Multilevel estimates for multilevel modelling predicting self-perceived learning from dealing with software-related problems
| Null model | Model 1 | Model 2 | Model 3 | Model 4 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimate | SE | t | Estimate | SE | t | Estimate | SE | t | Estimate | SE | t | Estimate | SE | t |
| Intercept | 2.99*** | 0.17 | 17.72 | 2.81*** | 0.26 | 10.654 | 2.30*** | 0.62 | 3.691 | 1.73* | 0.71 | 2.423 | 1.94* | 0.74 | 2.627 |
| Problem-solving activities | |||||||||||||||
| Asking others | 0.40 | 0.25 | 1.608 | 0.48* | 0.23 | 2.065 | 0.50* | 0.22 | 2.236 | 0.50* | 0.22 | 2.217 | |||
| Using information from the internet | 0.81*** | 0.23 | 3.457 | 0.75** | 0.23 | 3.316 | 0.62** | 0.22 | 2.810 | 0.54* | 0.22 | 2.406 | |||
| Using internal information | 0.35 | 0.37 | 0.941 | 0.49 | 0.36 | 1.367 | 0.47 | 0.35 | 1.347 | 0.48 | 0.34 | 1.403 | |||
| Using software-integrated information | 0.24 | 0.40 | 0.600 | 0.44 | 0.38 | 1.171 | 0.40 | 0.37 | 1.094 | 0.52 | 0.37 | 1.422 | |||
| Experimenting | −0.59** | 0.22 | −2.607 | −0.43 | 0.22 | −1.965 | −0.38 | 0.21 | −1.783 | −0.43* | 0.21 | −2.035 | |||
| Emotional experience | |||||||||||||||
| Ø motivated/delighted/curious | 0.41 | 0.30 | 1.387 | 0.21 | 0.27 | 0.803 | −0.14 | 0.29 | −0.492 | ||||||
| Ø confident/happy/glad | 0.06 | 0.40 | 0.141 | −0.11 | 0.37 | −0.305 | −0.06 | 0.36 | −0.152 | ||||||
| Ø contented/accepted/proud | −0.32 | 0.34 | −0.919 | −0.29 | 0.31 | −0.946 | −0.36 | 0.30 | −1.202 | ||||||
| Ø calm/even-tempered/daydreaming | 0.19 | 0.33 | 0.590 | 0.10 | 0.29 | 0.348 | 0.28 | 0.28 | 1.011 | ||||||
| Ø nervous/worried/afraid | 0.01 | 0.43 | 0.014 | −0.47 | 0.44 | −1.071 | −0.51 | 0.43 | −1.187 | ||||||
| Ø bored/dull/uninterested | −0.03 | 0.43 | −0.062 | 0.35 | 0.42 | 0.836 | 0.45 | 0.41 | 1.095 | ||||||
| Ø unhappy/gloomy/sad | −0.04 | 0.58 | −0.068 | −0.07 | 0.49 | −0.142 | 0.13 | 0.46 | 0.287 | ||||||
| Ø irritated/annoyed/angry | 0.05 | 0.33 | 0.146 | −0.06 | 0.29 | −0.210 | −0.10 | 0.30 | −0.350 | ||||||
| Motivated/delighted/curious | 0.10 | 0.11 | 0.855 | 0.14 | 0.11 | 1.279 | 0.15 | 0.11 | 1.357 | ||||||
| Confident/happy/glad | 0.21 | 0.13 | 1.659 | 0.18 | 0.13 | 1.418 | 0.18 | 0.13 | 1.421 | ||||||
| Contented/accepted/proud | 0.11 | 0.15 | 0.713 | 0.11 | 0.14 | 0.766 | 0.12 | 0.14 | 0.820 | ||||||
| Calm/even-tempered/daydreaming | −0.22 | 0.15 | −1.490 | −0.18 | 0.15 | −1.226 | −0.18 | 0.15 | −1.223 | ||||||
| Nervous/worried/afraid | −0.09 | 0.14 | −0.645 | −0.11 | 0.14 | −0.794 | −0.10 | 0.14 | −0.727 | ||||||
| Bored/dull/uninterested | 0.00 | 0.17 | −0.020 | 0.02 | 0.17 | 0.111 | 0.03 | 0.17 | 0.179 | ||||||
