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Educational Measurement and Evaluation


                   Notes


                                              A common way to make comparisons is to calculate z-scores. A z-score tells how
                                              many standard deviations someone is above or below the mean. A z-score of -1.4
                                              indicates that someone is 1.4 standard deviations below the mean. Someone who is
                                              in that position would have done as well or better than 8% of the students who took
                                              the test.
                                  12.3 Z-Scores

                                  Meaning of Z-Score
                                  Z-scores are those converted scores of raw scores of which the mean (M) is zero (0) and standard
                                           σ
                                  deviation  () is one (1). These scores are obtained by linear transformation of raw scores, so they
                                  fall in the category of linear standard scores. The unit of Z-scores is similar to the standard
                                           σ
                                  deviation  () . Its value is generally from  –3σ to 3σ+  . The positive (+ve) sign of a Z-score of a
                                  raw score indicates that it is more than the Mean (M) of the raw score; and the negative (–ve) sign
                                  indicates that it is less than the mean (M) of the raw score.
                                  Calculation of Z-Scores
                                  The following formula is used for converting raw scores into Z-scores :

                                                            X – M
                                  Z-score,              Z =
                                                              σ
                                  In which,             Z = Z-score
                                                        X = Raw score
                                                        M = Mean
                                                       σ = Standard deviation
                                  Example 2

                                  In a test, the mean (M) of scores is 65 and the standard deviation  () is 10. In this test, Student A
                                                                                        σ
                                  has obtained 90 marks and Student B, 35. Convert the scores of students A and B into Z-scores.
                                  Calculation
                                                            X – M
                                  Z scores of Student A,  Z =
                                                              σ
                                                            90 – 65
                                                          =
                                                              10
                                                            25
                                                          =
                                                            10
                                                          = 2.5

                                                            X – M
                                  Z scores of Student B,  Z =
                                                              σ
                                                            35 – 65
                                                          =
                                                              10
                                                            –25
                                                          =
                                                             10
                                                          = – 3




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