In: Statistics and Probability
The zoology department of a small college did a survey of the number of organisms per square meter at two different locations in the Roanoke River drainage basin. At each location they created a grid and took a random sample of 8 square-meter parcels in which they counted organisms. Here is the data:
Number of organisms per square meter | ||||||||
Location 1 | 5030 | 2200 | 11400 | 10730 | 15040 | 7330 | 6890 | 2800 |
Location 2 | 2800 | 4670 | 6890 | 7720 | 3320 | 7330 | 2190 | 7720 |
They are interested in testing to see if the average densities of organisms is the same at both locations. They checked that the conditions for doing a two-sample t test are satisfied and computed the P value to be
A. |
0.232 |
|
B. |
0.215 |
|
C. |
less than 0.05 |
|
D. |
0.108 |
The degrees of freedom for the test above is (to two decimal places)
Claim: The average densities of organisms is the same at both locations.
The null and alternative hypothesis is
Level of significance = 0.05
For doing this test first we have to check the two groups have population variances are equal or not.
The null and alternative hypothesis is
Test statistic is
F = largest sample variance / Smallest sample variances
n1 = 8
= 7677.5
= 19846336
n2 = 8
= 5330
= 5513429
F = 18846336 / 5513429 = 3.60
Degrees of freedom = n1 - 1 , n2 - 1 = > 8 - 1 , 8 - 1 = > 7 , 7
Critical value = 3.783
F < critical value we fail to reject null hypothesis.
Conclusion: Population variances are equal, so we have to use pooled variance.
Test statistic is
Degrees of freedom = n1 + n2 - 2 = 8 + 8 -2 = 14
P-value = 2*P(T > 1.32) = 2*0.116 = 0.232
P-value > 0.05 we fail to reject null hypothesis.
Conclusion:
The average densities of organisms is the same at both locations.