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VanEck Emerging Markets High Yield Bond ETF backtest

10 trend-following strategies were compared on the full daily history of VanEck Emerging Markets High Yield Bond ETF. 9 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 0.8%, MDD -1.9%).

Data 2012-05-14 ~ 2026-07-31daily bars 3,574 (14.2 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

9 of 10 beat buy and hold (CAGR -1.6%, drawdown -40.9%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 0.8%, MDD -1.9%, Sharpe 0.51, 2% exposure.

CAGR reference leader: Supertrend — CAGR 1.1%, MDD -9.6%, exposure 57%.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 2.4%p higher than buy and hold, while drawdown improves by 39.0%p (CAGR 0.8%, MDD -1.9%, exposure 2%).

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=36, threshold=0.07
0.8%-1.9%0.510.401.1x62%
ADX / DI 방향성
period=32, threshold=23
0.8%-4.8%0.420.171.1x1412%
Supertrend
period=18, mult=4.9
1.1%-9.6%0.270.121.2x2457%
Donchian 채널 돌파
entryN=35, exitN=26
1.0%-10.1%0.260.101.1x4045%
Keltner 채널 돌파
emaPeriod=21, atrPeriod=11, mult=3.9
0.2%-2.1%0.230.091.0x21%
볼린저 밴드 돌파
n=52, k=1.3
0.3%-11.1%0.110.031.0x6039%
SMA 크로스오버
fast=11, slow=41
0.3%-15.1%0.100.021.0x7653%
EMA 크로스오버
fast=16, slow=97
-0.4%-12.0%-0.08-0.040.9x4054%
Parabolic SAR
step=0.005, maxStep=0.14
-1.2%-21.8%-0.21-0.050.8x12054%
MACD
fast=19, slow=49, signal=18
-2.4%-29.3%-0.47-0.080.7x12646%
Buy and hold-1.6%-40.9%-0.14-0.040.8x1100%
1x 2013 2015 2017 2019 2021 2023 2025 SupertrendROC 모멘텀Buy and hold
ROC 모멘텀 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -10% -20% -31% -41% 2013 2015 2017 2019 2021 2023 2025 Buy and holdSupertrendROC 모멘텀
ROC 모멘텀 maximum drawdown -1.9% (2022-12-14 → 2022-12-28), recovered after 23 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 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.
Re-run the same setupAll asset reports

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