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Final Presentation. Mingwei Lei Econ 201. Research Idea. Past research have shown evidence of high asset correlations in the period of heightened market volatility: Campbell, Koedijk, and Kofman- 2002 Butler Joaquin This phenomenon is also well known in the business industry
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Final Presentation Mingwei Lei Econ 201
Research Idea • Past research have shown evidence of high asset correlations in the period of heightened market volatility: • Campbell, Koedijk, and Kofman- 2002 • Butler Joaquin • This phenomenon is also well known in the business industry • Empirical exploration of the relationship between asset returns correlation and market (SPY) volatility
The Process • Pair up stocks to be analyzed along with SPY • Match up data of stocks and SPY • Partition data into periods (1-day, 5-days, 20 days) to be analyzed • Find the optimal sampling frequency to calculate returns correlation for each partition • Plot correlation against market standard deviation • Perform transformations (log, Fisher) to attain a more linear relationship • Perform regression analysis
BAC & GS Correlation vs. Market Standard Deviation (Period – 1 day)
BAC & GS Fisher Transformed Correlation vs. MktStd (Period – 1 day)
BAC & GS Fisher Transformed Corr vs. Ln(MktStd) (Period – 1 day)
BAC & GS Correlation vs. Market Standard Deviation (Period – 5 days)
BAC & GS Fisher Transformed Correlation vs. MktStd (Period – 5 days)
BAC & GS Fisher Transformed Corr vs. Ln(MktStd) (Period – 5 days)
BAC & GS Correlation vs. Market Standard Deviation (Period – 20 days)
BAC & GS Fisher Transformed Correlation vs. MktStd (Period – 20 days)
BAC & GS Fisher Transformed Corr vs. Ln(MktStd) (Period – 20 days)
Conclusions • The results definitely suggest that there exists a negative relationship between asset correlations and market volatility • Results imply that diversification works the least when it is needed the most • Portfolio managers and risk management practices must allow for time variant asset correlations and understand how asset correlations change with the market