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Which of the elements of a test of hypothesis can and should be specified prior to analyzing the data that are to be used to conduct the test

Short Answer

Expert verified

The elements of a test of hypothesis can and should be specified prior to analyzing the data that are to be used to conduct the test are null hypothesis, alternative hypothesis, test statistic, and rejection region.

Step by step solution

01

Given information

The information regarding the test hypothesis.

The test hypothesis can be used to conduct the test.

02

State the statistical hypothesis test

Hypothesis testing is a method in which statistical data from a group sample is drawn to reach a conclusion about population parameters. Generally, it is used when you want to compare two or more groups.

03

Explain the elements of a test hypothesis used to conduct the test prior to analyzing the data

Before performing any test of hypothesis, we must specify the null and alternative hypothesis as well as the desired level of significance α.

The given four elements are specified before the sampling experiment is performed.

Null Hypothesis (H0):

The null hypothesis is the theory about the specific values of one or more population parameters. The theory is always stated as H0: parameter=value.

Alternative Hypothesis (Ha):

The alternative hypothesis is a theory that contradicts the null hypothesis. The theory represents that which we will adopt only when sufficient evidence exists to establish its truth.

Test statistic:

A sample statistic is used to decide whether to reject the null hypothesis.

Rejection region:

The numerical values of the test statistic for which the null hypothesis will be rejected.

Hence, the elements of a test of hypothesis can and should be specified prior to analyzing the data that are to be used to conduct the test are null hypothesis, alternative hypothesis, test statistic, and rejection region.

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a. Specify the null and alternative hypotheses for this test.

b. Descriptive statistics for the sample ratios are provided in the Minitab printout on page 410. Note that the sample mean,\(\overline x = .327\)is less than 1. Consequently, a pharmacologist wants to reject the null hypothesis. What are the problems with using such a decision rule?

c. Locate values of the test statistic and corresponding p-value on the printout.

d. Select a value of\(\alpha \)the probability of a Type I error. Interpret this value in the words of the problem.

e. Give the appropriate conclusion based on the results of parts c and d.

f. What conditions must be satisfied for the test results to be valid?

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7.83 A random sample of n observations is selected from a normal population to test the null hypothesis that σ2=25 . Specify the rejection region for each of the following combinations of Ha,αand n.

a.Ha:σ225;α=0.5;n=16

b. Ha:σ2>25;α=.01;n=23

c. Ha:σ2>25;α=.10;n=15

d. Ha:σ2<25;α=.01;n=13

e. Ha:σ225;α=.10;n=7

f.Ha:σ2<25;α=.05;n=25

In a test of the hypothesis \({H_0}:\mu = 10\) versus \({H_a}:\mu \ne 10\), a sample of n = 50 observations possessed mean \(\bar x = 10.7\) and standard deviation s = 3.1. Find and interpret the p-value for this test.

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