Page 47 - Special Topic Session (STS) - Volume 4
P. 47

STS560 Haniza Yon et al.
                Gender Main Effects. Gender DIF can occur regardless of the presence or
            absence of any gender main effects on the estimated factor measures. In our
            data, the traits for which some items showed DIF were not those with the
            largest differences in average scores between men and women. Figure 2 below
            shows the factor means for women (solid lines) and men (dotted lines), with
            the factors arranged along the X-axis. The factors are ordered according to the
            difference  (MWomen–MMen)  between  the  female  and  male  means.  Rather
            surprisingly, women reported greater self-confidence and productivity but less
            flexibility and innovation. These results should be interpreted cautiously, as
            statistical tests for pairwise group differences (see Table 1) indicate that only
            two of the differences reached statistical significance at p < .05.

                                    Figure 2: Factor Means by Gender
                        55
                      Scale Score (M=50, SD = 12)  51
                        54
                        53
                        52
                        50
                        49
                        48
                        47
                        46
                        45









                                            Men        Women


            4.  Discussion and Conclusions
                All our 15 factors showed acceptable model fit and reliability, indicating
            that we succeeded in constructing a set of internally valid scales in accordance
            with the one-parameter IRT model. A very small number of misfitting items
            was  detected,  and  further  research  is  being  conducted  to  understand  the
            issues involved.
                However,  no  substantive  gender  biases  were  found,  and  we  conclude
            therefore that any gender differences in average observed trait scores reflect
            genuine trait-level differences, rather than (say) item- or test-related artifacts.
                We  observed  some  surprising  gender  differences:  the  women  in  our
            sample  showed  greater  self-confidence,  customer  service  orientation,
            productivity,  execution,  and  initiative  than  did  the  men.  Conversely,  men
            showed greater flexibility, innovation, problem-solving and resourcefulness,
            and  entrepreneurship.  These  findings  are  not  what  one  might  expect  in  a
            male-dominated business culture. Admittedly, these differences were not very

                                                                36 | I S I   W S C   2 0 1 9
   42   43   44   45   46   47   48   49   50   51   52