In: Statistics and Probability
In order to determine the possible effect of chemical treatment on women’s hair, an experiment was conducted. The results are given in the accompanying table
TREATMENT | GROWTH | NO GROWTH |
---|---|---|
CHEMICALLY TREATED | 118 | 22 |
UNTREATED | 120 | 40 |
a) State the null hypothesis and the alternative hypothesis
b) Calculate (and show) the expected frequency for each cell. Place each expected value in parentheses ( ) in the same cell (and to the right) as the observed value to which it corresponds
c) Using the formula: X^2= ∑(O-E)^2/(E) calculate the chi-square value.
d) At the 5% level of significance, what is the chi-square critical value?
e) What decision would you make?
f) Draw a conclusion (in the context of the problem)?
a)
Hypotheses are:
H0: There is no effect of chemical treatment on women’s hair.
Ha: There is a effect of chemical treatment on women’s hair.
(b)
Following table shows the row total and column total:
GROWTH | NO GROWTH | Total | |
CHEMICALLY TREATED | 118 | 22 | 140 |
UNTREATED | 120 | 40 | 160 |
Total | 238 | 62 | 300 |
Expected frequencies will be calculated as follows:
Following table shows the expected frequencies:
GROWTH | NO GROWTH | Total | |
CHEMICALLY TREATED | 111.067 | 28.933 | 140 |
UNTREATED | 126.933 | 33.067 | 160 |
Total | 238 | 62 | 300 |
GROWTH | NO GROWTH | Total | |
CHEMICALLY TREATED | 118 (111.067) | 22(28.933) | 140 |
UNTREATED | 120(126.933) | 40(33.067) | 160 |
Total | 238 | 62 | 300 |
c)
Following table shows the calculations for chi square test statistics:
O | E | (O-E)^2/E |
118 | 111.067 | 0.432770211 |
120 | 126.933 | 0.378676065 |
22 | 28.933 | 1.661303321 |
40 | 33.067 | 1.453609006 |
Total | 3.926358604 |
Following is the test statistics:
d)
Degree of freedom: df =( number of rows -1)*(number of columns-1) = (2-1)*(2-1)=1
The critical value using excel function "=chiinv(0.05,1)" is 3.841.
e)
Since so we reject the null hypothesis.
f)
There is evidence to conclude that there is a effect of chemical treatment on women’s hair.