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AAPL strategy validation

Doesn't hold upIt was not profitable in training or out of sample.

Validated on 5-minute candles

Validated Oct 27, 2026 — may not reflect a later revision

Max drawdown
−42.5%
largest fall from a peak, net of costs
Average per trade
−8.9 bp
net of costs
Profit factor
0.77 → 0.72
in-sample → out-of-sample
Win rate
37% → 35%
in-sample → out-of-sample
Trades
473
358 in-sample · 115 out-of-sample
Backtest curve: cumulative result, net of costs
Start

The opening range operates long and short, looking for breaks of the first 15‑minute session range with VWAP confirmation. In the training period, the strategy generated trades regularly but showed consistent losses, with a low hit rate. The out‑of‑sample period behaved similarly: it continued losing money with a comparable hit rate, although the maximum drawdown was lower. The strategy failed to generate a positive edge in either period, indicating that the breakout approach with VWAP filter was not profitable under the tested conditions. Verdict: rejected, not profitable in training or out of sample. Exits: take profit at a price level, stop‑loss at a price level; short side: take profit at a price level and stop‑loss at a price level; automatic close at the end of the session if still open; at most one trade per day. Net results after a 0.10% per‑trade cost. Past results do not guarantee future results.

Results by period

MetricIn-sampleJan 2024 – Jun 2025Out-of-sampleJul 2025 – Dec 2025
Trades358115
Win rate37%35%
Profit factor0.770.72
Avg. win0.79%0.73%
Avg. loss-0.59%-0.54%
Best trade5.11%2.24%
Worst trade-1.62%-1.06%
Longs189 (41%)66 (38%)
Shorts169 (32%)49 (31%)
Total return-30.71%-11.26%

Strategy tested

At 9:30 a.m. New York time, on a 5‑minute chart, it marks the high and low of the first 15 minutes of the session (opening range). It waits for the price to break one of the two extremes and for the candle to close fully outside the range (not just the wick). Before entering, it checks the VWAP (volume‑weighted average price of the day): if it breaks upward, the price must be above the VWAP; if it breaks downward, it must be below. If this condition is not met, no trade is entered. If all conditions are met, it enters at the opening of the next candle. The stop‑loss is half the initial range. The profit target is 2:1 (double the stop‑loss distance).

What we assumed

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Past performance is not indicative of future results. Any past result shown here reflects historical data and does not guarantee similar outcomes going forward.

This content is provided for informational and educational purposes only and does not constitute investment advice, a recommendation, or an offer to buy or sell any security. Consult a qualified financial advisor before making investment decisions.

Backtested and simulated results are hypothetical and do not represent actual trading. Simulated performance has inherent limitations and may differ significantly from live results due to market conditions, slippage, and other factors.