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BA 275 Quantitative Business Methods Agenda Statistical Inference Hypothesis Testing: Proportion The p-value Approach Computer Project #2 is due on Monday, 2/27/06. Midterm Examination #2: Wednesday 3/1/06. 1 Midterm Examination #2 Wednesday, 3/1/06 in class. Closed books/notes/packet/friends exam, but I will provide you The normal and the T tables The formulas on pp. 13, 14, and 17. Need a good night sleep and a calculator that WORKS! Topics: The Normal Distribution and the Central Limit Theorem Confidence Interval Estimation, Margin of Error, Sample Size Determination Hypothesis Testing, the p-value approach CyberStats: B-11, B-12, C-1, C-2, C-3, C-4, C-6, C-7, C-8. 2 Quiz #5 Question 1. A survey of community banks asked about the loan-to-deposit (LTD) ratio, a bank’s total loans as a percent of its total deposits. The mean LTD ratio for the 20 banks in the sample is 76.7 and the standard deviation is 12.3. Give a 99% confidence interval for the mean LTD ratio for community banks. LCL (lower confidence limit) UCL (upper confidence limit) X t / 2 s n d . f . n 1 20 1 19 12.3 20 12.3 UCL : 76.7 2.861 20 LCL : 76.7 2.861 3 Quiz #5 Question 2. “Does work stress have a negative impact on your personal life?” A sample of 100 restaurant employees was selected and 55 of them responded “Yes.” Estimate with 95% confidence the population proportion of all restaurant employees who think that work stress has a negative impact on their personal lives. LCL (lower confidence limit) UCL (upper confidence limit) pˆ pˆ z / 2 pˆ (1 pˆ ) n 55 0.55 100 0.55(1 0.55) LCL :0.55 1.96 100 0.55(1 0.55) UCL : 0.55 1.96 100 4 Quiz #5 Question 3. Question Circle one answer If the sample mean increases, how does the width of the confidence interval change? Increase Decrease Remain the same If the sample size is increased, how does the width of the confidence interval change? Increase Decrease Remain the same If the confidence level is increased, how does the width of the confidence interval change? Increase Decrease Remain the same If the sample standard deviation increases, how does the width of the confidence interval change? Increase Decrease Remain the same 5 Central Limit Theorem In the case of sample mean X ~ N ( , 2 n ) X n In the case of sample proportion p(1 p) pˆ ~ N ( p, ) n pˆ p(1 p) n pˆ (1 pˆ ) n 6 Formulas for the Proportion (formula 3 on p.13 and p.17) 100(1-a)% confidence interval estimator (p.13) pˆ (1 pˆ ) p z / 2 n Hypothesis testing H0: p = p0 (p.17) z pˆ p0 p0 (1 p0 ) n 7 Example 4 out of 5 dentists recommend Oral-B. Scenario 1: “Hmm, I thought it was higher.” Scenario 2: “No, it cannot be. It should be lower.” Scenario 3: “Really? I don’t think so.” 8 Example A manufacturer of alkaline batteries wants to be reasonably certain that fewer than 5% of its batteries are defective. Suppose 300 batteries are randomly selected from a very large shipment; each is tested and 10 defective batteries are found. Does this provide sufficient evidence for the manufacturer to conclude that the fraction defective in the entire shipment is less than 0.05? Use = 0.01. 9 Example Three politicians are attempting to win the Democratic nomination for senator. The result of a survey of 1000 Democrats is summarized below. Q1. Do we have enough evidence to indicate that Candidate A will receive more than 50% of the vote? Q2. If so, by how much? Candidate A 550 Candidate B 300 Candidate C 150 10 Statistical Inference Using Statgraphics With only summary statistics (e.g., given the sample mean, sample std, and sample size.) With only raw data (e.g., the CEO data) 11