Question

In: Statistics and Probability

Two different formulations of an oxygenated motor fuel are being tested to study their road octane...

Two different formulations of an oxygenated motor fuel are being tested to study their road octane numbers. The population variance of road octane number for formulation 1 is =1.5, and for formulation 2, it is =1.2. Two random samples of size =15 and =20 are tested, and the mean road octane numbers observed are =89.6 and =92.5. Assume normality.

a.) Construct a 95% two-sided confidence interval on the difference in mean road octane number.

b.) If formulation 2 produces a higher road octane number than formulation 1, the manufacturer would like to detect it. Formulate and test an appropriate hypothesis, using α = 0.05.(Be sure to include all the steps).

c.) What is the P-value for the test you conducted in part (b) and state the decision?

Solutions

Expert Solution

a)

We need to construct the 95% confidence interval for the difference between the population means μ1​−μ2​. The following information has been provided about each of the samples:

Sample Mean 1 () = 89.6
Pop. Standard Deviation 1 (σ1​) = 1.224744871
Sample Size 1 (N1​) = 15
Sample Mean 2 (​) = 92.5
Pop. Standard Deviation 2 (σ2​) = 1.095445115
Sample Size 2 (N2​) = 20

The critical value for α=0.05 is . The corresponding confidence interval is computed as shown below:

b) and c)

(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 left-tailed test, for which a z-test for two population means, with known population standard deviations will be used.

(2) Rejection Region

Based on the information provided, the significance level is α=0.05, and the critical value for a left-tailed test is z_c = -1.64

The rejection region for this left-tailed test is R={z:z<−1.64}

(3) Test Statistics

The z-statistic is computed as follows:

(4) Decision about the null hypothesis

Since it is observed that z=−7.25<z∗=−1.64, it is then concluded that the null hypothesis is rejected.

Using the P-value approach: The p-value is p = 0 and since p=0<0.05, it is concluded that the null hypothesis is rejected..

Graphically


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