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Trend-Following Backtester · Guide · backtest 한국어

etf · US

iShares J.P. Morgan EM High Yield Bond ETF backtest

10 trend-following strategies were compared on the full daily history of iShares J.P. Morgan EM High Yield Bond ETF. 9 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 0.1%, MDD -0.6%).

Data 2012-04-03 ~ 2026-08-31daily bars 3,623 (14.4 years)Costs 0.5%Venue ARCXMonthly snapshot 2026-08-31

Results by strategy

9 of 10 beat buy and hold (CAGR -1.4%, drawdown -43.8%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 0.5%, MDD -1.9%, Sharpe 0.59, 3% exposure.

CAGR reference leader: Keltner 채널 돌파 — CAGR 0.6%, MDD -10.1%, exposure 25%.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 1.9%p higher than buy and hold, while drawdown improves by 41.9%p (CAGR 0.1%, MDD -0.6%, exposure 0%).

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
ADX / DI 방향성
period=39, threshold=32
0.5%-1.9%0.590.281.1x23%
ROC 모멘텀
n=39, threshold=0.13
0.1%-0.6%0.270.241.0x40%
볼린저 밴드 돌파
n=15, k=2.9
0.2%-2.2%0.200.091.0x21%
Keltner 채널 돌파
emaPeriod=45, atrPeriod=12, mult=3.5
0.6%-10.1%0.180.061.1x3225%
Donchian 채널 돌파
entryN=58, exitN=28
-0.2%-13.3%-0.03-0.011.0x3634%
Supertrend
period=9, mult=4.3
-0.3%-18.1%-0.05-0.021.0x6250%
EMA 크로스오버
fast=7, slow=81
-0.8%-22.0%-0.15-0.040.9x6752%
SMA 크로스오버
fast=13, slow=71
-0.9%-26.2%-0.16-0.030.9x5852%
Parabolic SAR
step=0.005, maxStep=0.12
-1.1%-26.0%-0.18-0.040.9x11656%
MACD
fast=16, slow=41, signal=31
-2.1%-29.3%-0.37-0.070.7x12549%
Buy and hold-1.4%-43.8%-0.09-0.030.8x1100%
1x 2013 2015 2017 2019 2021 2023 2025 Keltner 채널 돌파ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), Keltner 채널 돌파 (CAGR reference), Buy and hold.
0% -11% -22% -33% -44% 2013 2015 2017 2019 2021 2023 2025 Buy and holdKeltner 채널 돌파ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -1.9% (2012-10-17 → 2012-11-13), recovered after 44 days.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

Method and caveats

Past performance does not guarantee future returns. Parameters were selected on the same full-history sample using sharpe over 40 trials per strategy, so results contain in-sample bias. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
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