Pairs Trading Analysis - PowerPoint PPT Presentation

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Pairs Trading Analysis

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Deviation from mean historical ratio required for trade signal ... Sanity check to ensure model works over time and is currently valid. Model Parameters ... – PowerPoint PPT presentation

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Title: Pairs Trading Analysis


1
Pairs Trading Analysis
  • Global Asset Allocation
  • Spring 2004
  • The Hemline Theorists

2
Pairs Trading Analysis
  • Introduction
  • Developing the Model
  • Results

3
Introduction
  • Long/short, market- and industry-neutral strategy
  • Pair selection criteria
  • same industry
  • mature companies
  • long trading histories
  • similar exposure to macro factors
  • Assume reversion to historical value relationships

4
Developing the Model
  • Variable selection
  • Stock price ratio
  • Dividend yield ratio
  • Selecting in-sample period and data frequency
  • Daily data 1987-2004

5
Pairs Trading Analysis Model Parameters
  • Variables Switched on or off
  • Deviation from mean historical ratio required for
    trade signal
  • Translation of individual variable trade signals
    into overall trade signal

6
Selecting Pairs Ford and GM
GM introduces its "GM10" 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
7
Model Demonstration
8
In-Sample Optimization
  • 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

9
Model Parameters
10
In-Sample Results

11
Out-of-Sample Results
12
Extending the Model to Other Pairs
Eli Lilly Merck
Coca-Cola Pepsi
13
Pairs Trading Analysis
  • Questions?

14
In Sample Optimization
15
In Sample Optimization
16
In Sample Optimization
17
In Sample Optimization
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