Thus, factors that explain futures returns cannot
explain changes in volatility
• We then factor analyze the covariance matrix of the
residuals from these regressions. If there is
unspanned stochastic volatility in the data we should
see large common variation in the residuals
• We find that typically the first two PC explain over
80% of the variation in the residuals