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Trend-Following Backtester · Guide · backtest 한국어

equity · NL

Universal Music Group N.V. backtest

10 trend-following strategies were compared on the full daily history of Universal Music Group N.V.. 9 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is 볼린저 밴드 돌파 (CAGR 0.9%, MDD -5.4%).

Data 2021-09-21 ~ 2026-09-30daily bars 1,288 (5.0 years)Costs 0.5%Venue EURONEXTMonthly snapshot 2026-09-30

Results by strategy

9 of 10 beat buy and hold (CAGR -10.7%, drawdown -52.3%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 1.4%, MDD -5.4%, Sharpe 0.39, 1% exposure.

CAGR reference leader: ROC 모멘텀 — CAGR 2.0%, MDD -12.0%, exposure 2%.

Return/drawdown alternative: 볼린저 밴드 돌파 — CAGR is 12.1%p higher than buy and hold, while drawdown improves by 46.9%p (CAGR 0.9%, MDD -5.4%, 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
ADX / DI 방향성
period=35, threshold=23
1.4%-5.4%0.390.251.1x21%
볼린저 밴드 돌파
n=20, k=3.5
0.9%-5.4%0.320.171.0x22%
ROC 모멘텀
n=7, threshold=0.1
2.0%-12.0%0.310.171.1x182%
Keltner 채널 돌파
emaPeriod=56, atrPeriod=19, mult=3
0.5%-16.8%0.100.031.0x1223%
Donchian 채널 돌파
entryN=65, exitN=40
-0.4%-28.6%0.07-0.011.0x632%
SMA 크로스오버
fast=50, slow=121
-1.5%-29.0%0.02-0.050.9x1441%
Supertrend
period=7, mult=4.3
-3.4%-33.5%-0.06-0.100.8x1847%
EMA 크로스오버
fast=18, slow=156
-4.1%-40.9%-0.12-0.100.8x838%
Parabolic SAR
step=0.005, maxStep=0.18
-8.8%-53.1%-0.32-0.170.6x4038%
MACD
fast=15, slow=41, signal=18
-10.8%-58.6%-0.34-0.180.6x6143%
Buy and hold-10.7%-52.3%-0.16-0.200.6x1100%
1x 2022 2023 2024 2025 2026 ROC 모멘텀ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), ROC 모멘텀 (CAGR reference), Buy and hold.
0% -13% -26% -39% -52% 2022 2023 2024 2025 2026 Buy and holdROC 모멘텀ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -5.4% (2026-04-08 → 2026-04-09), recovered after 6 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 120 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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