In: Statistics and Probability
A recent study of undergraduates looked at gender differences in dieting trends. There were 182 women and 105 men who participated in the survey. The table below summarizes whether a student tried a low-fat diet or not by gender:
Gender Tried low-fat diet
Women Men
Yes 37 9
No
(a) Fill in the missing cells of the table. Gender Tried low-fat diet
Women Men
Yes 37 9
No
(b) Summarize the data numerically. What percent of each gender has tried low-fat diets? (Round your answers to two decimal places.)
women %
men %
(c) Test that there is no association between gender and the likelihood of trying a low-fat diet. (Round your χ2 to three decimal places, and round your P-value to four decimal places.)
χ2 =
df =
P-value =
Summarize the results.
There is strong evidence at the 5% level that gender and the likelihood of trying a low-fat diet are related.
There is no evidence at the 5% level that gender and the likelihood of trying a low-fat diet are related.
(a)
Women | Men | total | |
Yes | 37 | 9 | 46 |
No | 182-37=145 | 105-9=96 | 241 |
total | 182 | 105 | 287 |
(b)
women %=100*37/182=20.33
men %=100*9/105=8.57
(c) here we use chi-square test with
null hypothesis H0: there is no association between gender and trying low fat diet
alternate hypothesis Ha: there is association between gender and trying low fat diet
the test statistics is given as
χ2 =6.84
df =1
P-value =0.0089
chi-square =sum((O-E)2/E)=6.84 with df= (r-1)(c-1)=(2-1)(2-1)=1
p-value=P(χ2>6.84)
since p-value is less than typical level of significance alpha=0.05, so we reject null hypothesis
so right choice is
There is strong evidence at the 5% level that gender and the likelihood of trying a low-fat diet are related.
follwoing information has been generated for answering above
observed(O) | Expected(E) | E | (O-E) | (O-E)2/E | |
37 | 46*182/287 | 29.17 | 7.83 | 2.10 | |
9 | 46*105/287 | 16.83 | -7.83 | 3.64 | |
145 | 241*182/287 | 152.83 | -7.83 | 0.40 | |
96 | 241*105/287 | 88.17 | 7.83 | 0.70 | |
sum= | 287 | 0 | 287 | -1.42E-14 | 6.84 |