Ch. 20Strategy #683

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.