Maths Physics Correlation
1. **State the problem:** We are given scores of 20 students in Mathematics and Physics and asked to find the relationship using the Pearson product-moment correlation coefficient. Then, we need to interpret the result.
2. **Recall Pearson correlation formula:**
$$r = \frac{n\sum xy - (\sum x)(\sum y)}{\sqrt{[n\sum x^2 - (\sum x)^2][n\sum y^2 - (\sum y)^2]}}$$
where $x$ is Mathematics scores, $y$ is Physics scores, and $n=20$.
3. **List the scores:**
- Mathematics $x$: 98, 97, 95, 94, 93, 91, 90, 89, 88, 87, 86, 84, 83, 81, 80, 79, 77, 76, 75, 74
- Physics $y$: 76, 75, 72, 70, 68, 66, 44, 60, 58, 57, 56, 54, 52, 50, 48, 46, 44, 45, 62, 77
4. **Calculate sums:**
$$\sum x = 1662$$
$$\sum y = 1083$$
$$\sum x^2 = 139470$$
$$\sum y^2 = 61547$$
$$\sum xy = 88245$$
5. **Substitute values into formula:**
$$r = \frac{20 \times 88245 - (1662)(1083)}{\sqrt{[20 \times 139470 - 1662^2][20 \times 61547 - 1083^2]}}$$
6. **Calculate numerator:**
$$20 \times 88245 = 1764900$$
$$(1662)(1083) = 1798746$$
$$\text{Numerator} = 1764900 - 1798746 = -33846$$
7. **Calculate denominator:**
$$20 \times 139470 = 2789400$$
$$1662^2 = 2763044$$
$$20 \times 61547 = 1230940$$
$$1083^2 = 1172889$$
Calculate inside square roots:
$$2789400 - 2763044 = 26356$$
$$1230940 - 1172889 = 58051$$
Therefore,
$$\sqrt{26356 \times 58051} = \sqrt{1529889256} \approx 39108.67$$
8. **Calculate $r$:**
$$r = \frac{-33846}{39108.67} \approx -0.865\n$$
9. **Interpretation:**
The correlation coefficient $r \approx -0.865$ indicates a strong negative linear relationship between Mathematics and Physics scores. This means as Mathematics scores increase, Physics scores tend to decrease, and vice versa.
10. **Judgement:**
There is a strong inverse relationship between the performances in Mathematics and Physics in this data set, which is unusual and may warrant further investigation regarding the data or context.