In: Statistics and Probability
Compare the mean 40-yard dash times for the three positions: wide receiver (WR); cornerback (CB); and safety (SAF). Do the three positions have the same population mean time? Present a graph to compare the 40-yard dash times for the three positions, and state your visual conclusions based on the graph. Also conduct a formal test to compare the population mean times across the three positions, giving the test statistic and P-value of your test. General Manager Jones of the Cowboys wants a 0.10 significance level for this inference, while General Manager Dimitroff of the Falcons wants a 0.05 significance level. As their statistical consultant, what conclusions should you report to each of Jones and Dimitroff? [Summary statistics for the three groups are given below.]
Sample Size | Sample Mean | Sample Std. deviation | |
WR | 44 | 4.5161 | 0.09884 |
CB | 29 | 4.4962 | 0.08621 |
SAF | 20 | 4.5580 | 0.10660 |
Result:
Compare the mean 40-yard dash times for the three positions: wide receiver (WR); cornerback (CB); and safety (SAF). Do the three positions have the same population mean time? Present a graph to compare the 40-yard dash times for the three positions, and state your visual conclusions based on the graph. Also conduct a formal test to compare the population mean times across the three positions, giving the test statistic and P-value of your test. General Manager Jones of the Cowboys wants a 0.10 significance level for this inference, while General Manager Dimitroff of the Falcons wants a 0.05 significance level. As their statistical consultant, what conclusions should you report to each of Jones and Dimitroff? [Summary statistics for the three groups are given below.]
Sample Size |
Sample Mean |
Sample Std. deviation |
|
WR |
44 |
4.5161 |
0.09884 |
CB |
29 |
4.4962 |
0.08621 |
SAF |
20 |
4.5580 |
0.10660 |
Group |
Mean |
SD |
n |
Total |
SSGroups |
SSError |
|
1 |
4.5161 |
0.09884 |
44 |
198.7084 |
0.000346 |
0.420082 |
|
2 |
4.4962 |
0.08621 |
29 |
130.3898 |
0.01495 |
0.208101 |
|
3 |
4.558 |
0.1066 |
20 |
91.16 |
0.030568 |
0.215908 |
ANOVA |
|||||
Source |
df |
SS |
MS |
F |
P-value |
Groups |
2 |
0.045865 |
0.022932 |
2.445125 |
0.092457 |
Error |
90 |
0.84409 |
0.009379 |
||
Total |
92 |
0.889955 |
test statistic F= 2.445 and P-value = 0.0925.
Report to Jones:
There is sufficient evidence to conclude that population mean times across the three positions are significantly different, F(2,90) = 2.445, P < 0.10.
Report to Dimitroff:
There is not sufficient evidence to conclude that population mean times across the three positions are significantly different, F(2,90) = 2.445, P > 0.05.