Strategy #683
Statistical Arbitrage Pairs
Entry Logic
- Long the underperforming stock and short the outperforming stock of a correlated pair when the spread diverges by 2 standard deviations from the mean.
- Confirmation requires the spread to start mean-reverting.
- Timeframe is 15-minute chart.
- Location context is a divergence from the historical correlation.
- Market condition should be relatively stable, without major news affecting either stock.
Exit Logic
- Profit target is when the spread reverts to the mean.
- No scaling out.
- Trailing stop is not used.
- Exit on signal failure if the spread widens to 3 standard deviations.
- Exit on opposite signal is not applicable.
- Exit on time expiration after 5 trading days.
- Exit on momentum loss if the spread stalls for more than one day.
Stop Loss Structure
- Hard stop is a 3 standard deviation move against the position.
- Soft stop is a fundamental change in one of the companies.
- Maximum dollar loss is $150 per trade.
- Maximum percent loss is 1.5% of account equity.
- Structural stop is not applicable.
Risk Management Framework
- Risk per trade is 0.75% of account equity.
- Maximum daily loss limit is 2.25% of account equity.
- Maximum weekly loss limit is 4.5% of account equity.
- Maximum drawdown is 18%.
- Risk-reward ratio requirement is a minimum of 1:1.
Position Sizing Model
- Sizing is dollar-neutral, with equal dollar amounts in the long and short positions.
- Volatility adjustment is used to balance the beta of the two stocks.
- Conviction sizing is not used.
- No scaling in.
- No scaling out.
Trade Filtering
- Avoid pairs with low historical correlation (below 0.8).
- Only trade pairs within the same sector.
- Avoid holding pairs through earnings announcements.
- Time of day restrictions are not a primary concern.
- Avoid pairs where one stock is subject to a takeover bid.
Context Framework
- Trend direction of the overall market is not a primary concern.
- VWAP and moving average relationships are not used.
- Range location is based on the standard deviation of the spread.
- Higher timeframe alignment is not applicable.
Trade Management Rules
- Do not adjust the stop loss.
- No scaling out.
- Do not add to the position.
- The trade is managed as a single unit until the profit target or stop loss is hit.
Time Rules
- Optimal trading window is during regular market hours.
- Avoid the first and last 15 minutes of the day.
- Session notes are not applicable.
Setup Classification
- A+ setup: 2.5 standard deviation divergence with a high historical correlation.
- A setup: 2.0 standard deviation divergence.
- B setup: 1.5 standard deviation divergence.
- C setup: Less than 1.5 standard deviation divergence.
Market Selection Criteria
- Instruments are pairs of highly correlated stocks.
- Minimum daily volume of 2 million shares for each stock.
- Volatility of the spread should be stable.
Statistical Edge Metrics
- Expected win rate is 70%.
- Average win is 1R.
- Average loss is 1R.
- Profit factor is 2.3.
- Expectancy per trade is +0.4R.
Failure Conditions
- Strategy fails if the correlation between the pair breaks down.
- A fundamental change in one of the companies can cause a permanent divergence.
- Avoid during times of high market stress.
Psychological Rules
- Must be patient and wait for the statistical signal.
- Avoid closing the trade early before the spread reverts to the mean.
- Trust the statistical model and do not interfere with the trade.
Advanced Components
- Market regime detection is not used.
- Volatility filter monitors the VIX for signs of market stress.
- Correlation filter is the core of the strategy.
- Multi-timeframe alignment is not applicable.
Location
- Strongest in stable, range-bound markets.
- Weakest during market panics or when a sector is undergoing a major shift.
- The strategy's success depends on the stability of the pair's relationship.