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A CI provides a range of population values with which a sample statistic is consistent at a given level of confidence (usually 95%). Even if these stock returns were distributed multivariate normal, we would expect some of our sample statistics to exhibit (spurious) skewness. By using the variability taken from these subsample or replicate statistics, the replication method estimates the variance of the full sample statistic. |
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