In: Statistics and Probability
36. Allied Corporation is trying to determine whether to purchase Machine A or B. It has leased the two machines for a month. A random sample of 5 employees has been taken. These employees have gone through a training session on both machines. Below you are given information on their productivity rate on both machines. (Let d = Machine A - Machine B.)Productivity Rate
Person |
Machine A |
Machine B |
1 |
47 |
52 |
2 |
53 |
58 |
3 |
50 |
47 |
4 |
55 |
60 |
5 |
45 |
53 |
please explain and show all work --- do NOT use excel commands/excel to solve this problem
a. State the null and alternative hypotheses for a two-tailed test.
b. Find the mean and standard deviation for the difference.
c. Compute the test statistic.
d. Test the null hypothesis stated in Part a at the 10% level.
a)
Ho : µd= 0
Ha : µd ╪ 0
b)
paired t test
Sample #1 | Sample #2 | difference , Di =sample1-sample2 | (Di - Dbar)² |
47 | 52 | -5 | 1 |
53 | 58 | -5 | 1 |
50 | 47 | 3 | 49 |
55 | 60 | -5 | 1 |
45 | 53 | -8 | 16 |
total | -20 | 68 |
mean of difference , D̅ =ΣDi / n = -20/5 =
-4
std dev of difference , Sd = √ [ (Di-Dbar)²/(n-1) =
√(68/4) = 4.1231
c)
std error , SE = Sd / √n = 4.1231 /
√ 5 = 1.8439
t-statistic = (D̅ - µd)/SE = ( -4
- 0 ) / 1.8439
= -2.169
d)
α=0.10
Degree of freedom, DF= n - 1 = 4
t-critical value , t* = ± 2.132 [from t
table ]
since, test stat = -2.169 < -2.132, Reject null
hypothesis
conclusion: there is enough evidence to conclude that there is difference in productivity rate on both machines at significance level of 10%