In: Statistics and Probability
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Computational problems:
One-way ANOVA
A researcher wants to investigate different formats for taking an exam. She randomly assigns one-third of the class to an open book exam, one-third to no notes, and one-third to one page of notes only. The data appear below.
Open book No notes One page only
65 88 70
70 94 72
72 89 76
78 98 80
82 93 81
79 94 82
treatment | A | B | C | D | ||
count, ni = | 6 | 6 | 6 | |||
mean , x̅ i = | 74.333 | 92.67 | 76.833 | |||
std. dev., si = | 6.408 | 3.670 | 4.997 | |||
sample variances, si^2 = | 41.067 | 13.467 | 24.967 | |||
total sum | 446 | 556 | 461 | 1463 | (grand sum) | |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 81.28 | ||||
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 48.225 | 129.707 | 19.753 | |||
TOTAL | ||||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 289.352 | 778.241 | 118.519 | 1186.111111 | ||
SS(within ) = SSW = Σ(n-1)s² = | 205.333 | 67.333 | 124.833 | 397.5000 |
no. of treatment , k = 3
df between = k-1 = 2
N = Σn = 18
df within = N-k = 15
mean square between groups , MSB = SSB/k-1 =
593.0556
mean square within groups , MSW = SSW/N-k =
26.5000
F-stat = MSB/MSW = 22.3795
anova table | ||||||
SS | df | MS | F | p-value | F-critical | |
Between: | 1186.1111 | 2 | 593.056 | 22.379 | 0.0000 | 3.682 |
Within: | 397.5000 | 15 | 26.500 | |||
Total: | 1583.6111 | 17 | ||||
α = | 0.05 |
F(2,15) = 22.379
Decision: p-value<α , reject null
hypothesis
yes, we need to conduct follow up test to check which pairs of means are significantly different
eta square ,effect size = SSbet/SST = 0.7490