Question

In: Statistics and Probability

1. Kevin Stefanski wanted to see if there is a relationship between the number of penalties...

1. Kevin Stefanski wanted to see if there is a relationship between the number of penalties the Cleveland Browns players receive a year and the number of presents they receive for the holidays. He takes a random sample of nine players. The data is presented in the table below.

Number of Penalties (X)

X2

Number of Presents (Y)

Y2

XY

0

0

15

225

0

4

16

2

4

8

5

25

5

25

25

0

0

13

169

0

16

256

1

1

16

8

64

3

9

24

42

1,764

2

4

84

1

1

80

6,400

80

10

100

37

1,369

370

ΣX = 86

ΣX2 = 2,226

ΣY = 158

ΣY2 = 8,206

ΣXY = 607

1A. Conduct a hypothesis test using the following steps. Set alpha = 0.05, two-tailed.

Step 1: State the hypotheses in symbols (including both H0and H1).

Step 2: Set up the criteria for making the decision. That is, find the critical value.

Step 3: Summarize the data into the appropriate test-statistic. That is, compute the correlation.

Step 4: Evaluate the Null Hypothesis (Reject or Fail to Reject?).

Step 5: State your conclusion (in words).

1B. What proportion of variability of number of presents received can be explained by the variability of number of penalties?

Solutions

Expert Solution

X Y XY
0 15 0 0 225
4 2 8 16 4
5 5 25 25 25
0 13 0 0 169
16 1 16 256 1
8 3 24 64 9
42 2 84 1764 4
1 80 80 1 6400
10 37 370 100 1369
Ʃx = Ʃy = Ʃxy = Ʃx² = Ʃy² =
86 158 607 2226 8206

SSxx = Ʃx² - (Ʃx)²/n = 2226 - (86)²/9 =    1404.222222

SSyy = Ʃy² - (Ʃy)²/n = 8206 - (158)²/9 =    5432.222222

SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 607 - (86)(158)/9 =    -902.7777778

1.

Null and alternative hypothesis:  

Ho: ρ = 0  

Ha: ρ ≠ 0  

2.

df = n-2 =    7

Critical value, t_c = T.INV.2T(0.05, 7) =+ 2.3646, + 2.3646

3.

Correlation coefficient, r = SSxy/√(SSxx*SSyy)

= -902.77778/√(1404.22222*5432.22222) = -0.3269

Test statistic :    

t = r*√(n-2)/√(1-r²) = -0.3269 *√(9 - 2)/√(1 - -0.3269²) = -0.9151

4.

Fail to reject the null hypothesis.

5.

Conclusion:

There is enough evidence to conclude that there is a relationship between the number of penalties the Cleveland Browns players receive a year and the number of presents they receive for the holidays.

1B.

Coefficient of determination, r² = (SSxy)²/(SSxx*SSyy)

= (-902.77778)²/(1404.22222*5432.22222) = 0.1068

10.68% of variability of number of presents received can be explained by the variability of number of penalties.


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