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.

Probability and StatisticsSpearman's Rank CorrelationCorrelationStatistics
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, d2=36+16+9+1+1+49+16+16=144\sum d^2 = 36 + 16 + 9 + 1 + 1 + 49 + 16 + 16 = 144.
The formula for Spearman's rank correlation coefficient is:
rs=16d2n(n21)r_s = 1 - \frac{6 \sum d^2}{n(n^2 - 1)}
where nn is the number of pairs of data, which in our case is n=8n=8.
Plugging in the values, we get:
rs=16×1448(821)=18648(641)=18648(63)=1864504=1127=7127=57r_s = 1 - \frac{6 \times 144}{8(8^2 - 1)} = 1 - \frac{864}{8(64 - 1)} = 1 - \frac{864}{8(63)} = 1 - \frac{864}{504} = 1 - \frac{12}{7} = \frac{7-12}{7} = -\frac{5}{7}.

3. Final Answer

The Spearman's rank correlation coefficient is 57-\frac{5}{7}.
rs=5/70.714r_s = -5/7 \approx -0.714
Final Answer: The final answer is 5/7\boxed{-5/7}

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