In: Statistics and Probability
A researcher wants to find out which of four routes is the fastest way to drive from a suburb to downtown Chicago. He divides 20 participants into four groups, and he times each of them as they go on their assigned route. The following are the number of minutes for each route:
Route 1 Route 2 Route 3 Route 4
__________________________________
22 25 26 26
26 27 29 28
25 28 33 27
25 26 30 30
31 29 33 30
__________________________________
a. What is the appropriate statistic here?
b. Run the appropriate statistic in SPSS and report the results.
c. Spell out what the results tell the researcher about the options for the daily commute from the suburb to downtown: which, if any, route should be preferred?
Result:
A researcher wants to find out which of four routes is the fastest way to drive from a suburb to downtown Chicago. He divides 20 participants into four groups, and he times each of them as they go on their assigned route. The following are the number of minutes for each route:
Route 1 Route 2 Route 3 Route 4
__________________________________
22 25 26 26
26 27 29 28
25 28 33 27
25 26 30 30
31 29 33 30
__________________________________
a. What is the appropriate statistic here?
Since there are 4 routes( groups) and we want to compare the means of the four groups, ANOVA is appropriate here.
b. Run the appropriate statistic in SPSS and report the results.
Ho: µ1= µ2= µ3= µ4
H1: At least one of the mean is different from the others
SPSS output:
Descriptives |
||||||||
time |
||||||||
N |
Mean |
Std. Deviation |
Std. Error |
95% Confidence Interval for Mean |
Minimum |
Maximum |
||
Lower Bound |
Upper Bound |
|||||||
Route 1 |
5 |
25.80 |
3.271 |
1.463 |
21.74 |
29.86 |
22 |
31 |
Route 2 |
5 |
27.00 |
1.581 |
0.707 |
25.04 |
28.96 |
25 |
29 |
Route 3 |
5 |
30.20 |
2.950 |
1.319 |
26.54 |
33.86 |
26 |
33 |
Route 4 |
5 |
28.20 |
1.789 |
0.800 |
25.98 |
30.42 |
26 |
30 |
Total |
20 |
27.80 |
2.840 |
0.635 |
26.47 |
29.13 |
22 |
33 |
ANOVA |
|||||
time |
|||||
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Between Groups |
52.800 |
3 |
17.600 |
2.805 |
0.073 |
Within Groups |
100.400 |
16 |
6.275 |
||
Total |
153.200 |
19 |
Calculated F=2.805, P=0.073 which is > 0.05 the level of significance. Ho is not rejected.
c. Spell out what the results tell the researcher about the options for the daily commute from the suburb to downtown: which, if any, route should be preferred?
We conclude that there is no significant difference in average number of minutes commute between the four routes. The test does not suggest any preference. However the average time for the route 1 is smaller than others.