Adaptive Mean Reversion with Volume and Higher-Timeframe Filters
Article Strategy library · Author: ianzeng123
Summary
This strategy looks for short-term reversals when price moves beyond Bollinger Bands. It combines an SMA reference, volatility-adjusted RSI thresholds, volume relative to its average, an optional higher-timeframe trend check, and a normalized ATR filter. Long and short entries require the relevant band excursion and RSI condition, elevated volume, acceptable volatility, and—when enabled—alignment with the higher-timeframe trend. Exits use the SMA, RSI levels, or additional price thresholds.
Key ideas
- The strategy combines Bollinger Band excursions and RSI extremes to identify possible mean reversion entries.
- A volume-to-average-volume ratio is used to confirm entry conditions.
- Optional higher-timeframe direction and normalized ATR filters constrain trades.
- Strong trends, low-liquidity volume spikes, fixed volatility limits, and parameter choices can undermine the signals.
- The document suggests adaptive thresholds and stronger stop management as possible extensions.
Tags
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.