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MSFT 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
−9.8%
largest fall from a peak, net of costs
Average per trade
−8.7 bp
net of costs
Profit factor
0.64 → 0.62
in-sample → out-of-sample
Win rate
35% → 35%
in-sample → out-of-sample
Trades
106
72 in-sample · 34 out-of-sample
Backtest curve: cumulative result, net of costs
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Opening range with pullback to gap This strategy operates long and short on 5‑minute candles during the U.S. regular session. It seeks fair value gaps that form when the price crosses the high or low of the first candle (09:30‑09:35 ET), and enters after an engulfing pattern when the price returns to the gap within the next 12 candles. During the training period, the strategy generated trades regularly but showed consistent losses. The behavior remained similar out‑of‑sample: the hit rate was comparable, but both windows closed with a profit factor below 1, indicating that losses exceeded gains. The maximum drawdown was lower out‑of‑sample, although net results remained negative in both periods. Verdict: rejected. The strategy does not generate profitability in either window. Verdict: rejected, not profitable in training or out‑of‑sample. Exits: take profit 0.6%, stop‑loss 0.3%, short side: take profit 0.6% and stop‑loss 0.3%; automatic close at session end if still open; at most one trade per day. Net results at a cost of 0.10% per trade. Past results do not guarantee future results.

Results by period

MetricIn-sampleJan 2024 – Jun 2025Out-of-sampleJul 2025 – Dec 2025
Trades7234
Win rate35%35%
Profit factor0.640.62
Avg. win0.44%0.40%
Avg. loss-0.37%-0.35%
Best trade0.50%0.50%
Worst trade-0.40%-0.40%
Longs33 (45%)16 (44%)
Shorts39 (26%)18 (28%)
Total return-6.26%-2.95%
Download the trades

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Strategy tested

ORB Strategy (Opening Range Breakout) or first‑candle rule: Observe the 5‑minute chart at 9:30 AM New York time and wait for the first candle to form (between 9:30 and 9:35). Identify if the price approaches one of the levels (high or low) of this candle and leaves a void (fair value gap) between the last two candles, indicating a strong move that shows who is in control (buyers or sellers). Once this fair value gap forms, wait for the price to return to this level and for an engulfing candle to form as confirmation. Upon completion of the engulfing candle, enter in the direction of the initial strong move. The goal is to seek a risk‑reward of 1 to 2 (the potential profit is twice the risk). (Note: the automatic transcription said “fail value gap”; it was interpreted as “fair value gap.”)

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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.