Has the opening range breakout actually worked on $PDD? Over the last two years we backtested 854 opening range trades on PDD Holdings Inc. American Depositary Shares, covering the 5, 15 and 30-minute ranges, long and short. The full record is below, winners and losers both.
PDD opening range breakout win rates
| Opening range | Direction | Win rate | Trades | Expectancy (pts) | Avg win (pts) | Avg loss (pts) |
|---|---|---|---|---|---|---|
| 5-minute | Long | 43% | 150 | -0.17 | 1.24 | -1.21 |
| 5-minute | Short | 44% | 147 | -0.14 | 1.04 | -1.08 |
| 15-minute | Long | 49% | 142 | -0.01 | 1.20 | -1.16 |
| 15-minute | Short | 47% | 135 | -0.04 | 1.02 | -0.99 |
| 30-minute | Long | 51% | 133 | 0.06 | 1.12 | -1.05 |
| 30-minute | Short | 54% | 147 | 0.10 | 0.97 | -0.94 |
How to read the PDD numbers
The strongest configuration was the 30-minute short break: 54% winners across 147 trades. Long and short breaks won at the same overall rate (48%). After wins and losses netted out, 2 of the 6 configurations carried positive expectancy per trade.
Backtest method
Entry is the break of the opening range: above the range high for longs, below the range low for shorts. The target projects one full range width from the break and the stop sits at the opposite side of the range, so risk and reward are both defined by the range itself. The window is the last 730 calendar days ending October 23, 2026, every qualifying trade counted, with no commissions or slippage modeled.
This is a historical record, not a prediction. Win rates drift as volatility regimes change, and a strong two-year record on $PDD does not guarantee the next break follows it. Use it as context for sizing and expectations, not as a signal.
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