In: Statistics and Probability
Suppose the National Transportation Safety Board 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). Test the claim that the mean pressure applied to the driver's head during a crash is equal for all three types of cars. Use α = 0.05
Compact Cars | 643 | 655 | 702 |
Midsize Cars | 469 | 427 | 525 |
Full-size Cars | 484 | 456 | 402 |
Show your 6 steps labeled in order in the box below.
count, ni = | 3 | 3 | 3 | |||
mean , x̅ i = | 666.667 | 473.67 | 447.33 | |||
std. dev., si = | 31.182 | 49.166 | 41.681 | |||
sample variances, si^2 = | 972.333 | 2417.333 | 1737.333 | |||
total sum | 2000 | 1421 | 1342 | 4763 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 529.22 |
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 18890.975 | 3086.420 | 6705.790 | ||
TOTAL | |||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 56672.926 | 9259.259 | 20117.370 | 86049.55556 | |
SS(within ) = SSW = Σ(n-1)s² = | 1944.667 | 4834.667 | 3474.667 | 10254.0000 |
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 9
df within = N-k = 6
mean square between groups , MSB = SSB/k-1 =
43024.7778
mean square within groups , MSW = SSW/N-k =
1709.0000
F-stat = MSB/MSW = 25.1754
P value = 0.0012
SS | df | MS | F | p-value | F-critical | ||
Between: | 86049.56 | 2 | 43024.78 | 25.18 | 0.0012 | 5.14 | |
Within: | 10254.00 | 6 | 1709.00 | ||||
Total: | 96303.56 | 8 | |||||
α = | 0.05 | ||||||
conclusion : | p-value<α , reject null hypothesis |
Not all means are equal.
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