Question

In: Statistics and Probability

Data was collected from students to determine the effects on overall grade average and number of...


Data was collected from students to determine the effects on overall grade average and number of hours spent playing video games per week.

Grade   Hours/Week
20 23
96 3
74 6
85 5
67 8
56 14
79 4
65 7
Which is the:
-Independent variable?   _______________________
-Dependent variable?   _______________________

-Calculate the coefficient of correlation and interpret the results.

-Determine both the coefficient of determination and non-determination and explain the result.


-Determine the unrounded regression equation for this data set.


-Using the regression equation predict the grade average when 15 hours are played per week. Show all work involved in finding your answer.

Solutions

Expert Solution

Independent variable = Hours/Week
Dependent variable = Grade

The coefficient of correlation:

Table 1:

Table 2:

Use this formula to calculate the Correlation Coefficient:

So, the correlation coefficient is -0.965.

Interpretation:

It means there is a negative correlation between Hours/Week and Grade. When students playing video games hours per week then the students Grand will decrease.

The coefficient of determination:

Take the Sqaure of Correlation Coefficient

r = -0.965

r square = = 0.9312 or we can write 93.12%

The non-determination:

1-0.9312 = 0.0688 or we can write 6.88%

The unrounded regression equation:

From above Table 2 :

Where m is the Slope and n is the intercept of our regression equation:

Now predict the Grade from given Hours/Week = 15

Y = 96.809 - 3.321 * 15

Y = 96.809 - 49.815

Y = 46.994

So when a student spent 15 Hours/Week then the Grade will be 46.994 from Regreesion Equation.


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