Suppose you have two investment options to choose for your savings. The first one is a global stock index of the largest 500 companies in the world (x) and the other is a new alternative asset called Bitcoin (y). Find the covariance between the Stock Index and Bitcoin. Find the correlation. What do you observe? Find the Z-score for the global stock index in year 3. Find the Z-score for Bitcoin in year 2.
Figure 1: Stock Index vs. Bitcoin
Year |
Stock Index |
Bitcoin |
1 |
100 |
25 |
2 |
105 |
5 |
3 |
115 |
5 |
4 |
105 |
40 |
5 |
125 |
25 |
In Co-variance table:
The Co-Variance is -15 between Stock and Bitcoin. Where Co-Variance tells about relationship.
when Co-Variance is negative it's means negative relationship between Stock and Bitcoin.
But doesn't tells about how much relationship where we need correlation.
In Correlation table:
Value is -0.125 where negative means negative relationship and value tells how much. So that is low correlation.
Z score Formula is:
Z = (X-average)/standard deviation
First, we need to calculate the mean and standard deviation for group.
where X is the value of data.
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