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Chapter 13: Confidence Intervals: Making Your Best Guesstimate

                                                    As the confidence level increases, the number of standard errors increases, so
                                                    the margin of error increases.
                                                      Table 13-1
                                                      Confidence Level
                                                                             z*-value
                                                      80%               z*-values for Various Confidence Levels           199
                                                                             1.28
                                                      90%                    1.645 (by convention)
                                                      95%                    1.96
                                                      98%                    2.33
                                                      99%                    2.58
                                                    If you want to be more than 95% confident about your results, you need to
                                                    add and subtract more than about two standard errors. For example, to be
                                                    99% confident, you would add and subtract about two and a half standard
                                                    errors to obtain your margin of error (2.58 to be exact). The higher the con-
                                                    fidence level, the larger the z*-value, the larger the margin of error, and the
                                                    wider the confidence interval (assuming everything else stays the same). You
                                                    have to pay a certain price for more confidence.

                                                    Note that I said “assuming everything else stays the same.” You can offset an
                                                    increase in the margin of error by increasing the sample size. See the follow-
                                                    ing section for more on this.



                                         Factoring In the Sample Size


                                                    The relationship between margin of error and sample size is simple: As the
                                                    sample size increases, the margin of error decreases, and the confidence
                                                    interval gets narrower. This relationship confirms what you hope is true: The
                                                    more information (data) you have, the more accurate your results are going
                                                    to be. (That, of course, assumes that the information is good, credible infor-
                                                    mation. See Chapter 3 for how statistics can go wrong.)
                                                    The margin of error formulas for the confidence intervals in this chapter all
                                                    involve the sample size (n) in the denominator. For example, the formula for
                                                    margin of error for the sample mean,    (which you’ll see in great detail
                                                    later in this chapter), has an n in the denominator of a fraction (this is the
                                                    case for most margin of error formulas). As n increases, the denominator of this
                                                    fraction increases, which makes the overall fraction get smaller. That makes the
                                                    margin of error smaller and results in a narrower confidence interval.










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