In: Statistics and Probability
An investigation is conducted to determine if the exposure of women to atomic fallout influences the rate of birth defects. A sample of 500 children born to mothers who were exposed to the atomic explosion in Hiroshima was studied. A sample of 400 children from a Japanese island far removed from the site of the atomic explosion formed the control group. Suppose that the following data and R output for the incidence of birth defects were obtained. Expected counts are printed below observed counts.
Present Absent Total
exposed 84 416 500
70.56 A
not exposed 43 357 400
56.44 343.56
total 127 773 900
χ2=2.562 + B + 3.202 + 0.526 = C
[a] Provide calculations of A, B and C.
[b] Is this a test of independence or a test of homogeneity? Explain.
[c] Do these data indicate that there is a different rate of incidence of birth defects for
the two groups of mothers? Provide hypotheses of interest, p-value calculations, and a conclusion.
Observed Frequencies | |||||||
0 | |||||||
0 | present | absent | Total | ||||
exposed | 84 | 416 | 500 | ||||
not exposed | 43 | 357 | 400 | ||||
Total | 127 | 773 | 900 |
Expected frequency of a cell = sum of row*sum of column / total sum | |||||||
Expected Frequencies | |||||||
present | absent | Total | |||||
exposed | 127*500/900=70.56 | 773*500/900=429.44 | 500 | ||||
not exposed | 127*400/900=56.44 | 773*400/900=343.56 | 400 | ||||
Total | 127 | 773 | 900 |
(fo-fe)^2/fe | ||||||
exposed | 2.562 | 0.421 | ||||
not exposed | 3.202 | 0.526 |
a)
A = 429.44
Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe = 6.711
χ2=2.562 + B + 3.202 + 0.526 = C
C = 6.711
B = 0.947
b)
Test of independence
As we are using chi test of independence
c)
Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe
= 6.711
Ho: given two variable are independent
H1: Given two variables are not independent
Level of Significance = 0.1
Number of Rows = 2
Number of Columns = 2
Degrees of Freedom=(#row - 1)(#column -1) = (2- 1 ) * ( 2- 1 )
= 1
p-Value = 0.0096
Decision: p-value < α , Reject Ho
There is sufficient evidence to support that the exposure of women to atomic fallout influences the rate of birth defects.
Please revert in case of any doubt.
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