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SPY strategy validation

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

Validated on 5-minute candles

Validated Oct 28, 2026 — may not reflect a later revision

Max drawdown
−26.2%
largest fall from a peak, net of costs
Average per trade
−10.9 bp
net of costs
Profit factor
0.54 → 0.42
in-sample → out-of-sample
Win rate
41% → 33%
in-sample → out-of-sample
Trades
241
174 in-sample · 67 out-of-sample
Backtest curve: cumulative result, net of costs
Start

ORB 15‑min with 5‑min volume operates long and short. The strategy seeks breakout of the opening range with high volume on SPY during the regular session. In the training period it generated trades regularly but with a low win rate and consistent losses. The out‑of‑sample period behaved similarly, but losses intensified and the win rate deteriorated further. The consistency between both periods shows that the approach does not capture a profitable pattern under the conditions it was designed for. The verdict is rejected because the strategy produces net losses in both periods. Verdict: rejected, it was 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 with a 0.10% per‑trade cost. Past results do not guarantee future results.

Results by period

MetricIn-sampleOct 2025 – Jul 2026Out-of-sampleJul 2026 – Oct 2026
Trades17467
Win rate41%33%
Profit factor0.540.42
Avg. win0.31%0.24%
Avg. loss-0.40%-0.28%
Best trade0.93%0.55%
Worst trade-0.94%-0.64%
Longs92 (37%)29 (41%)
Shorts82 (45%)38 (26%)
Total return-19.00%-7.23%

Strategy tested

1. Opening Range Breakout (ORB) Time frame: 5 min or 15 min Suggested symbols: SPY, QQQ, AAPL, TSLA, NVDA Validation range: last 6‑12 months Rule: Mark the high and low of the first 15‑30 minutes. Buy breakout of the high with volume above average; sell breakout of the low. Close everything before market close or at target 1:1.5 / 1:2.

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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.