In: Statistics and Probability
FEV (forced expiratory volume) is an index of pulmonary function that measures the volume of air expelled after one second of constant effort. 654 children ages 3-19 who were seen in the Childhood Respiratory Disease Study in East Boston, Massachusetts. Variables:
Age: age in years
FEV: FEV in liters
Age group 3-8: n=215 mean = 1.859 sd=.421
Age group 9-12: n=322 mean= 2.81 sd=.640
Age group 13-19: n=117 mean= 3.59 sd= .796
1. Is FEV the same across the three age groups? Perform a hypothesis test to answer the question. Use ? = 0.05.
2. Rank the three age groups using the multiple comparison approach
3. What assumptions are made with regard to the analysis in part 1? Check whether these assumptions are violated.
1)
H0 = m1 = m2=m3
H1: at least one of the means are different
comparing m1, m2
t = (1.859-2.81)/ sqrt(421^2/215 + .640^2/322) =-20.7702
as t at 95% ~1.96
ao |t| > 1.96 so the means are not equal
so FEV is not same
2)
as t above is negative and significant we see m2>m1
no t for m2and m2
t = (3.59 -2.81)/ sqrt(.796^2/117+.640^2/322) = 9.538068
as t >1.96
wecan say m3 >m2
ao m3>m2>m1
3)
assumption is 1) all have equal variance
we perform the Bartlett test
for us k =3
n = 654
sp= (214 *(.421^2) + 321* (.640^2) + 116 * (.796^2)) / 651
0.3731346
T = (651* ln (0.3731346) - 214 *ln (.421^2) - 321* ln (.640^2) - 116 *ln (.796^2) )/ 1+ 1/6 ( 1/ 214 + 1/321 + 1/116 - 1/ 651))
=67.95468 /1.002478792 =67.78665
qchisq at .05 and 2 Df is 5.991465
as T > t we reject the null hypothesis that the varainces are equal so yes the assumptions are violated