Page 230 - Quantitative Data Analysis
P. 230

Quantitative Data Analysis
                                              Simply Explained Using SPSS


                                  Basic Statistical Tests


                                                        Example of a
                          Dependent  Independent  Purpose of   research   Measure of
               Name of Test
                           Variables   Variables  statistical test  question that  effect size
                                                        uses the test
                                                        Do the percent
                                             Compare the
                 Chi-square                  percent in   of ethnic
                  test of                    sample with   groups in my
                goodness of   none   1 categorical  specified   sample differ   Cramer's V
                                                        significantly
                    fit                      percent in   from district
                                             population
                                                        percentages?
                                                        Is the mean
                                             Compare the
                                             mean of a   aptitude level
                One-sample   none   1 continuous  sample with a   for my sample   Cohen's d
                                                        significantly
                   t-test                    specified   different from
                                             population
                                             mean       the population
                                                        (e.g. IQ=100)
                                                        Do males and
                                             Compare the
                 t-test for        1 categorical        females have
                independent  1 continuous   with two   means of two   significantly   Cohen's d
                 samples            categories   independent   different body
                                             samples
                                                        temperatures?
                                                        Are posttest
                                   1 categorical Compare the
                 t-test for          with two  means of two   scores
                  paired   1 continuous   paired   paired   significantly   Cohen's d
                 samples            categories  samples   greater than
                                                        pretest scores?
                                                        Do Democrats,
                                                        Republicans,
                                                        and
                                   1 categorical Compare the            2
                 analysis of                            Independents   eta (ç ) or
                 variance   1 continuous   with two or  means of two   differ   omega (ù ,
                 (ANOVA)              more   or more    significantly on   2
                                    categories  samples               ù )
                                                        scores on an
                                                        empathy
                                                        scale?
                                             Determines   Is there a
                                             whether two   significant
                 correlation  1 continuous 1 continuous variables   relationship   r 2
                                             correlate   between
                                             significantly   college GPAs

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