Question

In: Statistics and Probability

Suppose the National Transportation Safety Board (NTSB) wants to examine the safety of compact cars, midsize...

  1. Suppose the National Transportation Safety Board (NTSB) wants to examine the safety of compact cars, midsize cars, and full-size cars. It collects a sample of three for each of the treatments (cars types). Using the data provided below, test whether the mean pressure applied to the driver’s head during a crash test is equal for each types of car. Use α = 5%.

Compact cars

Midsize cars

Full-size cars

64

46

47

65

43

45

69

52

40

Average: 66

Average: 47

Average: 44

                The average for all can be found as 52.3.

             a). Find SSG.

             b). Find SSE.

             c). Find SST

             d). Find F-value

            e). Find F-critical value from the Table.

            f). Make your decision.

Solutions

Expert Solution

(a)

From the given data, the following Table is calculated:

Compact cars Midsize cars Full - size cars
Sum = 198 141 132
n = 3 3 3
Mean = 66 47 44
13082 6669 5834
Std. Dev. 2.646 4.583 3.606
SS 14 42 26

Total Sample Size =N = 3 +3 + 3 = 9

Total Sum of values is given by:

Total Sum of Squated values is given by:

Total Sum of Squares = SST is given by:

Error Sum of Squated values= SSE is given by:

SSE = 14 + 42 + 26 = 82

Group Sum of Squares = SSG is given by:

SSG = SST-SSE = 936 - 82 = 854

So,

SSG = 854

(b)

Error Sum of Squated values= SSE is given by:

SSE = 14 + 42 + 26 = 82

So,

SSE = 82

(c)

Total Sum of Squares = SST is given by:

So,

SST = 936

(d)

MSG = SSG/dfG = 854/2 = 427

MSE = SSE/dfE = 82/6 = 13.667

So,

F Value = 427/13.667 = 31.244

So,

F Value = 31.244

(e)

F-critical value from the Table. = 5.143

(f)

Since calculated value of F = 31.244 is greater than critical value of F = 5.143, the difference is significant. Reject null hypothesis.

Conclusion:
The data do not upport the claim that the mean pressure applied to the driver’s head during a crash test is equal for each types of car.


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