Transcript Chapter7 4
Section 7.4 Hypothesis Testing for Proportions Larson/Farber 4th ed. Section 7.4 Objectives • Use the z-test to test a population proportion p Larson/Farber 4th ed. z-Test for a Population Proportion z-Test for a Population Proportion • A statistical test for a population proportion. • Can be used when a binomial distribution is given such that np 5 and nq 5. • The test statistic is the sample proportion . • The standardized test statistic is z. Larson/Farber 4th ed. Using a z-Test for a Proportion p Verify that np ≥ 5 and nq ≥ 5 In Words 1. State the claim mathematically and verbally. Identify the null and alternative hypotheses. 2. Specify the level of significance. In Symbols State H0 and Ha. Identify . 3. Sketch the sampling distribution. 4. Determine any critical value(s). Larson/Farber 4th ed. Use Table 5 in Appendix B. Using a z-Test for a Proportion p In Words In Symbols 5. Determine any rejection region(s). 6. Find the standardized test statistic. 7. Make a decision to reject or fail to reject the null hypothesis. 8. Interpret the decision in the context of the original claim. Larson/Farber 4th ed. If z is in the rejection region, reject H0. Otherwise, fail to reject H0. Example: Hypothesis Test for Proportions A research center estimates that no more than 40% of US adults eat breakfast every day. IN a random sample of 250 US adults, 41.6% say they eat breakfast every day. At α = 0.01, is there enough evidence to reject the researcher’s claim? Solution: •Verify that np ≥ 5 and nq ≥ 5. p = 0.40 and q = 0.60 np = 250(0.40) = 100 and nq = 250(0.60) = 150 Larson/Farber 4th ed. Solution: Hypothesis Test for Proportions • • • • H0: p ≤ 0.40 (claim) Ha: p > 0.40 = 0.01 Rejection Region: 0.01 0 2.33 0.516 Larson/Farber 4th ed. z • Test Statistic • Decision: Fail to reject H0 At the 1% level of significance, there is insufficient evidence to reject the researcher’s claim that no more than 40% of US adults eat breakfast every day. Example: Hypothesis Test for Proportions 7.4, #12 - An environmentalist clams that more than 60% of british consumers are concerned about the use of genetic modification in food production and want to avoid genetically modified foods. You want to test this claim. You find that a random sample of 100 consumers, 65% say they are concerned about the use of genetically modified foods. At Solution: •Verify that np ≥ 5 and nq ≥ 5. np = 100(0.60) = 60 and nq = 100 (0.40) = 40 Larson/Farber 4th ed. Solution: Hypothesis Test for Proportions • • • • H0: p ≤ 0.60 Ha: p > 0.60 = 0.10 Rejection Region: • Test Statistic 0.10 0 1.28 1.02 Larson/Farber 4th ed. z • Decision: Fail to Reject H0 At the 10% level of significance, there is not enough evidence to support the environmentalist’s claim. Section 7.4 Summary • Used the z-test to test a population proportion p • HW: 5 - 15 EO Larson/Farber 4th ed. 11