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What is the relationship between the amount of time statistics students study per week and their...

What is the relationship between the amount of time statistics students study per week and their final exam scores? The results of the survey are shown below.

Time 12 0 3 14 14 9 0 13 10
Score 95 60 73 85 86 89 65 97 93
  1. Find the correlation coefficient: r=r=    Round to 2 decimal places.
  2. The null and alternative hypotheses for correlation are:
    H0:H0: ? μ ρ r  == 0
    H1:H1: ? ρ μ r   ≠≠ 0
    The p-value is:    (Round to four decimal places)








  3. Use a level of significance of α=0.05α=0.05 to state the conclusion of the hypothesis test in the context of the study.
    • There is statistically insignificant evidence to conclude that a student who spends more time studying will score higher on the final exam than a student who spends less time studying.
    • There is statistically significant evidence to conclude that a student who spends more time studying will score higher on the final exam than a student who spends less time studying.
    • There is statistically significant evidence to conclude that there is a correlation between the time spent studying and the score on the final exam. Thus, the regression line is useful.
    • There is statistically insignificant evidence to conclude that there is a correlation between the time spent studying and the score on the final exam. Thus, the use of the regression line is not appropriate.
  4. r2r2 =  (Round to two decimal places)
  5. Interpret r2r2 :
    • 79% of all students will receive the average score on the final exam.
    • There is a large variation in the final exam scores that students receive, but if you only look at students who spend a fixed amount of time studying per week, this variation on average is reduced by 79%.
    • Given any group that spends a fixed amount of time studying per week, 79% of all of those students will receive the predicted score on the final exam.
    • There is a 79% chance that the regression line will be a good predictor for the final exam score based on the time spent studying.
  6. The equation of the linear regression line is:   
    ˆyy^ =  + xx   (Please show your answers to two decimal places)   








  7. Use the model to predict the final exam score for a student who spends 7 hours per week studying.
    Final exam score =  (Please round your answer to the nearest whole number.)   








  8. Interpret the slope of the regression line in the context of the question:
    • The slope has no practical meaning since you cannot predict what any individual student will score on the final.
    • As x goes up, y goes up.
    • For every additional hour per week students spend studying, they tend to score on averge 2.05 higher on the final exam.









  9. Interpret the y-intercept in the context of the question:
    • The best prediction for a student who doesn't study at all is that the student will score 65 on the final exam.
    • If a student does not study at all, then that student will score 65 on the final exam.
    • The average final exam score is predicted to be 65.
    • The y-intercept has no practical meaning for this study.

Ho: ρ = 0
Ha: ρ > 0

Find the Linear Correlation Coefficient
r =

Find the p-value
p-value =   

The p-value is

  • Less than (or equal to) αα
  • Greater than αα

The p-value leads to a decision to

  • Accept Ho
  • Do Not Reject Ho
  • Reject Ho

The conclusion is

  • There is a significant linear correlation between advertising expense and profit.
  • There is a significant positive linear correlation between advertising expense and profit.
  • There is a significant negative linear correlation between advertising expense and profit.
  • There is insufficient evidence to make a conclusion about the linear correlation between advertising expense and profit.

=

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