Question

In: Statistics and Probability

A pet store wants to compare day versus evening visiting times to determine when is a...

A pet store wants to compare day versus evening visiting times to determine when is a more popular time for their Siamese cat exhibit. They randomly observed people viewing the exhibit and noted 30 visitors stayed for an average of 15 minutes with a standard deviation of 3.1 during the day. During the evening, 26 visitors stayed for an average of 9 minutes with a standard deviation of 2.0. Assuming a normal distribution, determine if there is a significant difference in viewing time between day and evening hours.

1. Which test will you use to determine significance?

2. State the null and alternative hypotheses

3. State your research criteria

4.  Calculate your test statistic

5.  State your decision regarding the significance and interpret your results.

6.  Calculate the confidence interval, if applicable.

7.  Calculate the effect size and proportion of variance, if applicable.

Solutions

Expert Solution

(1)here we use t-test with

(2)null hypothesis H0:mean1=mean2 and alternate hypothesis H1:mean1≠mean2

(3) if t>t(0.05/2, 54) we reject the null hypothesis

(4)statistic t=|(mean1-mean2)|/((sp*(1/n1 +1/n2)1/2) with df is n=n1+n2-2=30+26-2=54 and sp2=((n1-1)s12+(n2-1)s22)/n

t-test
sample mean s s2 n (n-1)s2
day 15.0000 3.1000 9.6100 30 278.6900
evening 9.0000 2.0000 4.0000 26 100.0000
difference= 6.0000 sum= 13.6100 56 378.6900
sp2= 7.0128
sp= 2.6482
SE= 0.7096
t= 8.4559
one tailed p-value= 0.0000
two tailed p-value= 0.0000
critical t(0.05) 2.0049

(5) since calculated t=8.4559 is more than critical t=2.0049 at typical level of significance alpha=0.05, so we reject H0 and conclude that there is significant  difference between day time and evening time

(6) i think there is no need of calculation of confidence interval

(7) effect size=(difference of mean )/(standard deviation of difference of mean)=|(mean1-mean2)/((sp)=6/2.6482=2.2657


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