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.