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…A Quantitative Approach
Global Asset Allocation Term 3, 2005 Matthew Morse Jason Teeters J.J. Haines
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Overview Hypothesis: Develop a market-neutral long/short strategy
Motivated by a “pairs trading” strategy which is designed to hedge industry specific risk Identify a dynamic portfolio strategy which outperforms a general pairs trading strategy through the creation of a “basket” of securities Industry-specific long and short “baskets” are identified on a monthly basis through a screen of targeted fundamental factors Identify industry sectors which consistently produce excess returns
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Overview Methodology:
Identify industries and potential fundamental factors Screen and alpha test individual factors across industry sectors Score and combine individual factors Alpha test combined industry long/short “baskets” Evaluate which industries produce consistent excess returns Evaluate trading strategies
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Industries Communications Manufacturing Transportation Consumer
Healthcare
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Screens Factors: Short Interest - total short positions currently open for a given equity as a percentage of total shares Fundamental Debt Factor - incorporates information about cost of debt and leverage ratio Change in Consensus – Percent change in EPS estimate (IBES)
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In Sample
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Healthcare Communication Consumer Products
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Manufacturing Transportation
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Healthcare – In Sample
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Communications – In Sample
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Consumer – In Sample
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Manufacturing – In Sample
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Transportation – In Sample
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Out of Sample
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Healthcare Communication Consumer Products
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Manufacturing Transportation
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Healthcare – Out Sample
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Communications – Out Sample
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Consumer – Out Sample
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Manufacturing – Out Sample
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Transportation – Out Sample
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Optimization
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Optimization Value Weighted Equal Weighted
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Conclusions Intra-sector excess returns appear to be consistently available Inconsistent “in-sample” and “out-of-sample” results within certain industry sectors Additional analysis should lead to effective factors which could consistently produce intra-sector excess returns
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Next Steps Develop and evaluate additional factors which isolate industry specific excess returns Test additional industry sectors and sub-sectors in-sample Vary factors weights across industries Evaluate migration of stocks within fractiles Develop and evaluate sector-specific, and overall, trading strategies as part of an overall hedge fund charter
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