In: Statistics and Probability
"A producer of various feed additives for cattle conducts a study of the number of days of feedlot time required to bring beef cattle to market weight. Eighteen steers of essentially identi- cal age and weight are purchased and brought to a feedlot. Each steer is fed a diet with a specific combination of protein content, antibiotic concentration, and percentage of feed supplement. The data are as follows:
STEER PROTEIN ANIBIO SUPPLEM TIME 1 10 1 3 88 2 10 1 5 82 3 10 1 7 81 4 10 2 3 82 5 10 2 5 83 6 10 2 7 75 7 15 1 3 80 8 15 1 5 80 9 15 1 7 75 10 15 2 3 77 11 15 2 5 76 12 15 2 7 72 13 20 1 3 79 14 20 1 5 74 15 20 1 7 75 16 20 2 3 74 17 20 2 5 70 18 20 2 7 69
8. Calculate the coefficient of determination and interpret.
9. Suppose x1 = PROTEIN, x2 = ANTIBIO and x3 = SUPPLEM, and you enter these predictors in the model in the order of x1, x2, x3. Find SSR(x2 | x1) and SSR(x3 | x1, x2). What do they mean?
10. Test whether adding ANTIBIO and SUPPLEM provides any additional predictive value, given that PROTEIN is already in the model. Include all steps of a statistical test.