Parameter estimates | Mediation (Model 1) | Moderated mediation (Model 2) | Moderated mediation (Model 3) | |||
---|---|---|---|---|---|---|
B (SE) | β | B (SE) | β | B (SE) | β | |
Measurement model | ||||||
Self-efficacy in STEM → Item 1 | 1.00 | 0.31*** | 1.00 | 0.31*** | 1.00 | 0.35*** |
Self-efficacy in STEM → Item 2 | 2.85 (0.17)*** | 0.89*** | 2.85 (0.17)*** | 0.89*** | 2.44 (0.13)*** | 0.88*** |
Self-efficacy in STEM → Item 3 | 2.15 (0.13)*** | 0.75*** | 2.16 (0.13)*** | 0.75*** | 1.86 (0.10)*** | 0.75*** |
Interest in STEM → Item 1 | 1.00 | 0.90*** | 1.00 | 0.90*** | 1.00 | 0.90*** |
Interest in STEM → Item 2 | 1.06 (0.01)*** | 0.94*** | 1.06 (0.01)*** | 0.94*** | 1.06 (0.01)*** | 0.94*** |
Interest in STEM → Item 3 | 1.03 (0.01)*** | 0.91*** | 1.03 (0.01)*** | 0.91*** | 1.03 (0.01)*** | 0.91*** |
Academic and career aspirations in STEM → Item 1 | 1.00 | 0.41*** | 1.00 | 0.41*** | 1.00 | 0.42*** |
Academic and career aspirations in STEM → Item 2 | 2.22 (0.09)*** | 0.96*** | 2.22 (0.09)*** | 0.96*** | 2.16 (0.09)*** | 0.96*** |
Academic and career aspirations in STEM → Item 3 | 2.14 (0.09)*** | 0.94*** | 2.14 (0.09)*** | 0.94*** | 2.09 (0.09)*** | 0.94*** |
Traditional gender role beliefs → Item 1 | – | – | 1.00 | 0.71*** | – | – |
Traditional gender role beliefs → Item 2 | – | – | 1.04 (0.02)*** | 0.75*** | – | – |
Traditional gender role beliefs → Item 3 | – | – | 1.11 (0.03)*** | 0.79*** | – | – |
Traditional gender role beliefs → Item 4 | – | – | 1.26 (0.03)*** | 0.86*** | – | – |
Traditional gender role beliefs → Item 5 | – | – | 0.91 (0.03)*** | 0.59*** | – | – |
Conformity to social norms → Item 1 | – | – | – | – | 1.00 | 0.56*** |
Conformity to social norms → Item 2 | – | – | – | – | 0.24 (0.03)*** | 0.17*** |
Conformity to social norms → Item 3 | – | – | – | – | 0.86 (0.02)*** | 0.49*** |
Conformity to social norms → Item 4 | – | – | – | – | 1.44 (0.08)*** | 0.80*** |
Conformity to social norms → Item 5 | – | – | – | – | 0.97 (0.05)*** | 0.57*** |
Structural model | ||||||
Gender → Self-efficacy in STEM | 0.20 (0.02)*** | 0.57*** | 0.17 (0.02)*** | 0.55*** | 0.21 (0.02)*** | 0.57*** |
Gender → Interest in STEM | 0.23 (0.03)*** | 0.22*** | 0.20 (0.03)*** | 0.22*** | 0.20 (0.03)*** | 0.22*** |
Self-efficacy in STEM → Interest in STEM | 2.28 (0.18)*** | 0.77*** | 2.16 (0.13)*** | 0.77*** | 1.89 (0.10)*** | 0.78*** |
Gender → Academic and career aspirations in STEM | 0.12 (0.01)*** | 0.24*** | 0.10 (0.01)*** | 0.24*** | 0.10 (0.01)*** | 0.24*** |
Self-efficacy in STEM → Academic and career aspirations in STEM | 0.23 (0.05)*** | 0.16*** | 0.20 (0.04)*** | 0.16*** | 0.18 (0.03)*** | 0.16*** |
Interest in STEM → Academic and career aspirations in STEM | 0.31 (0.02)*** | 0.63*** | 0.29 (0.02)*** | 0.63*** | 0.30 (0.02)*** | 0.63*** |
Traditional gender role beliefs → Self-efficacy in STEM | – | – | -0.03 (0.01)* | -0.07* | – | – |
Gender × Traditional gender role beliefs → Self-efficacy in STEM | – | – | 0.12 (0.02)*** | 0.13*** | – | – |
Traditional gender role beliefs → Interest in STEM | – | – | -0.03 (0.03) | -0.03 | – | – |
Gender × Traditional gender role beliefs → Interest in STEM | – | – | 0.10 (0.04)** | 0.04** | – | – |
Traditional gender role beliefs → Academic and career aspirations in STEM | – | – | -0.01 (0.01) | -0.02 | – | – |
Gender × Traditional gender role beliefs → Academic and career aspirations in STEM | – | – | 0.03 (0.02)* | 0.03* | – | – |
Conformity to social norms → Self-efficacy in STEM | – | – | – | – | 0.12 (0.07) | 0.06 |
Gender × Conformity to social norms → Self-efficacy in STEM | – | – | – | – | 0.04 (0.09) | 0.01 |
Conformity to social norms → Interest in STEM | – | – | – | – | -0.05 (0.12) | -0.01 |
Gender × Conformity to social norms → Interest in STEM | – | – | – | – | -0.20 (0.15) | -0.02 |
Conformity to social norms → Academic and career aspirations in STEM | – | – | – | – | -0.05 (0.05) | -0.02 |
Gender × Conformity to social norms → Academic and career aspirations in STEM | – | – | – | – | -0.09 (0.07) | -0.02 |