Question

In: Statistics and Probability

The number of students in one of the small towns reached (2000) male and female students,...

The number of students in one of the small towns reached (2000) male and female students, who move to their schools by means, as in the following table:

Walking Private Transportation School Transportation TOTAL
Male 340 590 120 1050
Female 260 560 130 960
TOTAL 600 1150 250 2000

Study the relationship between the type of pupils and the mode of transportation, and answer the following questions:

A - Formulate the appropriate null hypothesis.

B - Determine the value of the appropriate level of significance.

C - Set the degrees of freedom.

D - Calculate the value of a square of X2.

E - Extract the critical X² value from the table. And - test your zero hypothesis, and make the appropriate decision about it, and what does it mean?

Solutions

Expert Solution

(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
H0​: The two variables - the type of pupils and the mode of transportation are independent
Ha​: The two variables - the type of pupils and the mode of transportation are dependent

This corresponds to a Chi-Square test of independence.

(2)

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

(3)Degrees of Freedom
The number of degrees of freedom is df = (2 - 1) * (3 - 1) = 2


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

(5) 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) * (3 - 1) = 2, so the critical value is 5.9915.
Then the rejection region for this test becomes R={χ2:χ2>5.9915}.

P-value
The corresponding p-value for the test is p=Pr(χ2​>6.8664)=0.0323

The decision about the null hypothesis
Since it is observed that χ2=6.8664>χ2_c​rit=5.9915, it is then concluded that the null hypothesis is rejected.

Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that the two variables 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.


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