In: Statistics and Probability
A marketing researcher wants to estimate the mean amount spent per year ($)on a web site by membership member shoppers. Suppose a random sample of 100membership member shoppers who recently made a purchase on the web site yielded a mean amount spent of $56and a standard deviation of$55.Complete parts(a)and (b)below.
a. Is there evidence that the population mean amount spent per year on the web site by membership member shoppers is different from $53?(Usea 0.01 level ofsignificance.)
State the null and alternative hypotheses.
Identify the critical values (round to two decimals)
Determine the test statistic: tSTAT= (round to two decimals)
(Reject/ Do not Reject) H0. There is (sufficient/insufficient)evidence that the population mean spent by membership member customers is different from $53.
b. determine the p- value (round to 3 decimal places)
Interpret the meaning of the p-value.Select the correct answer below.
A.The p-valueis the probability of obtaining a sample mean that is equal to or more extreme than
$3 away from $53 if the null hypothesis is true.
B.The p-valueis the probability of obtaining a sample mean that is equal to or more extreme than
$3 above $53 if the null hypothesis is false.
C.The p-valueis the probability of not rejecting the null hypothesis when it is false.
D.The p-valueis the probability of obtaining a sample mean that is equal to or more extreme than
$3 below $53 if the null hypothesis is false.
given that
sample size=n=100
sample mean =m=56
sample SD=S=55
a)
we have to test that population mean is different from 53 or not hence
since test is two tailed so
here we will use t statistics with df=n-1=100-1=99
critical values for alpha =0.01
P(t< left tailed critical value)=0.005 from t table P(t<-2.63) =0.005
Hence left tailed critical value =-2.63
right tailed critical value is given by
P(t> right tailed critical value) =0.005 from t table P(t>2.63) =0.005
hence right tailed critical value=2.63
Hence critical values are -2.63,2.63
now test statistics is given by
since t stat lies between 2.63 and -2.63 hence failed to reject H0 hence
Do not RejectH0. There is Insufficientevidence that the population mean spent by membership member customers is different from $53.
b)
Test is two tailed so
P-Value =2*P(t>0.54)=2*0.295 =0.590
A.The p-valueis the probability of obtaining a sample mean that is equal to or more extreme than
$3 away from $53 if the null hypothesis is true.