Trend-Following Backtester · Guide · backtest 한국어

equity · US

AppFolio, Inc. backtest

10 trend-following strategies were compared on the full daily history of AppFolio, Inc.. 1 beat buy-and-hold CAGR; Keltner 채널 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 28.4%, MDD -41.3%).

Data 2015-06-26 ~ 2026-07-31daily bars 2,790 (11.1 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

1 of 10 beat buy and hold (CAGR 25.8%, drawdown -55.4%).

Sharpe leader (same as main): Keltner 채널 돌파 — CAGR 19.8%, MDD -30.5%, Sharpe 1.00, 31% exposure.

CAGR reference leader: EMA 크로스오버 — CAGR 28.4%, MDD -41.3%, exposure 67%.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 6.0%p lower than buy and hold, while drawdown improves by 24.9%p (CAGR 28.4%, MDD -41.3%, exposure 67%).

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=49, atrPeriod=5, mult=3.2
19.8%-30.5%1.000.657.4x2231%
EMA 크로스오버
fast=70, slow=192
28.4%-41.3%0.870.6916.0x667%
SMA 크로스오버
fast=23, slow=187
21.2%-41.3%0.740.518.5x1860%
Supertrend
period=18, mult=5
18.0%-59.3%0.720.306.2x2952%
Donchian 채널 돌파
entryN=76, exitN=43
16.1%-49.0%0.680.335.2x2050%
ADX / DI 방향성
period=50, threshold=9
14.3%-41.6%0.630.344.4x7843%
볼린저 밴드 돌파
n=38, k=2.3
10.3%-52.3%0.580.203.0x4431%
MACD
fast=3, slow=47, signal=13
7.9%-46.7%0.400.172.3x26152%
ROC 모멘텀
n=87, threshold=0.07
7.1%-72.4%0.390.102.1x11348%
Parabolic SAR
step=0.01, maxStep=0.38
3.6%-70.8%0.270.051.5x14956%
Buy and hold25.8%-55.4%0.740.4712.7x1100%
1x 10x 2016 2018 2020 2022 2024 2026 EMA 크로스오버Keltner 채널 돌파Buy and hold
Keltner 채널 돌파 (Sharpe leader), EMA 크로스오버 (CAGR reference), Buy and hold.
0% -14% -28% -42% -55% 2016 2018 2020 2022 2024 2026 Buy and holdEMA 크로스오버Keltner 채널 돌파
Keltner 채널 돌파 maximum drawdown -30.5% (2023-07-18 → 2025-07-11), prior peak not yet recovered.

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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