Question

In: Statistics and Probability

As part of a study on stress and its effects on aging, researchers measured telomere length...

As part of a study on stress and its effects on aging, researchers measured telomere length in blood cells of healthy premenopausal women with chronically ill children.

Here is a link to the data.

Question: What is the correlation coefficient for these variables? Calculate your answer using the function =correl(array 1, array2) in microsoft excel. Answer to three decimal places.

1 1.63
1 1.24
1 1.33
2 1.5
2 1.42
2 1.36
2 1.32
3 1.47
2 1.24
4 1.51
4 1.31
5 1.36
5 1.34
5 1.57
4 1.03
4 0.84
5 0.94
5 1.03
5 1.14
6 1.17
6 1.23
6 1.25
6 1.31
6 1.34
7 1.36
6 1.22
8 1.32
8 1.28
8 1.26
7 1.18
7 1.03
8 1.1
8 1.13
8 0.98
10 0.85
10 1.05
12 1.15
12 1.14
12 1.56

B. Based on your calculated correlation coefficient, how would you describe the correlation between the length of telomeres and and the number of years healthy pre-menopausall woman cared for chronically ill children?

strong negative

weak negative

weak positive

strong positive

no correlation

C. Based on the correlation between telomere and caring for chronically ill children, how would you expect stress to impact aging?

Increased stress increases the rate of aging, as seen by shorter telomeres.

Increased stress increases the rate of aging, as seen by longer telomeres.

Increased stress decreases the rate of aging, as seen by shorter telomeres.

The absence of a correlation between telomeric length and carying for a chronically ill child suggests that stress does not impact aging.

Solutions

Expert Solution

A.

X Y

X-Mx

Y-My (X-Mx)^2 (Y-My)^2 (X-Mx)(Y-My)
1 1.63 -4.718 0.387 22.259 0.15 -1.824
1 1.24 -4.718 -0.003 22.259 0 0.016
1 1.33 -4.718 0.087 22.259 0.008 -0.409
2 1.5 -3.718 0.257 13.823 0.066 -0.954
2 1.42 -3.718 0.177 13.823 0.031 -0.657
2 1.36 -3.718 0.117 13.823 0.014 -0.434
2 1.32 -3.718 0.077 13.823 0.006 -0.285
3 1.47 -2.718 0.227 7.387 0.051 -0.616
2 1.24 -3.718 -0.003 13.823 0 0.012
4 1.51 -1.718 0.267 2.951 0.071 -0.458
4 1.31 -1.718 0.067 2.951 0.004 -0.115
5 1.36 -0.718 0.117 0.515 0.014 -0.084
5 1.34 -0.718 0.097 0.515 0.009 -0.069
5 1.57 -0.718 0.327 0.515 0.107 -0.235
4 1.03 -1.718 -0.213 2.951 0.046 0.366
4 0.84 -1.718 -0.403 2.951 0.163 0.693
5 0.94 -0.718 -0.303 0.515 0.092 0.218
5 1.03 -0.718 -0.213 0.515 0.046 0.153
5 1.14 -0.718 -0.103 0.515 0.011 0.074
6 1.17 0.282 -0.073 0.08 0.005 -0.021
6 1.23 0.282 -0.013 0.08 0 -0.004
6 1.25 0.282 0.007 0.08 0 0.002
6 1.31 0.282 0.067 0.08 0.004 0.019
6 1.34 0.282 0.097 0.08 0.009 0.027
7 1.36 1.282 0.117 1.644 0.014 0.15
6 1.22 0.282 -0.023 0.08 0.001 -0.007
8 1.32 2.282 0.077 5.208 0.006 0.175
8 1.28 2.282 0.037 5.208 0.001 0.084
8 1.26 2.282 0.017 5.208 0 0.038
7 1.18 1.282 -0.063 1.644 0.004 -0.081
7 1.03 1.282 -0.213 1.644 0.046 -0.274
8 1.1 2.282 -0.143 5.208 0.021 -0.327
8 1.13 2.282 -0.113 5.208 0.013 -0.259
8 0.98 2.282 -0.263 5.208 0.069 -0.601
10 0.85 4.282 -0.393 18.336 0.155 -1.684
10 1.05 4.282 -0.193 18.336 0.037 -0.828
12 1.15 6.282 -0.093 39.464 0.009 -0.586
12 1.14 6.282 -0.103 39.464 0.011 -0.649
12 1.56 6.282 0.317 39.464 0.1 1.989
Mx: 5.718 My: 1.243 Sum: 349.897 Sum: 1.392 Sum: -7.443

X Values
∑ = 223
Mean = 5.718
∑(X - Mx)2 = SSx = 349.897

Y Values
∑ = 48.49
Mean = 1.243
∑(Y - My)2 = SSy = 1.392

X and Y Combined
N = 39
∑(X - Mx)(Y - My) = -7.443

R Calculation
r = ∑((X - My)(Y - Mx)) / √((SSx)(SSy))

r = -7.443 / √((349.897)(1.392)) = -0.3373
B. As r is negative and less than 0.50, so it is weak and negatively correlated

So answer is weak negative

C. Increased stress decreases the rate of aging, as seen by shorter telomeres.


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