Question

In: Statistics and Probability

1.    A researcher would like to know whether there is a consistent, predictable relationship between verbal...

1.    A researcher would like to know whether there is a consistent, predictable relationship between verbal skills and math skills for high school students. A sample of 200 students is obtained, and each student is given a standardized verbal test and a standardized math test. Based on the test results, students are classified as high or low for verbal skills and for math skills. The results are summarized in the following frequency distribution:  

                                                          Verbal Skills

                                   High                        Low

Math skills High Math

fo = 59

fe = _____

fo = 41

fe = ______-

Row total = _________
Low Math

fo = 31

fe = _____

fo =   69

fe = ______

Row total = ______
Column total =_______ Column total =_______ Total n = ______

Test at the .05 level of significance whether there is a significant relationship between verbal skills and math skills.

df = __________

Χ2 = ________

CV = _________

Is there a significant relationship between verbal skills and math skills? a. YES b. NO

Choose the best report:

a. There is a consistent predictable relationship between verbal skills and math skills for high school students, n = 200, df 1 X2 = 15.84.

b. There is a significant difference between verbal skills and math skills; X2 (2, n=200) = 15.84, p < .05.

c. There is a significant relationship between verbal and math skills X2 (1, n=200) = 15.84, p < .05.

d. We retain the null, that there is no relationship between verbal skill and math skills for high school students. The X2= 0.5 with a CV (1) = 3.841. There is no effect because we retained the null. But if you were to calculate it, it would be = 0.05.

e. While running a basic analysis test, it was found that there is significant relationship skills between verbal skills and math skills. With a X2 = 17.68 and utilizing 1 df, the cv = 3.841.

Solutions

Expert Solution

Chi-Square Test of independence
Observed Frequencies
0
0 H L Total
H 59 41 100
L 31 69 100
Total 90 110 200
Expected frequency of a cell = sum of row*sum of column / total sum
Expected Frequencies
H L Total
H 90*100/200=45 110*100/200=55 100
L 90*100/200=45 110*100/200=55 100
Total 90 110 200
(fo-fe)^2/fe
H 4.3556 3.5636
L 4.3556 3.5636

Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe =   15.838  
      

Level of Significance =   0.05  
Number of Rows =   2  
Number of Columns =   2  
Degrees of Freedom=(#row - 1)(#column -1) = (2- 1 ) * ( 2- 1 ) =   1  
      


CV Critical Value =   3.841   [ Excel function: =CHISQ.INV.RT(α,DF) ]
Decision: test stat,X² > critical value , So, Reject the null hypothesis      

Is there a significant relationship between verbal skills and math skills? a. YES

c. There is a significant relationship between verbal and math skills X2 (1, n=200) = 15.84, p < .05.


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