Question

In: Statistics and Probability

Your task is this: conduct one of the two possible tests on the data in slide...

Your task is this: conduct one of the two possible tests on the data in slide 14 (regression or correlation). Refer to the previous slides in doing the exercise. Be sure to provide a write up (narrative), which explains both the statistical significance (slide 8) and the practical significance (slide 11). A sentence for each kind of significance is sufficient.

  • Perform the appropriate test and provide a narrative write up for the Depression and Anxiety analysis.
  • Remember, state the statistical and practical significances.

Depress Anxiety

79 80

87 97

95 85

93 85

86 94

96 94

95 94

98 76

84 61

97 97

97 97

97 88

100 97

98 94

94 88

98 97

98 94

94 73

89 94

93 82

83 79

90 97

88 100

84 91

93 94

86 94

84 88

88 94

92 94

95 89

95 79

83 76

Solutions

Expert Solution

Let us calculate the corerlation coefficient and test it:

Let us denote x as depression and y as anxiety.

The correlation is calculated by

where

  

We need the square of x and y and the cross products.

x y x^2 y^2 x*y
79 80 6241 6400 6320
87 97 7569 9409 8439
95 85 9025 7225 8075
93 85 8649 7225 7905
86 94 7396 8836 8084
96 94 9216 8836 9024
95 94 9025 8836 8930
98 76 9604 5776 7448
84 61 7056 3721 5124
97 97 9409 9409 9409
97 97 9409 9409 9409
97 88 9409 7744 8536
100 97 10000 9409 9700
98 94 9604 8836 9212
94 88 8836 7744 8272
98 97 9604 9409 9506
98 94 9604 8836 9212
94 73 8836 5329 6862
89 94 7921 8836 8366
93 82 8649 6724 7626
83 79 6889 6241 6557
90 97 8100 9409 8730
88 100 7744 10000 8800
84 91 7056 8281 7644
93 94 8649 8836 8742
86 94 7396 8836 8084
84 88 7056 7744 7392
88 94 7744 8836 8272
92 94 8464 8836 8648
95 89 9025 7921 8455
95 79 9025 6241 7505
Total 2846 2766 262210 249130 254288

We shall test the correlation coefficient for significance:

The null hypothesis: There is no correlation between X and Y.

Alternate Hypothesis: There is a correlation between X and Y

ie

Level of significance :

Test statistc : follows a t with 31-2=29 df.

.

The critical value of t=2.0452. Since the calculated value of t <teh critical value, we fail to reject the null hypothesis. Hence, we conclude that there is not enough evidence to claim that there is a correlatio n between Depression and anxiety.


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