| Unhappy/gloomy/sad | −0.14 | 0.19 | −0.726 | −0.14 | 0.18 | −0.770 | −0.15 | 0.18 | −0.825 | ||||||
| Irritated/annoyed/angry | −0.36** | 0.13 | −2.871 | −0.35** | 0.12 | −2.774 | −0.34** | 0.12 | −2.750 | ||||||
| Contextual factors | |||||||||||||||
| Location of work (0 = remote work, 1 = work in the office) | −0.74* | 0.30 | −2.480 | −0.68* | 0.29 | −2.291 | |||||||||
| Ø own guilt | 0.33** | 0.12 | 2.684 | 0.42** | 0.13 | 3.113 | |||||||||
| Ø negative consequences | 0.02 | 0.13 | 0.165 | 0.11 | 0.13 | 0.866 | |||||||||
| Ø urgency | 0.08 | 0.14 | 0.588 | −0.08 | 0.17 | −0.477 | |||||||||
| Own guilt | 0.13* | 0.06 | 2.325 | 0.14* | 0.06 | 2.413 | |||||||||
| Negative consequences | −0.06 | 0.06 | −0.881 | −0.06 | 0.06 | −0.911 | |||||||||
| Urgency | 0.10 | 0.08 | 1.261 | 0.11 | 0.08 | 1.346 | |||||||||
| Team psychological safety | −0.45 | 0.24 | −1.838 | −0.67** | 0.25 | −2.726 | |||||||||
| Personal factors | |||||||||||||||
| Occupational self-efficacy | 0.81* | 0.35 | 2.315 | ||||||||||||
| Technology self-efficacy | 0.16 | 0.30 | 0.523 | ||||||||||||
| Extraversion | −0.13 | 0.16 | −0.839 | ||||||||||||
| Conscientiousness | 0.63 | 0.36 | 1.726 | ||||||||||||
| Agreeableness | −0.21 | 0.37 | −0.551 | ||||||||||||
| −2 * log | 917.63 | 887.75 | 850.84 | 823.11 | 814.55 | ||||||||||
| Diff −2*log | 29.88*** | 36.903** | 27.729*** | 8.563 | |||||||||||
| Δdf | 5 | 16 | 8 | 5 | |||||||||||
| R² | 0.14 | 0.24 | 0.36 | 0.40 | |||||||||||
| Null model | Model 1 | Model 2 | Model 3 | Model 4 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimate | Estimate | Estimate | Estimate | Estimate | ||||||||||
| Intercept | 2.99 | 0.17 | 17.72 | 2.81 | 0.26 | 10.654 | 2.30 | 0.62 | 3.691 | 1.73 | 0.71 | 2.423 | 1.94 | 0.74 | 2.627 |
| Asking others | 0.40 | 0.25 | 1.608 | 0.48 | 0.23 | 2.065 | 0.50 | 0.22 | 2.236 | 0.50 | 0.22 | 2.217 | |||
| Using information from the internet | 0.81 | 0.23 | 3.457 | 0.75 | 0.23 | 3.316 | 0.62 | 0.22 | 2.810 | 0.54 | 0.22 | 2.406 | |||
| Using internal information | 0.35 | 0.37 | 0.941 | 0.49 | 0.36 | 1.367 | 0.47 | 0.35 | 1.347 | 0.48 | 0.34 | 1.403 | |||
| Using software-integrated information | 0.24 | 0.40 | 0.600 | 0.44 | 0.38 | 1.171 | 0.40 | 0.37 | 1.094 | 0.52 | 0.37 | 1.422 | |||
| Experimenting | −0.59 | 0.22 | −2.607 | −0.43 | 0.22 | −1.965 | −0.38 | 0.21 | −1.783 | −0.43 | 0.21 | −2.035 | |||
| Ø motivated/delighted/curious | 0.41 | 0.30 | 1.387 | 0.21 | 0.27 | 0.803 | −0.14 | 0.29 | −0.492 | ||||||
| Ø confident/happy/glad | 0.06 | 0.40 | 0.141 | −0.11 | 0.37 | −0.305 | −0.06 | 0.36 | −0.152 | ||||||
