Question

In: Statistics and Probability

15 pts) Below is a 2x2 contingency table presenting data related to grade level and owning...

  1. 15 pts) Below is a 2x2 contingency table presenting data related to grade level and owning a cell phone.

Cell Phone?

11th grade

12th grade

Total

Yes

59

50

109

No

6

3

9

Total

65

53

118

Conduct a hypothesis test to determine if having a cell phone is independent of one’s grade level.

  1. (3 pts) State the hypotheses.
  1. (3 pt) State the test statistic.
  1. (3 pt) State the p-value.
  1. (3 pt) State your decision.
  1. (3 pts) State your conclusion.

Solutions

Expert Solution

Since the level of significance is not provided assuming it to be 5%.

(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
H0​: The two variables are independent i.e. having a cell phone is independent of one’s grade level
Ha​: The two variables are dependent i.e. having a cell phone is not independent of one’s grade level

This corresponds to a Chi-Square test of independence.

Degrees of Freedom
The number of degrees of freedom is df = (2 - 1) * (2 - 1) = 1

Critical value and Rejection Region
Based on the information provided, the significance level is α=0.05, the number of degrees of freedom is df = (2 - 1) * (2 - 1) = 1, so the critical value is 3.8415.
Then the rejection region for this test becomes R={χ2:χ2>3.8415}.

(2)Test Statistics
The Chi-Squared statistic is computed as follows:

(3)P-value
The corresponding p-value for the test is p=Pr(χ2​>0.5282)=0.4673

(4)Decision about the null hypothesis
Since it is observed that χ2=0.5282<χ2_c​rit=3.8415, it is then concluded that the null hypothesis is NOT rejected.

(5)Conclusion
It is concluded that the null hypothesis Ho is NOT rejected. Therefore, there is NOT enough evidence to claim that the two variables having a cell phone and grade level are dependent, at the 0.05 significance level.

Conditions:
a. The sampling method is simple random sampling.
b. The data in the cells should be counts/frequencies
c. The levels (or categories) of the variables are mutually exclusive.

Let me know in the comments if anything is not clear. I will reply ASAP! Please do upvote if satisfied!


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