In: Statistics and Probability
A Health Club chain offers three physical fitness programs in two states, New York and New Jersey. A researcher has decided to test the club’s advertised claims of the benefits of these programs. The table below, shows the results (weight loss in pounds) of the researcher’s findings.
States | SQ | PQ | TQ |
New York | 19 | 8 | 21 |
18 | 10 | 31 | |
25 | 10 | 26 | |
20 | 18 | 28 | |
17 | 7 | 14 | |
21 | 16 | 24 | |
New Jersey | 15 | 23 | 31 |
28 | 32 | 31 | |
17 | 26 | 26 | |
14 | 16 | 20 | |
17 | 27 | 14 | |
13 | 18 | 9 | |
a) State the hypotheses for this experiment.
b) Using Excel, run the appropriate Data Analysis (Attach your Excel results)
c) Is there any significant interaction effect?
If there is any interaction effect? ___ Yes ___No. Explain why or, why: not.
d) Make your decision(s): (
e) Draw your conclusion(s) (in the context of the problem):
using excel>data>data analysis>ANOVA
we have
Anova: Two-Factor With Replication | ||||||
SUMMARY | SQ | PQ | TQ | Total | ||
New York | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 120 | 69 | 144 | 333 | ||
Average | 20 | 11.5 | 24 | 18.5 | ||
Variance | 8 | 19.9 | 35.6 | 47.44118 | ||
New Jersey | ||||||
Count | 6 | 6 | 6 | 18 | ||
Sum | 104 | 142 | 131 | 377 | ||
Average | 17.33333 | 23.66667 | 21.83333 | 20.94444 | ||
Variance | 29.86667 | 35.46667 | 82.96667 | 51.11438 | ||
Total | ||||||
Count | 12 | 12 | 12 | |||
Sum | 224 | 211 | 275 | |||
Average | 18.66667 | 17.58333 | 22.91667 | |||
Variance | 19.15152 | 65.53788 | 55.17424 | |||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Sample | 53.77778 | 1 | 53.77778 | 1.52345 | 0.22668 | 4.170877 |
Columns | 190.7222 | 2 | 95.36111 | 2.701448 | 0.083414 | 3.31583 |
Interaction | 425.7222 | 2 | 212.8611 | 6.03006 | 0.006292 | 3.31583 |
Within | 1059 | 30 | 35.3 | |||
Total | 1729.222 | 35 |
a) the hypotheses for this experiment is
Ho: there is no interaction between states and benifits of programme
b) given above
c)Yes , because p value of interaction is less than 0.5
d) Make your decision(s): Reject Ho
e) there is no interaction between states and benifits of programme