Question

In: Statistics and Probability

Are teacher evaluations independent of grades? After the midterm, a random sample of 284 students were...

Are teacher evaluations independent of grades? After the midterm, a random sample of 284 students were asked to evaluate teacher performance. The students were also asked to supply their midterm grade in the course being evaluated. In this study, only students with a passing grade were included in the summary table. Use a 5% level of significance to test the claim that teacher evaluations are independent of midterm grades.

Midterm Grade

Teacher Evaluation

A

B

C

Row total

Positive

35

33

28

96

Neutral

25

46

35

106

Negative

20

22

40

82

Column Total

80

101

103

284

(A) State the null and alternate hypotheses.

(B) Identify the appropriate sampling distribution: Chi-square test of independence, Chi-square goodness of fit, or Chi-square for testing or estimating σ2 or σ.

(C) What is the value of the sample test statistic?

(D) Find or estimate the P-value.

(E) Based on your answers for parts (a) through (d), will you reject or fail to reject the null hypothesis?

Solutions

Expert Solution

A) Ho:teacher evaluations are independent of midterm grades.

Ha:teacher evaluations are dependent of midterm grades.

B)

Chi-square test of independence

C)

Applying chi square test:

Expected Ei=row total*column total/grand total A B C Total
positive 27.04 34.14 34.82 96
neutral 29.86 37.70 38.44 106
negative 23.10 29.16 29.74 82
total 80 101 103 284
chi square    χ2 =(Oi-Ei)2/Ei A B C Total
positive 2.3417 0.0381 1.3347 3.715
neutral 0.7908 1.8287 0.3085 2.928
negative 0.4157 1.7589 3.5401 5.715
total 3.548 3.626 5.183 12.3571

alue of the sample test statistic =12.357

d)

degree of freedom(df) =(rows-1)*(columns-1)= 4

for 4 degree of freedom and above test statistic , p value =0.0149

e)

as p value is less than 0.05 level , we reject null hypothesis and conclude that  teacher evaluations are dependent of midterm grades.


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