In: Statistics and Probability
Researchers at a state agricultural station conduct a series of experiments to investigate the feeding habits of baby chickens. Chicks were deprived of food until their guts were empty and then were allowed to feed for 6 hours on a diet of corn or mixed grains. For each feeding trial, the change in the weight of the chicks after 6 hours was recorded as a percentage of the bird's initial weight. The digestive efficiency (measured as a percentage) for each chick was also recorded. The data is given in the table below.
Type of feed | corn | corn | corn | corn | corn | mixed | mixed | mixed | mixed | mixed |
Digestion Efficiency (%) (xx) | 2 | 2 | 0 | 1.5 | 1.5 | 41 | 57.5 | 62.5 | 64.5 | 43.5 |
Weight Change (%) (yy) | 0 | 3.5 | -0.5 | -5 | -0.5 | 10.5 | 12.5 | 14.5 | 7.5 | 10 |
(a) Conduct a test to determine whether weight change, yy, is
linearly related to digestion efficiency, xx.
State the test statistic t=t=
(b) Using α=0.05α=0.05, we conclude:
A. There is not sufficient evidence of a linear
relationship.
B. There is sufficient evidence of a linear
relationship between digestive efficiency and weight gain.
(c) Repeat part (a), but exclude the data from the trials that
used the mixed grains feed.
State the test statistic tcornonly=tcornonly=
(d) Again, using α=0.05α=0.05, we conclude:
A. There is not sufficient evidence of a linear
relationship for the corn only group.
B. For the corn only group, there is sufficient
evidence of a linear relationship between digestive efficiency and
weight gain.
SSE =Syy-(Sxy)2/Sxx= | 78.737 |
s2 =SSE/(n-2)= | 9.8421 | |
std error σ = | =se =√s2= | 3.1372 |
null hypothesis: Ho: β1 | = | 0 | |
Alternate Hypothesis: Ha: β1 | ≠ | 0 | |
0.05 level,two tail test and n-2= df, critical t= | 2.306 |
estimated std error of slope =se(β1) =s/√Sxx= | 0.0366 | ||
test stat t = | (bo-β1)/se(β1)= | = | 5.6698 |
p value: | = | 0.0005 |
since p value <0.05 , we reject null and conclude that
B. There is sufficient evidence of a linear relationship between digestive efficiency and weight gain.
c)
test stat t = | (bo-β1)/se(β1)= | = | 0.4031 |
p value: | = | 0.7139 |
d)
A. There is not sufficient evidence of a linear relationship for the corn only group.