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Published byColeen Copeland Modified over 8 years ago
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Confidence Intervals Around a proportion Significance Tests Not Every Difference Counts Difference in Proportions Difference in Means
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The 95% confidence interval around a sample proportion is: And the 99.7% confidence interval would be:
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The margin of error is calculated by:
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In a poll of 505 likely voters, the Field Poll found 55% support for a constitutional convention.
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The margin of error for this poll was plus or minus 4.4 percentage points. This means that if we took many samples using the Field Poll’s methods, 95% of the samples would yield a statistic within plus or minus 4.4 percentage points of the true population parameter.
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Perhaps the differences in our dependent variable that we observe from group to group in our sample could be due to random chance alone. A “significance test” asks: How likely is it that we would observe a difference that large in our sample, if there were no difference in the population?
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Significance tests begin with the “null hypothesis,” the claim that there is no difference in the dependent variable from one group to another (measured as a mean or a proportion). This is akin to saying that the independent variable that we use to group cases has no effect on the dependent variable.
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Mathematically, the null hypothesis says: And the sample difference in means is normally distributed with a mean equal to the population difference in means with a standard error equal to:
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For interval and ratio dependent variables, you can conduct a difference in means test: Where
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For nominal and ordinal dependent variables, you can conduct a difference in proportions test: Where If the confidence interval does NOT include zero, we can reject the null hypothesis with 95% confidence.
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60.4% of the 1024 white residents in my survey voted, as did 24.5% of the 625 Latinos. This test tells us we can reject the null hypothesis.
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