Statistics Foundation 1

Introduction

·       Welcome

·       What you should know

1. Beyond Data and Probability

·       Understanding data and distributions

·       Probability and random variables

·       What's next in stats 2?

2. Sampling

·       Sample considerations

·       Random samples

·       Alternative to random samples

3. Sample Size

·       The importance of sample size

·       The central limit theorem

·       Standard error (for proportions)

·       Sampling distribution of the mean

·       Standard error (for means)

4. Confidence Intervals

·       One sample is all you need

·       What exactly is a confidence interval?

·       95% confidence intervals for population proportions

·       Do you want to be more than 95% confident?

·       Explaining unexpected outcomes

·       95% confidence intervals for population means

5. Hypothesis Testing

·       Is this result even possible?

·       How to test a hypothesis in four steps

·       One-tailed vs. two-tailed tests

·       Significance test for proportions

·       Significance test for means (acceptance sampling)

·       Type I and type II errors

Conclusion

·       Next steps