Does the Moving Average Crossover strategy beat buy & hold on PepsiCo? (PEP · backtested honestly)
A rule that compares a fast moving average of price with a slow one and reads an up-trend while the fast average sits above the slow.
Over this period, Moving Average Crossover on PepsiCo returned -10.2%, while simply buying and holding returned -4.7% — it lagged buy & hold by 5.5 points, with a worst drawdown of -24.8%. It traded 5 times and sat in cash about 54% of the time. It's a mechanism you test — not a recommendation.
It lagged buy & hold over this window — that's a result, and a backtest you can kill for free just did its job. Re-tuning this same idea until it looks better only adds another shot at looking good by luck, so the honest next move is a fresh one: test a different strategy on PepsiCo, or build your own — free. Most ideas die cheaply right here, and that's exactly how the rare one that holds up gets found.
Or stop here — walking away from an idea that didn't beat simply holding is a result, not a failure.
Run it yourself
Change the parameters and the window, then re-run — no account needed.
Change the rules? Open the Moving Average Crossover rules on PepsiCo in the no-code builder — the same rules tested here — and make them your own.
Open in the builder →Two real trades from this backtest
Shown at the modeled fills — entries at the next open, protective stops and targets at their level; costs on. A single trade is never a signal and says nothing about the next one — not the best or worst, a middling winner and a middling loser among the completed trades.
5 trades total — 2 winners, 3 losers (40% won). Below is one of each, not a scoreboard.
- Entry. A long entry fired; filled at the next open on 2023-04-04 at $182.18 — never the signal bar's own close.
- Held. 123 daily bars.
- Exit. Exited on 2023-09-29 at $170.51 (the exit rule fired (filled at the next open)).
- Result. -6.51% after costs.
The worst single trade in this whole test reached -10.49%.
- Entry. A long entry fired; filled at the next open on 2022-08-05 at $174.39 — never the signal bar's own close.
- Held. 157 daily bars.
- Exit. Exited on 2023-03-22 at $177.84 (the exit rule fired (filled at the next open)).
- Result. +1.88% after costs.
Trading costs + slippage (0.10%) are already deducted from every figure above. One trade is never the edge — it's the whole distribution (the win rate, the losers, the reality-check) that matters; this just makes the mechanics concrete. It describes the past; it is not a prediction.
A live badge that re-runs itself and links back here. Free to embed on any blog, newsletter or forum — it shows the honest result, beat or lagged.
<iframe src="https://stratsemble.com/embed/pepsico-moving-average-crossover-backtest" width="360" height="340" style="border:0;border-radius:12px;max-width:100%" loading="lazy" title="Does the Moving Average Crossover strategy beat buy & hold on PepsiCo?"></iframe>- • The strategy line is Moving Average Crossover on PepsiCo; the dashed line is simply buying and holding PEP. Beating the dashed line is the whole point — many strategies don't.
- • Max drawdown is the worst peak-to-trough fall you'd have sat through. A higher return with a much deeper drawdown is not obviously better.
- • Every fill assumes next-open execution with costs & slippage on — no acting on prices you couldn't have known.
- • A small number of trades means a small sample. Treat a great-looking result on a handful of trades with suspicion.
This is a hypothetical backtest of a well-known mechanism on past data. It is not advice, not a prediction, and not a claim that the strategy works. I hold no funds and place no orders. The value here is the ability to test an idea honestly — see where it would have helped, and where it would have hurt — before you ever risk real money on your own broker.
How this is computed → · who's behind it · where a backtest fits
See what actually beats buy & hold — most don't, here are the rare few that do →