| Ø contented/accepted/proud | −0.32 | 0.34 | −0.919 | −0.29 | 0.31 | −0.946 | −0.36 | 0.30 | −1.202 | ||||||
| Ø calm/even-tempered/daydreaming | 0.19 | 0.33 | 0.590 | 0.10 | 0.29 | 0.348 | 0.28 | 0.28 | 1.011 | ||||||
| Ø nervous/worried/afraid | 0.01 | 0.43 | 0.014 | −0.47 | 0.44 | −1.071 | −0.51 | 0.43 | −1.187 | ||||||
| Ø bored/dull/uninterested | −0.03 | 0.43 | −0.062 | 0.35 | 0.42 | 0.836 | 0.45 | 0.41 | 1.095 | ||||||
| Ø unhappy/gloomy/sad | −0.04 | 0.58 | −0.068 | −0.07 | 0.49 | −0.142 | 0.13 | 0.46 | 0.287 | ||||||
| Ø irritated/annoyed/angry | 0.05 | 0.33 | 0.146 | −0.06 | 0.29 | −0.210 | −0.10 | 0.30 | −0.350 | ||||||
| Motivated/delighted/curious | 0.10 | 0.11 | 0.855 | 0.14 | 0.11 | 1.279 | 0.15 | 0.11 | 1.357 | ||||||
| Confident/happy/glad | 0.21 | 0.13 | 1.659 | 0.18 | 0.13 | 1.418 | 0.18 | 0.13 | 1.421 | ||||||
| Contented/accepted/proud | 0.11 | 0.15 | 0.713 | 0.11 | 0.14 | 0.766 | 0.12 | 0.14 | 0.820 | ||||||
| Calm/even-tempered/daydreaming | −0.22 | 0.15 | −1.490 | −0.18 | 0.15 | −1.226 | −0.18 | 0.15 | −1.223 | ||||||
| Nervous/worried/afraid | −0.09 | 0.14 | −0.645 | −0.11 | 0.14 | −0.794 | −0.10 | 0.14 | −0.727 | ||||||
| Bored/dull/uninterested | 0.00 | 0.17 | −0.020 | 0.02 | 0.17 | 0.111 | 0.03 | 0.17 | 0.179 | ||||||
| Unhappy/gloomy/sad | −0.14 | 0.19 | −0.726 | −0.14 | 0.18 | −0.770 | −0.15 | 0.18 | −0.825 | ||||||
| Irritated/annoyed/angry | −0.36 | 0.13 | −2.871 | −0.35 | 0.12 | −2.774 | −0.34 | 0.12 | −2.750 | ||||||
| Location of work (0 = remote work, 1 = work in the office) | −0.74 | 0.30 | −2.480 | −0.68 | 0.29 | −2.291 | |||||||||
| Ø own guilt | 0.33 | 0.12 | 2.684 | 0.42 | 0.13 | 3.113 | |||||||||
| Ø negative consequences | 0.02 | 0.13 | 0.165 | 0.11 | 0.13 | 0.866 | |||||||||
| Ø urgency | 0.08 | 0.14 | 0.588 | −0.08 | 0.17 | −0.477 | |||||||||
| Own guilt | 0.13 | 0.06 | 2.325 | 0.14 | 0.06 | 2.413 | |||||||||
| Negative consequences | −0.06 | 0.06 | −0.881 | −0.06 | 0.06 | −0.911 | |||||||||
| Urgency | 0.10 | 0.08 | 1.261 | 0.11 | 0.08 | 1.346 | |||||||||
| Team psychological safety | −0.45 | 0.24 | −1.838 | −0.67 | 0.25 | −2.726 | |||||||||
| Occupational self-efficacy | 0.81 | 0.35 | 2.315 | ||||||||||||
| Technology self-efficacy | 0.16 | 0.30 | 0.523 | ||||||||||||
| Extraversion | −0.13 | 0.16 | −0.839 | ||||||||||||
| Conscientiousness | 0.63 | 0.36 | 1.726 | ||||||||||||
| Agreeableness | −0.21 | 0.37 | −0.551 | ||||||||||||
| −2 * log | 917.63 | 887.75 | 850.84 | 823.11 | 814.55 | ||||||||||
| Diff −2*log | 29.88 | 36.903 | 27.729 | 8.563 | |||||||||||
| Δdf | 5 | 16 | 8 | 5 | |||||||||||
| 0.14 | 0.24 | 0.36 | 0.40 | ||||||||||||
Notes:
*p < 0.05; **p < 0.01; ***p < 0.001