Pairs Trading Analysis Global Asset Allocation Spring 2004
Pairs Trading Analysis Global Asset Allocation Spring 2004 The Hemline Theorists
Pairs Trading Analysis n Introduction n Developing the Model n Results
Introduction n n Long/short, market- and industryneutral strategy Pair selection criteria: • same industry • mature companies • long trading histories • similar exposure to macro factors n Assume reversion to historical value relationships
Developing the Model n Variable selection • Stock price ratio • Dividend yield ratio n Selecting in-sample period and data frequency • Daily data: 1987 -2004
Pairs Trading Analysis: Model Parameters n n n Variables Switched on or off Deviation from mean historical ratio required for trade signal Translation of individual variable trade signals into overall trade signal
Selecting Pairs – Ford and GM GM introduces its "GM 10" family of newly redesigned midsize cars. Restores profitability through streamlined operations. Ford announces highest earnings in auto industry history GM announces a restructuring of its North American sales and marketing operations, replacing marketing division-specific organizations with a single sales
Model Demonstration
In-Sample Optimization n Find the model parameters that: • Maximize average annual return on trade days • Trade on at least 10% of total days • Limit maximum drawdown to 15% • Sanity check to ensure model works over time and is currently valid
Model Parameters
In-Sample Results
Out-of-Sample Results
Extending the Model to Other Pairs Eli Lilly & Merck Coca-Cola & Pepsi
Pairs Trading Analysis Questions?
In Sample Optimization
In Sample Optimization
In Sample Optimization
In Sample Optimization
- Slides: 17