2 The Chi-Square test for Population Variance 2 Recall that we used the n21 distribution in constructing the confidence interval for normally distributed population variance 2 . This distribution is also used to test a claim about the variance or standard deviation. To find the area under the chi-square distribution, use textbook Table 6 page 832. There are three cases to consider: Let’s Do It 1 1. Finding the chi-square critical value for a specific a when the hypothesis test is right-tailed. H 0 : 2 02 H1 : 2 02 2. Finding the chi-square critical value for a specific a when the hypothesis test is left-tailed. H 0 : 2 02 H1 : 2 02 3. Finding the chi-square critical values for a specific a when the hypothesis test is two-tailed. H 0 : 2 02 H1 : 2 02 The Decision Tool (THE TEST STATISTIC) In order to perform the hypothesis test, we first determine the distribution of the test statistic used in performing the test. The test statistic for population variance is X 2 (n 1)s 2 02 Hypothesis-Testing Problems (Traditional Method) Step1: State The null and the Alternative and identify the claim. Step2: Find the critical value(s) from the appropriate table. Step3: Compute the test statistic. Step 4: Summarize the results. Note: Never accept the null. We reserve the judgment about the hypothesis is true. Example A cigarette manufacturer wishes to test the claim that the variance of nicotine content of its cigarettes is 0.644. Nicotine content is measured in milligrams and is assumed normally distributed. A sample of 20 cigarettes has a standard deviation of 1.00milligram. At 0.05 , is there enough evidence to reject the manufacturer’s claim? Step 1: State the hypotheses and identify the claim. Step 2: Find the critical values. Since this test is a two-tailed test at 0.05 . The critical values for 0.025 and 0.975 must be found. The degrees of freedom are 19; hence, the critical values are 32.852 and 8.907, respectively. The critical regions are shown in Figure below (20 1)(1.0)2 29.5 0.644 02 Since the standard deviation s is given in the problem, it must be squared for the formula. Step 3: Compute the test value. X 2 (n 1)s 2 Step 4: Make the decision. Do not reject the null hypothesis, since the test value falls between the critical values region, as shown below Step 5: Summarize the results. There is not enough evidence to reject the manufacturer’s claim that the variance of the nicotine content of the cigarettes is equal to 0.644. Let’s Do It 2 A nutritionist claims that the variance of the number of calories in 1tbs of the major brands of pancake syrup is greater than 3600. A sample of 18 major brands of syrup yielded a variance of 4175. Test this claim assuming the number of calories is normally distributed. Let’s Do It 3 In a study in which the subjects were 15 patients suffering from pulmonary sarcoid disease, blood gas determinations were made. The variance of the sample was 450. Test the hypothesis that the population variance is less than 250. Let’s Do It 4 A nutritionist claims that the standard deviation of the number of calories in 1 tablespoon of the major brands of pancake syrup is 60. A sample of major brands of syrup is selected, and the number of calories is shown. At = 0.10, can the claim be rejected? 53 210 100 200 100 220 210 100 240 200 100 210 100 210 100 210 100 60 Homework page 285: 42, 43, 45