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Published byReginald Caldwell Modified over 9 years ago
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Global Asset Allocation Use of momentum in trading across industry sectors Yuri Krapivin Yuk Ping Ng Pierre Oustinow Jonathan Steinmetz Terence Tong
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Agenda Objective Objective Implementation & Methodology Implementation & Methodology Results Results Improvements Improvements
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Objective Develop and test a momentum based strategy to trade across Industry Sectors Develop and test a momentum based strategy to trade across Industry Sectors
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Implementation Data: Data: 130 S&P500 sectors Monthly returns from Jan 83 to Mar 00 Principle: Principle: Sort according return (univariate model) Form BUY and SELL portfolios Take new position every month
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Methodology - Portfolios BUY Portfolio BUY Portfolio Top x% performers in terms of total return for periods varying between 1 month and 1 year in the past SELL Portfolio SELL Portfolio Worst x% performers
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Methodology – Trading positions Monthly trading positions: Monthly trading positions: Long “BUY portfolio” for a period varying between 1 month and 1 year Short “SELL portfolio” for a period varying between 1 month and 1 year No cash investment: Short position finances Long position
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Results – Portfolio composition Sample: Jan 84 - Dec 94 Sample: Jan 84 - Dec 94 Higher total returns achieved for: Higher total returns achieved for: Portfolios: top / bottom 5% Trading position (backward / forward): 1/1, 12/1, 12/6 Consistent across portfolio (fractile) composition
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Results – Portfolio performance
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Annual Results 12/6 W/O Knockout
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Results – Returns w/o Knockout
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Results – Returns w/ Knockout
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Results In Sample: Knock out does not substantially improve performance In Sample: Knock out does not substantially improve performance Out of Sample: Knock out significantly decreases returns performance Out of Sample: Knock out significantly decreases returns performance Knock out should not be used in conjunction with a momentum strategy Knock out should not be used in conjunction with a momentum strategy
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Theory Momentum effect is not sector specific but moves across sectors Momentum effect is not sector specific but moves across sectors A momentum based trading strategy should therefore account for momentum shifting across industry sectors A momentum based trading strategy should therefore account for momentum shifting across industry sectors
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Improvements Calculate market exposure Calculate market exposure Consider other time periods Consider other time periods Extend to other asset classes and/or other markets Extend to other asset classes and/or other markets On / Off Trigger On / Off Trigger Optimize in conjunction with other asset classes Optimize in conjunction with other asset classes
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