In: Statistics and Probability
The U.S. Department of Agriculture (USDA) uses sample surveys to produce important economic estimates. One pilot study estimated durum wheat prices in July and in January using independent samples of wheat producers in the two months.
The data is given below.
Price | Month |
6.2335 | July |
6.3215 | July |
6.4457 | July |
6.1488 | July |
6.3079 | July |
5.8976 | January |
6.2064 | January |
6.1278 | January |
6.0468 | January |
5.9692 | January |
Although there is variation among prices within each month, the top four prices are all from July and the four lowest prices are from January. You will run a significance test to check that if the difference between months is just by chance. You’ll use α = 0.05 for significance test. Assume that the two Normal population distributions have the same standard deviation.
Solution
Final answers are given below. Details are given under Part (g).
Let X = July price
Y = January price
Given, X ~ N(µ1, σ12) and Y ~ N(µ2, σ22), where σ12 = σ22 = σ2, say and σ2 is unknown.
Part (a)
Hypotheses
Null: H0: µ1 = µ2 Vs Alternative: HA: µ1 ≠ µ2 Answer 1
Part (b)
Type of test
t-test [because population variance is unknown] Answer 2
Part (c)
Critical value
t8, 0.025 = 2.306 Answer 3
Part (d)
Calculated value of the test statistic
3.2777 Answer 4
[Test statistic =
t = (Xbar - Ybar)/{s√(2/n)} where
s2 = (s12 + s22)/2;
Xbar and Ybar are sample averages and s1,s2 are sample standard deviations based on n observations each on X and Y.
Part (e)
Decision
Reject null hypothesis Answer 5
[Because tcal > tcrit]
Part (f)
Conclusion
Mean price in July is different from the price in January Answer 6
Part (g)
Excel output
n |
5 |
Xbar |
6.29 |
Ybar |
6.05 |
s1 |
0.1103 |
s2 |
0.1228 |
s^2 |
0.013619 |
s |
0.1167 |
|tcal| |
3.2777 |
α |
0.05 |
tcrit |
2.306004 |
Answer 7
DONE