In: Statistics and Probability
5. A Pearson correlation statistic is only valid when the relationship between the two quantitative (continuous) variables is ____________.
CityID |
FLUORIDE (ppm) |
CARIES |
1 |
1.9 |
236 |
2 |
2.6 |
246 |
3 |
1.8 |
252 |
4 |
1.2 |
258 |
5 |
1.2 |
281 |
6 |
1.2 |
303 |
7 |
1.3 |
323 |
8 |
0.9 |
343 |
9 |
0.6 |
412 |
10 |
0.5 |
444 |
11 |
0.4 |
556 |
12 |
0.3 |
652 |
13 |
0.0 |
673 |
14 |
0.2 |
703 |
15 |
0.1 |
706 |
16 |
0.0 |
722 |
17 |
0.2 |
733 |
18 |
0.1 |
772 |
19 |
0.0 |
810 |
20 |
0.1 |
823 |
21 |
0.1 |
1037 |
A Pearson correlation statistic is only valid when the relationship between the two quantitative (continuous) variables is linear.
The slope of the line is given as,
b = r Sy / Sx
where Sx and Sy are standard deviations of X and Y which are always positive.
So, if the slope of a line is positive, to the Pearson correlation statistic, r is positive. And, if the slope of a line is negative, to the Pearson correlation statistic, r is negative.
a.
b)
With the increase in Fluoride, there is decrease in Caries. Thus there is negative association between Fluoride and Caries.
c)
Let x be Fluoride and y be Caries
= -0.86