Portfolio risk management in a data-rich environment
Mohammed Bouaddi () and
Abderrahim Taamouti
Financial Markets and Portfolio Management, 2012, vol. 26, issue 4, 469-494
Abstract:
We study risk assessment using an optimal portfolio in which the weights are functions of latent factors and firm-specific characteristics (hereafter, diffusion index portfolio). The factors are used to summarize the information contained in a large set of economic data and thus reflect the state of the economy. First, we evaluate the performance of the diffusion index portfolio and compare it to both that of a portfolio in which the weights depend only on firm-specific characteristics and an equally weighted portfolio. We then use value-at-risk, expected shortfall, and downside probability to investigate whether the weights-modeling approach, which is based on factor analysis, helps reduce market risk. Our empirical results clearly indicate that using economic factors together with firm-specific characteristics helps protect investors against market risk. Copyright Swiss Society for Financial Market Research 2012
Keywords: Portfolio weights modeling; Factor analysis; Principal components; Portfolio performance; Value-at-risk; Expected shortfall; Downside probability; C13; C43; G11; G19 (search for similar items in EconPapers)
Date: 2012
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Persistent link: https://EconPapers.repec.org/RePEc:kap:fmktpm:v:26:y:2012:i:4:p:469-494
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DOI: 10.1007/s11408-012-0199-9
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