In: Statistics and Probability
. Find the z-score for Kohl’s for Profit Margin. Also, find the z-score for Kohl’s for Price/Sales. Describe, in a few sentences, the meaning of these z-scores.
| Profit Margin |
| (cents per $1 sales) |
| 7 |
| 2 |
| 1 |
| 11 |
| 6 |
| 3 |
| 4 |
| -9 |
| 3 |
| 2 |
| 3 |
| 2 |
| -2 |
| 10 |
| 2 |
| -2 |
| 2 |
| 5 |
| -3 |
| 2 |
| 1 |
| 6 |
| -3 |
| -1 |
| 5 |
| 3 |
| 4 |
| 5 |
| 4 |
| 7 |
| 3 |
| 1 |
| 4 |
| -16 |
| -1 |
| -4 |
| 8 |
| 6 |
| 2 |
| 4 |
| 7 |
| 1 |
| 4 |
| Price to Sales |
| (ratio) |
| 0.8 |
| 0.4 |
| 0.2 |
| 1.1 |
| 1.2 |
| 0.4 |
| 0.4 |
| 0.1 |
| 0.3 |
| 0.6 |
| 0.3 |
| 0.2 |
| 0.1 |
| 0.2 |
| 0.7 |
| 0.2 |
| 0.2 |
| 0.7 |
| 0.1 |
| 0.3 |
| 0.7 |
| 0.6 |
| 0.1 |
| 0.1 |
| 0.3 |
| 0.5 |
| 0.5 |
| 0.5 |
| 0.4 |
| 0.8 |
| 0.6 |
| 0.2 |
| 0.5 |
| 0.1 |
| 0.1 |
| 0.1 |
| 1.2 |
| 0.6 |
| 0.2 |
| 0.5 |
| 0.9 |
| 0.5 |
| 0.5 |



| Profit Margin(cents per $1 sales) (Xi) | Z = (Xi -Mean(X)) /SD(X) |
| 7 | 0.9924 |
| 2 | -0.0639 |
| 1 | -0.2751 |
| 11 | 1.8375 |
| 6 | 0.7812 |
| 3 | 0.1474 |
| 4 | 0.3586 |
| -9 | -2.3877 |
| 3 | 0.1474 |
| 2 | -0.0639 |
| 3 | 0.1474 |
| 2 | -0.0639 |
| -2 | -0.9089 |
| 10 | 1.6262 |
| 2 | -0.0639 |
| -2 | -0.9089 |
| 2 | -0.0639 |
| 5 | 0.5699 |
| -3 | -1.1202 |
| 2 | -0.0639 |
| 1 | -0.2751 |
| 6 | 0.7812 |
| -3 | -1.1202 |
| -1 | -0.6976 |
| 5 | 0.5699 |
| 3 | 0.1474 |
| 4 | 0.3586 |
| 5 | 0.5699 |
| 4 | 0.3586 |
| 7 | 0.9924 |
| 3 | 0.1474 |
| 1 | -0.2751 |
| 4 | 0.3586 |
| -16 | -3.8665 |
| -1 | -0.6976 |
| -4 | -1.3314 |
| 8 | 1.2037 |
| 6 | 0.7812 |
| 2 | -0.0639 |
| 4 | 0.3586 |
| 7 | 0.9924 |
| 1 | -0.2751 |
| 4 | 0.3586 |
| Price to Sales (ratio) (Xi) | Z = (Xi -Mean(X)) /SD(X) |
| 0.8 | 1.1899 |
| 0.4 | -0.1391 |
| 0.2 | -0.8036 |
| 1.1 | 2.1867 |
| 1.2 | 2.5189 |
| 0.4 | -0.1391 |
| 0.4 | -0.1391 |
| 0.1 | -1.1358 |
| 0.3 | -0.4713 |
| 0.6 | 0.5254 |
| 0.3 | -0.4713 |
| 0.2 | -0.8036 |
| 0.1 | -1.1358 |
| 0.2 | -0.8036 |
| 0.7 | 0.8577 |
| 0.2 | -0.8036 |
| 0.2 | -0.8036 |
| 0.7 | 0.8577 |
| 0.1 | -1.1358 |
| 0.3 | -0.4713 |
| 0.7 | 0.8577 |
| 0.6 | 0.5254 |
| 0.1 | -1.1358 |
| 0.1 | -1.1358 |
| 0.3 | -0.4713 |
| 0.5 | 0.1932 |
| 0.5 | 0.1932 |
| 0.5 | 0.1932 |
| 0.4 | -0.1391 |
| 0.8 | 1.1899 |
| 0.6 | 0.5254 |
| 0.2 | -0.8036 |
| 0.5 | 0.1932 |
| 0.1 | -1.1358 |
| 0.1 | -1.1358 |
| 0.1 | -1.1358 |
| 1.2 | 2.5189 |
| 0.6 | 0.5254 |
| 0.2 | -0.8036 |
| 0.5 | 0.1932 |
| 0.9 | 1.5222 |
| 0.5 | 0.1932 |
| 0.5 | 0.1932 |
Z-scores follow Standard normal distribution with mean 0 and standard deviation 1
Z-scores are majorly used for standardizing the values so that values on different scales can be compared.