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Four students in Ms. Alton's class shared the correlation coefficients derived from their data as follows:

Student A: [tex]r = -0.87[/tex]
Student B: [tex]r = -0.78[/tex]
Student C: [tex]r = 0.79[/tex]
Student D: [tex]r = 0.86[/tex]

Whose data had the strongest correlation?

A. Student A
B. Student B
C. Student C
D. Student D


Sagot :

To determine whose data had the strongest correlation, we need to look at the magnitude (absolute value) of the correlation coefficients provided by the four students. Correlation coefficients (denoted as [tex]\( r \)[/tex]) measure the strength and direction of a linear relationship between two variables, ranging from [tex]\(-1\)[/tex] to [tex]\(1\)[/tex]. The closer the absolute value of [tex]\( r \)[/tex] is to [tex]\(1\)[/tex], the stronger the correlation.

Here are the provided correlation coefficients for each student:
- Student A: [tex]\( r = -0.87 \)[/tex]
- Student B: [tex]\( r = -0.78 \)[/tex]
- Student C: [tex]\( r = 0.79 \)[/tex]
- Student D: [tex]\( r = 0.86 \)[/tex]

First, we calculate the absolute values of these correlation coefficients:

[tex]\[ \left| r_A \right| = \left| -0.87 \right| = 0.87 \][/tex]

[tex]\[ \left| r_B \right| = \left| -0.78 \right| = 0.78 \][/tex]

[tex]\[ \left| r_C \right| = \left| 0.79 \right| = 0.79 \][/tex]

[tex]\[ \left| r_D \right| = \left| 0.86 \right| = 0.86 \][/tex]

Now, we compare these absolute values to determine which one is the largest:

[tex]\[ 0.87, \ 0.78, \ 0.79, \ 0.86 \][/tex]

Among these absolute values, [tex]\( 0.87 \)[/tex] is the highest. Therefore, Student A's data had the strongest correlation. The absolute value indicates the strength of the correlation, irrespective of whether it is positive or negative.

Answer: Student A
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