In: Statistics and Probability
A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions. Twenty-four highly trained air traffic controllers were used in the study. Two controllers were randomly assigned to each display panel-emergency condition combination. The time (in seconds) required to stabilize the emergency condition was recorded. The following table gives the resulting data and the MINITAB output of a two-way ANOVA of the data.
Emergency Condition | ||||
Display Panel | 1 | 2 | 3 | 4 |
A | 19 | 25 | 34 | 12 |
19 | 26 | 37 | 12 | |
B | 16 | 20 | 28 | 14 |
11 | 19 | 28 | 7 | |
C | 22 | 30 | 33 | 10 |
25 | 30 | 39 | 16 | |
Two-way ANOVA: Time versus Panel, Condition | |||||
Source | DF | SS | MS | F | P |
Panel | 2 | 361.750 | 180.875 | 29.73 | .0000 |
Condition | 3 | 1,381.50 | 460.500 | 75.70 | .0000 |
Interaction | 6 | 28.25 | 4.708 | .77 | .6052 |
Error | 12 | 73.00 | 6.083 | ||
Total | 23 | 1,844.50 | |||
Tabulated statistics: Panel, Condition | |||||
Rows: | Panel | Columns: | Condition | ||
1 | 2 | 3 | 4 | All | |
A | 16.00 | 25.50 | 35.50 | 13.00 | 22.50 |
B | 13.50 | 19.50 | 28.00 | 8.50 | 17.38 |
C | 23.50 | 30.00 | 36.00 | 18.00 | 26.88 |
All | 17.67 | 25.00 | 33.17 | 13.17 | 22.25 |
Figure 12.12
(a) Interpret the interaction plot in the above table. Then test for interaction with α = .05.
Panel B requires (Click to select) less time more time to stabilize the emergency condition. | |
F(int)= .77, p-value= .605;; (Click to select) can cannot reject H0, no interaction exists. |
(b) Test the significance of display panel effects with α = .05.
F = 29.73, p-value = .0000; (Click to select) do not reject reject H0
(c) Test the significance of emergency condition effects with α = .05.
F = 75.70, p-value = .0000; (Click to select) do not reject reject H0
(d) Make pairwise comparisons of display panels A, B , and C by using Tukey simultaneous 95 percent confidence intervals. (Round your answers to 2 decimal places. Negative amounts should be indicated by a minus sign.)
Tukey q.05 = , MSE = 6.083 | |
uA – uB: | [ , ] |
uA – uC: | [ , ] |
uB – uC: | [ , ] |
(e) Make pairwise comparisons of emergency conditions 1, 2, 3, and 4 by using Tukey simultaneous 95 percent confidence intervals. (Round your answers to 2 decimal places. Negative amounts should be indicated by a minus sign.)
u1 – u2: | [ , ] | |
u1 – u3: | [ , ] | |
u1 – u4: | [ , ] | |
u2 – u3: | [ , ] | |
u2 – u4: | [ , ] | |
u3 – u4: | [ , ] | |
(f) Which display panel minimizes the time required to stabilize an emergency condition? Does your answer depend on the emergency condition? Why?
(Click to select) Panel
C Panel B Panel
A minimizes the time required to stabilize an emergency
condition. (Click to select) Yes No , there is (Click to select) no some interaction. |
(g) Calculate a 95 percent (individual) confidence interval for the mean time required to stabilize emergency condition 4 using display panel B. (Round your answers to 2 decimal places.)
Confidence interval [ , ]
a) panel B require (less time) to stablize the emergency
condition
cannot reject Ho, no interaction eists
b) reject Ho (because p value <α)
c) Reject Ho (because p value < α)
d)
q-statistic value(α,k,N-k) = 3.7728
confidence interval | ||||
population mean difference | critical value | lower limit | upper limit | |
µ1-µ2 | 5.12 | 3.29 | 1.83 | 8.41 |
µ1-µ3 | -4.380 | 3.29 | -7.67 | -1.09 |
µ2-µ3 | -9.50 | 3.29 | -12.79 | -6.21 |
e)
confidence interval | ||||
population mean difference | critical value | lower limit | upper limit | |
µ1-µ2 | -7.33 | 3.15599 | -10.49 | -4.17 |
µ1-µ3 | -15.50 | 3.16 | -18.66 | -12.34 |
µ1-µ4 | 4.50 | 3.16 | 1.34 | 7.66 |
µ2-µ3 | -8.17 | 3.16 | -11.33 | -5.01 |
µ2-µ4 | 11.83 | 3.16 | 8.67 | 14.99 |
µ3-µ4 | 20.00 | 3.16 | 16.84 | 23.16 |
f)
Panel B, minimizes the time required…
No, there is no interaction
g)
Xbar= 10.500
MSE= 4.1985
n= 2
df error= 12
t(α/2,df error) = 2.17881283
Confidence interval = Xbar ± t(α/2,dfe)
*√(MSE/n)=
( 7.34 , 13.66
)