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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 27, 2026 — may not reflect a later revision

Max drawdown
−5.2%
largest fall from a peak, net of costs
Average per trade
−9.7 bp
net of costs
Profit factor
0.10 → 0.09
in-sample → out-of-sample
Win rate
7% → 18%
in-sample → out-of-sample
Trades
53
42 in-sample · 11 out-of-sample
Backtest curve: cumulative result, net of costs
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VWAP Bounce with Rejection Candle The strategy goes long on SPY with 5‑minute candles, looking for bullish bounces off the VWAP during the regular session. During the training period, the strategy produced consistent losses with a very low profit factor. Only a small fraction of trades were winning, and the average losses far exceeded the gains. The drawdown reflected the accumulated deterioration. In the out‑of‑sample period, the performance was similar: the win rate improved slightly, but losses continued to dominate. The profit factor remained very low, indicating that the system does not generate a positive edge. Verdict: rejected. The strategy loses money in both periods. There is no evidence of profitability or consistency across windows. 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, strategy exit condition; automatic close at the end of the session if still open; maximum one trade per day. Net results with a 0.10% cost per trade. Past results do not guarantee future results.

Results by period

MetricIn-sampleJan 2024 – Jun 2025Out-of-sampleJul 2025 – Dec 2025
Trades4211
Win rate7%18%
Profit factor0.100.09
Avg. win0.15%0.05%
Avg. loss-0.12%-0.12%
Best trade0.22%0.10%
Worst trade-0.35%-0.17%
Longs42 (7%)11 (18%)
Shorts00
Total return-4.18%-0.96%
Download the trades

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Strategy tested

VWAP Bounce / Rejection Timeframes: 1 min or 5 min Symbols: Highly liquid stocks with high volume (AAPL, MSFT, AMD, META) Entry: Price touches VWAP and bounces with a rejection candle + volume. Exit: Target at the next structural level or when it moves X ATRs away from the VWAP. Stop just on the other side of the VWAP.

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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.