Question

In: Statistics and Probability

Conservationists have despaired over destruction of tropical rain forest by logging, clearing, and burning. These words...

Conservationists have despaired over destruction of tropical rain forest by logging, clearing, and burning. These words begin a report on a statistical study of the effects of logging in Borneo. Here are data on the number of tree species in 12 unlogged forest plots and 9 similar plots logged 8 years earlier:

Unlogged: 22, 18, 22, 20, 15, 21, 13, 13, 19, 13, 19, 15

Logged: 17, 4, 18, 14, 18, 15, 15, 10, 12

Does logging significantly reduce the mean number of species in a plot after 8 years? Do a complete hypothesis test at 5% level of signicance using critical value approach.

Solutions

Expert Solution

The data is:

Unlogged Logged
22 17
18 4
22 18
20 14
15 18
21 15
13 15
13 10
19 12
13
19
15
count 12 9
Average 17.5 13.66667
SD 3.5291 4.50

(1) Null and Alternative Hypotheses

The following null and alternative hypotheses need to be tested:

Ho: μ1​ = μ2​

Ha: μ1​ > μ2​

This corresponds to a right-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.

(2) Rejection Region

Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=19. In fact, the degrees of freedom are computed as follows, assuming that the population variances are equal.

Hence, it is found that the critical value for this right-tailed test is tc​=1.729, for α=0.05 and df = 19.

The rejection region for this right-tailed test is R={t:t>1.729}.

(3) Test Statistics

Since it is assumed that the population variances are equal, the t-statistic is computed as follows:

(4) The decision about the null hypothesis

Since it is observed that t=2.191>tc​=1.729, it is then concluded that the null hypothesis is rejected.

Using the P-value approach: The p-value is p=0.0205, and since p=0.0205<0.05, it is concluded that the null hypothesis is rejected.

(5) Conclusion

It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population mean μ1​ is greater than μ2​, at the 0.05 significance level.

Graphically

Let me know in the comments if anything is not clear. I will reply ASAP! Please do upvote if satisfied!


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