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Stat 100 Mar. 18
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Stat 100 Read Ch. 18, Try 1-6,10-11 Read Ch. 19, Try 1-7
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Commonplace objective Use a sample to estimate something about a population For instance, what percent of the PSU population thinks there should be 14-week semesters? Or, what is mean hours of study per week for PSU students?`
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Recent Gallup Poll 34% of n=1,012 said there was an area within a mile of home where they’d be afraid to walk alone at night This is a sample estimate of a population value Reported margin of error = 3%
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Margin of Error Likely upper bound on sampling error For 95% of random samples of a specific size, sampling error is less than the margin of error.
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Confidence Interval An interval of values that is likely to include the true population value. Compute Sample value ± margin of error For walk alone at night question, confidence interval is 34% ± 3% This interval is likely to include percent afraid to walk alone for whole population
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Confidence Level Probability that confidence interval catches the population value Confidence is actually in the procedure. To be 95% confident means that 95% of the time, the procedure provides an interval that catches the population value
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95% confidence most common Most polls (including Gallup) report margin of error for 95% confidence
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Another Crime Poll Results 22% said crime was an extremely serious problem in the U.S. A 95% confidence interval for the population percent who thinks this is 22%±3%
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Conservative Calculation 95% margin of error = Provides value larger than actual error in at least 95% of all samples.
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Examples of Margin of Error n=400, 1/sqrt(400) =0.05 or 5% n=1000, 1/sqrt(1000)=0.03, or 3% n=2500, 1/sqrt(2500)=0.02, or 2% Notice that big increase in sample size needed to drop m.e. from 3% to 2%
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More Exact Margin of Error 95% m.e. =2×
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For Serious Crime Question p=0.22, n=1012 Sqrt [0.22 (1-.22)/1012]=0.013 Margin of error = 2 (0.013) = 0.026 Interval is 22% ± 2.6%
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Crime in own neighborhood Only 3% thought crime was extremely serious in their own neighborhood. s.d.=sqrt [(0.03)(0.97)/1012]=0.0053 Margin of error= 2(0.0053)=0.016, or 1.6% Confidence interval is 3% ±1.6%
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