Characteristics of volatile return series

Quantitative Risk Management in R

Alexander McNeil

Professor, University of York

Log-returns compared with iid data

  • Can financial returns be modeled as independent and identically distributed (iid)?
  • Random walk model for log asset prices
  • Implies that future price behavior cannot be predicted
  • Instructive to compare real returns with iid data
  • Real returns often show volatility clustering
Quantitative Risk Management in R

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Quantitative Risk Management in R

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