Question

In: Statistics and Probability

Are the educational aspirations of students related to family income? This question was investigated in the...

Are the educational aspirations of students related to family income? This question was investigated in the article “Aspirations and Expectations of High School Youth” (Int. J. of Comp. Soc. (1975): 25). The accompanying 4 X 3 table resulted from classifying 273 students according to expected level of education and family income. Does the data indicate that education aspirations and family income are not independent? Conduct hypothesis test using = .05. Income Aspired Level Low Middle High Some High School 9 11 9 High School Graduate 44 52 41 Some College 13 23 12 College Graduate 10 22 27

Solutions

Expert Solution

null hypothesis:Ho: education aspirations and family income are independent

alternate hypothesis:Ha: education aspirations and family income are not independent

degree of freedom(df) =(rows-1)*(columns-1)= 6
for 6 df and 0.05 level of signifcance critical region       χ2= 12.592 12.592

applying chi square test:

Expected Ei=row total*column total/grand total Low middle High Total
Some HS 8.0733 11.4725 9.4542 29
HS grad 38.1392 54.1978 44.6630 137
Some college 13.3626 18.9890 15.6484 48
College grad 16.4249 23.3407 19.2344 59
total 76 108 89 273
chi square    χ2 =(Oi-Ei)2/Ei Low middle High Total
Some HS 0.1064 0.0195 0.0218 0.148
HS grad 0.9006 0.0891 0.3004 1.290
Some college 0.0098 0.8472 0.8506 1.708
College grad 2.5132 0.0770 3.1352 5.725
total 3.530 1.033 4.308 8.8709

from above as test statistic X2 =8.871 is not in rejection region we can not reject null hypothesis

we do not have evidence at 0.05 level to conclude that  education aspirations and family income are not independent


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