Question

In: Statistics and Probability

Is there a correlation between the two bowlers themselves? In other words – does Aron’s score in each game depend on Mjorgan’s score at all?

Aron
1 2 3 4 Average

8/6/2017

90 138 118 105 112.8
8/19/2017 162 101 120 145 132
9/16/2017 101 129 132 111 118.3
Average 117.7 122.7 123.3 120.3 121
Mjorgan
1 2 3 4 Average
8/6/2017 115 88 94 102 99.8
8/19/2017 89 75 77 90 82.8
9/16/2017 74 110 117 90 97.8
Average 92.7 91 96 94 93.4

Is there a correlation between the two bowlers themselves? In other words – does Aron’s score in each game depend on Mjorgan’s score at all? You might want to create a data table of each bowler’s score in each respective game to find out. Develop a statistical model to estimate Aron’s score based on Mjorgan’s score, then interpret its findings and its accuracy.

Solutions

Expert Solution

We first arrange the data in the below manner

Arons Mjorgan
90 115
138 88
118 94
105 102
162 89
101 75
120 77
145 90
101 74
129 110
132 117
111 90

Using the corellation functon in excel =CORREL () we find the correlation coefficeint

The correlation coefficient = 0.01048

Using regression we find the below results

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.01048
R Square 0.00011
Adjusted R Square -0.09988
Standard Error 22.03966
Observations 12
ANOVA
df SS MS F Significance F
Regression 1 0.533571 0.533571 0.001098 0.974213
Residual 10 4857.466 485.7466
Total 11 4858
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 119.6154 42.25733 2.830644 0.017832 25.46024 213.7706 25.46024 213.7706269
Mjorgan 0.014821 0.447197 0.033143 0.974213 -0.98159 1.011238 -0.98159 1.011237779

Here we see that the significance F = 0.97 which is more than 0.05 hence the model is imsignificant

Using the model we can say Arons score = 119.61 + 0.014821 * Mjorgan

As the significance is not good the equations accuracy will we extremely poor


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