Trend-Following Backtester · Guide · backtest 한국어

equity · US

Affirm Holdings, Inc. backtest

10 trend-following strategies were compared on the full daily history of Affirm Holdings, Inc.. 10 beat buy-and-hold CAGR; Keltner 채널 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Supertrend (CAGR 35.9%, MDD -45.8%).

Data 2021-01-13 ~ 2026-07-31daily bars 1,393 (5.5 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

10 of 10 beat buy and hold (CAGR -5.3%, drawdown -94.7%).

Sharpe leader (same as main): Keltner 채널 돌파 — CAGR 36.0%, MDD -53.2%, Sharpe 0.81, 36% exposure.

Return/drawdown alternative: Supertrend — CAGR is 41.3%p higher than buy and hold, while drawdown improves by 41.5%p (CAGR 35.9%, MDD -45.8%, exposure 42%).

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
Keltner 채널 돌파
emaPeriod=32, atrPeriod=14, mult=1
36.0%-53.2%0.810.685.5x5036%
Supertrend
period=16, mult=3.9
35.9%-45.8%0.790.785.5x2142%
EMA 크로스오버
fast=8, slow=41
34.5%-47.9%0.780.725.2x2644%
볼린저 밴드 돌파
n=30, k=0.8
33.0%-61.8%0.770.534.9x5639%
Parabolic SAR
step=0.01, maxStep=0.38
33.8%-60.1%0.760.565.0x7647%
SMA 크로스오버
fast=6, slow=80
24.8%-59.7%0.660.423.4x2745%
ROC 모멘텀
n=58, threshold=0.01
21.5%-78.7%0.610.272.9x6747%
MACD
fast=17, slow=56, signal=10
18.7%-76.3%0.580.252.6x7251%
Donchian 채널 돌파
entryN=85, exitN=42
15.0%-55.7%0.520.272.2x934%
ADX / DI 방향성
period=23, threshold=12
13.5%-56.4%0.500.242.0x6444%
Buy and hold-5.3%-94.7%0.40-0.060.7x1100%
0.1 1x 2022 2023 2024 2025 2026 Keltner 채널 돌파Buy and hold
Keltner 채널 돌파: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -24% -47% -71% -95% 2022 2023 2024 2025 2026 Buy and holdKeltner 채널 돌파
Keltner 채널 돌파 maximum drawdown -53.2% (2023-12-28 → 2024-08-20), recovered after 882 days.

Rules of the top strategy

Breaking above the channel top (average plus a multiple of volatility) signals an upside breakout.

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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