Question

In: Statistics and Probability

FEV (forced expiratory volume) is an index of pulmonary function that measures the volume of air...

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.

Solutions

Expert Solution

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


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