Following are the marks obtained by eight students in two subjects as given below :
Calculate the Spearman's rank correlation coefficients.
To calculate Spearman's rank correlation coefficient for the given data, follow these steps:
Step 1: Rank the data for each subject (Computer and Statistics) separately.
For Computer:
- Rank the Computer scores, ignoring ties but taking the average of the ranks when there are ties.
- Compute the differences between the original student order and the ranked order.
Students | Computer | Rank (Computer) | Difference
1 46 2 -1
2 65 4.5 1.5
3 86 7 4
4 69 5 1
5 75 6 1
6 48 3 -3
7 70 5 -2
8 68 4 -4
For Statistics:
- Rank the Statistics scores, ignoring ties but taking the average of the ranks when there are ties.
- Compute the differences between the original student order and the ranked order.
Students | Statistics | Rank (Statistics) | Difference
1 55 1 0
2 54 2.5 0.5
3 77 5 2
4 75 4 0
5 49 2 -3
6 70 3.5 -2.5
7 70 3.5 -3.5
8 52 1 -1
Step 2: Square the "Difference (Computer)" and "Difference (Statistics)" for each student and compute the sum of the squared differences.
Σ(Difference (Computer)²) = (-1)² + (1.5)² + (4)² + (1)² + (1)² + (-3)² + (-2)² + (-4)² = 39.25
Σ(Difference (Statistics)²) = 0² + 0.5² + 2² + 0² + (-3)² + (-2.5)² + (-3.5)² + (-1)² = 28.75
Step 3: Calculate Spearman's rank correlation coefficient (ρ) using the formula:
ρ = 1 - [6 * Σ(Difference (Computer)²) / (n(n² - 1))]
ρ = 1 - [6 * 39.25 / (8(8² - 1))] ≈ 1 - [6 * 39.25 / (8 * 63)] ≈ 1 - 0.36830357 ≈ 0.6317 (rounded to 4 decimal places)
So, Spearman's rank correlation coefficient (ρ) is approximately 0.6317. This indicates a moderate positive correlation between the ranks of Computer and Statistics scores.