We are given the marks obtained by 8 students in Mathematics and Physics tests. We are asked to calculate the Spearman's rank correlation coefficient.
2025/4/13
1. Problem Description
We are given the marks obtained by 8 students in Mathematics and Physics tests. We are asked to calculate the Spearman's rank correlation coefficient.
2. Solution Steps
First, we create a table to rank the marks for Mathematics and Physics separately.
| Mathematics | Physics | Rank (Math) | Rank (Physics) | d = Rank(Math) - Rank(Physics) | d^2 |
|---|---|---|---|---|---|
| 8 | 2 | 1 | 7 | -6 | 36 |
| 2 | 6 | 7 | 3 | 4 | 16 |
| 7 | 4 | 2 | 5 | -3 | 9 |
| 6 | 5 | 3 | 4 | -1 | 1 |
| 4 | 3 | 5 | 6 | -1 | 1 |
| 1 | 8 | 8 | 1 | 7 | 49 |
| 3 | 7 | 6 | 2 | 4 | 16 |
| 5 | 1 | 4 | 8 | -4 | 16 |
Next, we calculate the sum of the squared differences, .
The formula for Spearman's rank correlation coefficient is:
where is the number of pairs of data, which in our case is .
Plugging in the values, we get:
.
3. Final Answer
The Spearman's rank correlation coefficient is .
Final Answer: The final answer is