In choosing how many principal components to use in constructing our risk measure, we looked at each component for its economic interpretation (Table 1). Based on the factor loadings (the correlations of each component with their associated risk measure) the first component captures the effect of bond spreads, which can be interpreted as reflecting risk aversion on the part of global investors(Herrmann and Mihaljek, 2010).