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Trend-Following Backtester · Guide · backtest 한국어

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VanEck Digital Transformation ETF backtest

10 trend-following strategies were compared on the full daily history of VanEck Digital Transformation ETF. 10 beat buy-and-hold CAGR; MACD ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 27.4%, MDD -33.0%).

Data 2021-04-15 ~ 2026-08-31daily bars 1,351 (5.4 years)Costs 0.5%Venue XNASMonthly snapshot 2026-08-31

Results by strategy

10 of 10 beat buy and hold (CAGR -9.0%, drawdown -92.6%).

Sharpe leader (same as main): MACD — CAGR 42.7%, MDD -59.2%, Sharpe 0.95, 50% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 51.7%p higher than buy and hold, while drawdown improves by 33.4%p (CAGR 27.4%, MDD -33.0%, 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
MACD
fast=19, slow=49, signal=19
42.7%-59.2%0.950.726.8x4150%
볼린저 밴드 돌파
n=30, k=0.7
39.4%-36.3%0.951.096.0x4943%
Donchian 채널 돌파
entryN=16, exitN=10
36.8%-42.5%0.920.865.4x3942%
Parabolic SAR
step=0.005, maxStep=0.2
31.4%-52.7%0.810.594.3x4544%
Keltner 채널 돌파
emaPeriod=39, atrPeriod=27, mult=0.8
27.4%-33.0%0.760.833.7x5141%
Supertrend
period=27, mult=3.1
24.3%-50.2%0.700.483.2x3843%
ROC 모멘텀
n=21, threshold=0.02
23.6%-41.2%0.690.573.1x8945%
ADX / DI 방향성
period=35, threshold=7
19.8%-48.0%0.610.412.6x4749%
EMA 크로스오버
fast=27, slow=57
11.2%-50.3%0.460.221.8x1848%
SMA 크로스오버
fast=22, slow=120
10.2%-48.7%0.440.211.7x1248%
Buy and hold-9.0%-92.6%0.23-0.100.6x1100%
0.1 1x 2022 2023 2024 2025 2026 MACDBuy and hold
MACD: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -23% -46% -69% -93% 2022 2023 2024 2025 2026 Buy and holdMACD
MACD maximum drawdown -59.2% (2021-11-09 → 2022-12-20), recovered after 611 days.

Rules of the top strategy

Looks at the gap (MACD) between a short and long average crossing its own signal line.

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 setupMore US assetsAll asset reports

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