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Trend · AAPL · 1D

Does EMA 20/50 trend rider actually work on AAPL? We tested it

We ran EMA 20/50 trend rider on AAPL through walk-forward testing and a 100-run random-entry gauntlet. 3 of 4 unseen periods positive. Beat 79 of 100 random-entry runs.

WALK-FORWARD VERIFIED EDGESTACKER ENGINE
Return +142.6%
Win rate 40.0%
Max drawdown −22.7%
Trades 25
Sharpe 0.82
Equity curve

Equity curve over Aug 2016 to Jul 2026. Hover any point for its value. Turn on buy and hold to compare.

PeriodWindowReturnSharpeTrades
1 Aug 2018 to Jul 2020 +33.6% 1.34 3
2 Jul 2020 to Jul 2022 +8.7% 0.47 5
3 Jul 2022 to Jul 2024 +44.7% 1.64 4
4 Jul 2024 to Jul 2026 −11.3% −0.67 5
3 of 4 periods positive. Mean Sharpe 0.70. Worst period −11.3%.
Market matrix
Edge held on 7 of 28

The same rules, tested on 28 tickers. Edge held on 7. We ship it on those.

AAPL SHIPPED
79/100 EDGE
NFLX
97/100 EDGE
META
95/100 EDGE
AMD
94/100 EDGE
MSTR
89/100 EDGE
QQQ
86/100 EDGE
NVDA
80/100 EDGE
Show every ticker we tested
RIOT
94/100 NONE
COIN
93/100 NONE
XOM
80/100 NONE
UBER
68/100 NONE
MSFT
66/100 NONE
SPY
58/100 NONE
IWM
53/100 NONE
PLTR
52/100 NONE
GLD
45/100 NONE
AVGO
44/100 NONE
DIA
39/100 NONE
GOOGL
30/100 NONE
MU
30/100 NONE
JPM
30/100 NONE
AMZN
29/100 NONE
TSLA
26/100 NONE
BA
19/100 NONE
SOFI
14/100 NONE
SMCI
5/100 NONE
MARA
5/100 NONE
HOOD
too new TOO NEW
The rules
Entrywhen EMA of close over 20 bars crosses above EMA of close over 50 bars
Exitwhen a signal fires (close crosses below EMA of close over 50 bars), or stop-loss at -10%
Sizing**Position size:** risk 1% of account → position ≈ 10.0% of account (1% ÷ stop 10%).
Diagnosis

This strategy made money, turning a 142.57% total return, but the ride was very lumpy. The worst stretch was a painful 22.70% drawdown that lasted from mid-2024 into April 2026, which is where it hurt the most. With only 25 trades over the entire period, the result is driven by a relatively small number of trades, and the 40% win rate means most trades lost money, but the winners were big enough to carry the overall profit. The entry-timing edge shows that real entries beat 79% of random entries, so the entry signal itself is doing a lot of the heavy lifting here. The consistency figure shows the edge was reliable, as the strategy was profitable in 3 out of 4 walk-forward test periods, meaning the performance wasn't just from one lucky stretch.

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