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 65.0%, MDD -58.6%, Sharpe 0.89, 42% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 35.2%p higher than buy and hold, while drawdown improves by 36.8%p (CAGR 45.7%, MDD -43.3%, exposure 41%).

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=137, threshold=0.13
65.0%-58.6%0.891.1147.9x2742%
SMA 크로스오버
fast=41, slow=176
63.8%-63.0%0.881.0145.5x944%
EMA 크로스오버
fast=11, slow=212
57.5%-69.3%0.830.8333.6x942%
Donchian 채널 돌파
entryN=101, exitN=74
56.3%-73.3%0.830.7731.6x745%
볼린저 밴드 돌파
n=58, k=1.1
32.9%-50.0%0.810.669.0x3542%
Keltner 채널 돌파
emaPeriod=50, atrPeriod=21, mult=1
45.7%-43.3%0.741.0618.3x5741%
ADX / DI 방향성
period=19, threshold=17
27.5%-59.1%0.720.476.6x8341%
Supertrend
period=29, mult=2.6
25.5%-54.8%0.700.475.8x6741%
Parabolic SAR
step=0.025, maxStep=0.2
36.9%-85.2%0.670.4311.3x17647%
MACD
fast=12, slow=49, signal=15
17.3%-89.1%0.490.193.4x9153%
Buy and hold29.8%-95.4%0.640.317.5x1100%
1x 10x 2019 2020 2021 2022 2023 2024 2025 2026 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -24% -48% -72% -95% 2019 2020 2021 2022 2023 2024 2025 2026 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -58.6% (2021-08-09 → 2025-12-31), recovered after 1,787 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 setupMore US assetsAll asset reports

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