Supplementary Exercise 12.27 of IPS7e ------------------------------------- A total of N=209 observations, and 3 groups. Model: X_ij are normally distributed N(mu_i,sigma) and independent. (a) The pooled variance s^2 and stand.dev. s are calculated as s^2 = (45*2.5^2 + 110*1.8^2 + 51*1.8^2) / (209-3) = 802.89/206 = 3.8975 s = sqrt(3.8975) = 1.97 In the ANOVA table, MSE = s^2. (b) Source of Degrees of Sum of Mean F P variation freedom squares square ----------------------------------------------------------------------- country 2 17.22 8.61 2.21 >0.10 error 206 802.89 3.8975 total 208 820.11 Table E in IPS (or Table F in PSLS) gives the 90%-percentile of F(2,200) as 2.33. Using statistical software, we can determine the exact value in F(2,206) as P=0.112. (c) H0: mu1=m2=mu3 (same mean weight gains in all 3 countries), Ha: between some countries the mean weight gains differ. (d) The F-statistic follows an F(2,206)-distribution under H0. The P-value is given above. Conclusion: There is no evidence against H0, the data are compatible with the hypothesis that the weight gains are the same in the 3 countries. The "problem" with these data is that the within-group standard deviations are very large, compared to the group means. (e) Skip this question. (R^2=17.22/820.11=0.021)