In: Statistics and Probability
Twenty-seven high-school seniors decided to take part in an investigation of the special “exam preparation” books that purportedly help one get ready for college entrance examinations. The group divided itself into three groups on a purely random basis. Two of the groups used the books, each group selecting a different book. The third group did not use the books. Listed below are the obtained entrance exam scores. Perform the ANOVA using the 5% level of significance and interpret your results.
BOOK I: 532 455 440 620 560 522 517 520 510
BOOK II: 540 570 520 620 660 605 602 590
NO BOOK: 380 470 441 487 420 390 450 510 430 560
A | B | C | ||||
count, ni = | 9 | 8 | 10 | |||
mean , x̅ i = | 519.556 | 588.38 | 453.80 | |||
std. dev., si = | 53.010 | 44.638 | 54.980 | |||
sample variances, si^2 = | 2810.028 | 1992.554 | 3022.844 | |||
total sum | 4676 | 4707 | 4538 | 13921 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 515.59 | ||||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 15.705 | 5297.279 | 3818.324 | |||
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 141.346 | 42378.231 | 38183.245 | 80702.82 | ||
SS(within ) = SSW = Σ(n-1)s² = | 22480.222 | 13947.875 | 27205.600 | 63633.697 |
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 27
df within = N-k = 24
mean square between groups , MSB = SSB/k-1 =
40351.4106
mean square within groups , MSW = SSW/N-k =
2651.4041
F-stat = MSB/MSW = 15.2189
anova table | ||||||
SS | df | MS | F | p-value | F-critical | |
Between: | 80702.82 | 2 | 40351.41 | 15.22 | 0.0001 | 3.40 |
Within: | 63633.70 | 24 | 2651.40 | |||
Total: | 144336.52 | 26 | ||||
α = | 0.05 |
conclusion : p-value<α , reject null hypothesis
so, means are different
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