Question

In: Statistics and Probability

Air traffic controllers perform the vital function of regulating the traffic of passenger planes. Frequently, air...

Air traffic controllers perform the vital function of regulating the traffic of passenger planes. Frequently, air traffic controllers work long hours with little sleep. Researchers wanted to test thier ability to make basic decisions as they become increasingly sleep deprived. To test their abilities,a sample of 6 air traffic controllers is selected and given a decision-making skills test following 12 hour, 24 hour, and 48 hour sleep deprivation, Higher scores indicate better decision-making skills. The table list the hypothetical results of this study.

Sleep Deprivation

12 hours 24 hours 48 hours

24 19 17

20 22 22

35 23 23

28 22 14

24 15 17

21 21 16

(a) Complete the F table (Round your answers to two decimal places

Source of variation SS df MS Fbot

Between groups __ ___ ___ ___

Between persons ___ ____ ____

.w/in group error ____ ____ ____

total ____ ____

(b) Compute a Bonferroni procedure and interpret the results. ( Assume exoerimentwise alpha equal to 0.05. Select all that apply)

_ There are no significant differences between any of the group

_There is a significant difference in decision making for the 12 hour and 24 hour sleep deprivation condition

_ There is a significant difference in decision making for the 12 hour and 48 hour sleep deprivation condition

_ There is a significant difference in decision making for the 24 hour and 48 hour sleep deprivation conditions

Solutions

Expert Solution

using excel data analysis tool for two factor anova, following o/p Is obtained : write data>menu>data>data analysis>anova :two factor without replication>enter required labels>ok, and following o/p Is obtained,

Anova: Two-Factor Without Replication
SUMMARY Count Sum Average Variance
subject 1 3 60 20 13.000
subject 2 3 64 21 1.333
subject 3 3 81 27 48.000
subject 4 3 64 21 49.333
subject 5 3 56 19 22.333
3 58 19 8.333
12 hours 6 152 25 30.267
24 hours 6 122 20 8.667
48 hours 6 109 18 12.567
ANOVA
Source of Variation SS df MS F P-value F crit
Rows 134.94 5 26.9889 2.202 0.1349 3.33
Columns 162.11 2 81.0556 6.614 0.0148 4.10
Error 122.56 10 12.2556
Total 419.61 17

a)

SS DF MS Fobt
between groups 162.11 2 81.06 6.61
between persons 134.94 5 26.99 2.20
error 122.56 10 12.26
total 419.61 17

b)

The Bonferroni correction sets the significance cut-off at α/n where n is number of comparisons

α/n = 0.05/3 = 0.0167

Numerator d.f. 3
Denominator d.f. 10
MSE 12.26
t-critical value,t(α/2,df) 2.8701

bonferroni critical value=tα/2,df √(MSE(1/ni+1/nj)) = 5.80
confidence interval = mean difference ± critical value          
          
if confidence interval contans zero, then means are not different.          

confidence interval
population mean difference critical value lower limit upper limit result
µ1-µ2 5.00 5.80 -0.80 10.80 means are not different
µ1-µ3 7.17 5.80 1.37 12.97 means are different
µ2-µ3 2.17 5.80 -3.63 7.97 means are not different

so,

_ There is a significant difference in decision making for the 12 hour and 48 hour sleep deprivation condition


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