Skewness, Kurtosis, and Correlation Flashcards
Positive Skew - the mode is less than than the…which is..
Negative Skew - the mean is less than the…which is…
the mode is less than the median, which is less than the mean.
the mean is less than the median, which is less than the mode.
Which Skewness is more attractive to investors?
Positive Skew, as the mean of return is higher than the median.
Sample Skewness for n>100 formula is:
SK ≈ (1/n) * Summation of all (deviations (Xi) - Xbar)^3 / S^3
Kurtosis is the statistical measure that indicates..
the combined weight of the tails of the distribution relative to the rest of the distribution.
What do greater deviations, most of the times mean?
Increased risk.
A normal distribution has kurtosis of
Fat-tailed distribution has a kurtosis of above
Thin-tailed distribution of below
A normal distribution has kurtosis of 3.0
Fat-tailed distribution has a kurtosis of above 3
Thin-tailed distribution of below 3.0
For a large sample size (n = 100 or more), sample excess kurtosis (Ke) is:
Ke ≈ ( (1/n) * Summation of all (deviations Xi - Xbar)^4 / S^4 ) - 3
Skewness is a measure free of?
Scale.