Ten individuals have participated in a diet-modification program to stimulate we
ID: 3158211 • Letter: T
Question
Ten individuals have participated in a diet-modification program to stimulate weight loss. Their weight both before and after participation in the program is shown in the following list. Calculate the difference for each subject (d = After - Before). You may just add another column in the table. Calculate the sample mean (d) and sample standard deviation (s_d) of the differences (d_j). Is there evidence to support the claim that this particular diet-modification program is effective in producing a mean weight reduction? Use alpha = 0.05.Explanation / Answer
there are n=10 subjects
ley X denotes the before weight and Y denotes the after weight
assumption is that X and Y jointly follows a normal distribution.
hence d=Y-X follows a normal distribution.
let d~N(u,sigma2)
a) after calculating d's the table as follows
before after d
195 187 -8
213 195 -18
247 221 -26
201 190 -11
187 175 -12
210 197 -13
215 199 -16
246 221 -25
294 278 -16
310 285 -25
b) the sample mean is dbar=(-8-18-26-11-12-13-16-25-16-25)/10=-17 [answer]
the sample standard deviation is sd=[(-8+17)2+(-18+17)2+(-26+17)2+(-11+17)2+(-12+17)2+(-13+17)2+(-16+17)2+(-25+17)2+(-16+17)2+(-25+17)2]/(10-1)=6.41 [answer]
c) we want to test the claim that this particular diet modification program is effective in producing a mean weight reduction
that tis the claim is E[Y]<E[X]
now u=E[d]=E[Y-X]=E[Y]-E[X]<0 under the claim
hence we want to test H0: u=0 vs alternative hypothesis H1: u<0
to test this the test statistic is given by
T=(dbar-0)*sqrt(n)/sd which under H0 follows a t distribution with df n-1
[since sigma is unknown it was replaced by sd]
since the alternative hypothesis is less than type hence the test is left tailed
so H0 is rejected iff t<-talpha;n-1 where t is the observed value of T and talpha;n-1 is the alpha percentage point of a t distribution with df n-1
given that dbar=-17 sd=6.41 n=10 alpha=0.05 t0.05;9=1.83
now t=-17*sqrt(10)/6.41=-8.3866958
so t<-1.83=-t0.05;9
hence at 5% level of significance H0 is rejected and the conclusion is that u<0 that is the claim that this particular diet modification program is effective in producing a mean weight reduction is true [answer]
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