VWAP Standard Deviation Bands for Mean Reversion Trading

Summary

This strategy uses cumulative VWAP as a reference price and places upper and lower bands at a configurable multiple of the closing-price standard deviation. It enters long when price crosses below the lower band and short when price crosses above the upper band, then closes each position after price returns across VWAP. The stated defaults use a 20-period standard deviation and a multiplier of two.

The document describes the method and its proposed safeguards, but reports no performance results. It warns that strong trends can keep price away from VWAP, volatility shifts can widen risk, and fast markets can increase slippage. Suggested mitigations include trend and volatility filters, percentage stops, and a maximum holding time. The published test setup names BTC/USDT futures at one-minute intervals over a short period; those settings alone do not demonstrate profitability or robustness. The cumulative VWAP calculation and fixed rolling deviation also leave implementation and market-specific behavior to assess before use.

Key ideas

• The strategy measures price displacement from cumulative VWAP using a rolling standard deviation of closing prices.
• A lower-band cross triggers a long entry, while an upper-band cross triggers a short entry.
• Positions are closed when price returns through VWAP.
• Strong trends and abrupt volatility changes can undermine the mean-reversion premise or produce broad risk levels.
• The document provides test settings but no results establishing performance.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.