Page 380 - Statistics for Dummies
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364
                                         Statistics For Dummies, 2nd Edition
                                         misleading statistics (continued)
                                           sources, checking, 39
                                           tornado statistics, 36–37
                                                                                 observational studies
                                           uncovering, 35–41
                                                                                   defi ned, 262
                                           wording of questions as factor in, 40–41
                                                                                   overview, 263
                                         missed detection, 226
                                                                                 Old Faithful’s eruptions, boxplots for,
                                         missing data as factor in errors, 41
                                                                                     120–121
                                         mistake recognition
                                                                                 omission errors, 34
                                           anecdotes, avoiding influence of, 330

                                                                                 on your own, trying problems, 334
                                           biased data, sources of, 323–324
                                                                                 ordering takeout, pie charts for, 94–95
                                           confounding variables, revealing, 327–328
                                                                                 ordinal data, 47
                                           correlations, detecting misinterpreted,
                                                                                 organizing data in surveys, 259
                                             326–327
                                                                                 original sources, 33

                                           data fishing, avoiding, 329–330
                                                                                 outliers
                                           graphs, avoiding misleading, 319–323
                                                                                   boxplots, 121–122
                                           incorrect numbers, looking for, 328–329
                                                                                   described, 52, 293
                                           margin of error, checking for, 324
                                                                                   histograms, 109
                                           random samples, checking for, 325     • O •
                                                                                 overstated results, 21, 275–276
                                           sample size, checking, 325–326
                                         motorcycle fatalities, statistics about, 25
                                         movies, statistics about, 30            • P •
                                         • N •                                   paired t-tests, 61, 236–240
                                                                                 parameters
                                                                                   described, 50, 193, 194
                                         negative t-values, 231–232                statistics linked to, 194–195
                                         90th percentile (top 10%), 155          percentiles
                                         no treatment in experiments, 267          ACT scores, comparing, 87–89
                                         non-random sample, 49–50                  calculating, 84–85
                                         normal approximation, 155–156             described, 84
                                         normal distribution                       high, 153–154
                                           examples of, 144                        household incomes, comparing, 86–87

                                           finding probabilities for, 149–151      interpreting, 85–89
                                           mean, 143                               kth percentile, 84–85
                                           overview, 54–55, 143–146                low, 152–153
                                           percentiles for, fi nding, 152–155      90th percentile (top 10%), 155
                                           properties, 144–145                     overview, 53
                                           standard deviation, 143                 10th percentile (bottom 10%), 155
                                           Z-distribution (standard normal         t-table, 160–161
                                             distribution), 146–149              percentiles for normal distribution
                                         null hypothesis, 61, 216–217              fi nding, 152–155
                                         numerical data. See also graphing         high percentiles, 153–154
                                             numerical data                        low percentiles, 152–153
                                           described, 71, 103                      steps for fi nding, 152
                                           summaries for, 15
                                                                                   wording in percentile problems,
                                                                                     translating, 154–155
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