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Unit 12 : Conversion of Raw Scores into Standard Scores, T-scores, C-scores, Z-scores, Stanine Scores, Percentiles


            12.8 Summary                                                                             Notes

            •   Raw score is an original datum that has not been transformed.
            •   Standard scores are those scores which have a definite reference point or norm, and this
                norm is the Mean (M) of the scale.
            •   Z-Scores
                •  Z-scores are those converted scores of raw scores of which the mean (M) is zero (0) and
                                    σ
                   standard 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
                                                σ
                   similar to the standard deviation  () .
            •   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

            •   In the field of education, the Z-scores are used in meaningful analysis of scores of a student,
                comparison of scores of two students and for comparison of marks of a student in-two
                subjects.
            •   T-scores are those converted scores of raw scores of which the mean (M) is 50, standard
                         σ
                deviation  () is 10 and the distribution is normal. These scores are always positive (+ve)
                and their value is often from 20 to 80.
            •   The following formula is used for converting raw scores into T-scores :

                              +
                T-Score,   T =  50 10  ⎛  ⎜  X – M ⎞  ⎟
                                  ⎝  σ  ⎠
                In which, T = T-score
                           X = Raw score
                          M = Mean
                           σ = Standard deviation

            •   The mean (M) of T-scores is 50 and standard deviation  () is 10. so, if the range of general
                                                              σ
                distribution is taken to be 100, the range of T-scale becomes from 0 to 100.
            •   C-scores are those converted scores of raw scores of which the mean (M) is 5 and standard
                         σ
                deviation  () is 2. For it, the range of raw scores is distributed into 11 equal unit-groups
                which are displayed on a 11-point scale from 0 to 10.
            •   There are two methods of converting a raw score into C-score— by Z-score and by percentile
                rank. The following formula is used to convert a raw scores into C-score by Z-score :
                •  C-score, C = 5 + 2Z
            •   In some situations in the field of education, the use of C-scores is more useful than the use
                of Z-scores and T-scores, however such situations are very rare.




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