Predicted probabilities of data analytics to improve production processes
| p.p | s.e. | p | p.p. | s.e | p | |
|---|---|---|---|---|---|---|
| Backward participation | 0.025 | 0.007 | 0.001 | |||
| Forward participation | 0.054 | 0.004 | 0.000 | |||
| Knowledge intensive work practices | 0.088 | 0.003 | 0.000 | 0.088 | 0.003 | 0.000 |
| Open-ended contracts | −0.002 | 0.002 | 0.326 | −0.003 | 0.002 | 0.246 |
| Part-time contracts | −0.001 | 0.003 | 0.630 | −0.003 | 0.003 | 0.304 |
| Profit (ref = yes) | ||||||
| Loss | −0.016 | 0.011 | 0.150 | −0.020 | 0.011 | 0.072 |
| Broke even | −0.015 | 0.011 | 0.169 | −0.015 | 0.011 | 0.165 |
| Missing | −0.018 | 0.014 | 0.186 | −0.021 | 0.014 | 0.131 |
| Competitiveness (ref = very) | ||||||
| Fairly | −0.050 | 0.007 | 0.000 | −0.050 | 0.007 | 0.000 |
| Not very | −0.075 | 0.012 | 0.000 | −0.070 | 0.012 | 0.000 |
| Not at all | −0.096 | 0.020 | 0.000 | −0.103 | 0.020 | 0.000 |
| −0.099 | 0.035 | 0.010 | −0.092 | 0.035 | 0.000 | |
| Development | 0.124 | 0.007 | 0.000 | 0.110 | 0.007 | 0.000 |
| Organization size (ref = small (10–49)) | ||||||
| Medium (50–249) | 0.180 | 0.008 | 0.000 | 0.174 | 0.008 | 0.000 |
| Large (250+) | 0.387 | 0.011 | 0.000 | 0.298 | 0.011 | 0.000 |
| Wald χ2 | 2160.85 | 2252.42 | ||||
| p.p | s.e. | p.p. | s.e | |||
|---|---|---|---|---|---|---|
| Backward participation | 0.025 | 0.007 | 0.001 | |||
| Forward participation | 0.054 | 0.004 | 0.000 | |||
| Knowledge intensive work practices | 0.088 | 0.003 | 0.000 | 0.088 | 0.003 | 0.000 |
| Open-ended contracts | −0.002 | 0.002 | 0.326 | −0.003 | 0.002 | 0.246 |
| Part-time contracts | −0.001 | 0.003 | 0.630 | −0.003 | 0.003 | 0.304 |
| Loss | −0.016 | 0.011 | 0.150 | −0.020 | 0.011 | 0.072 |
| Broke even | −0.015 | 0.011 | 0.169 | −0.015 | 0.011 | 0.165 |
| Missing | −0.018 | 0.014 | 0.186 | −0.021 | 0.014 | 0.131 |
| Fairly | −0.050 | 0.007 | 0.000 | −0.050 | 0.007 | 0.000 |
| Not very | −0.075 | 0.012 | 0.000 | −0.070 | 0.012 | 0.000 |
| Not at all | −0.096 | 0.020 | 0.000 | −0.103 | 0.020 | 0.000 |
| −0.099 | 0.035 | 0.010 | −0.092 | 0.035 | 0.000 | |
| Development | 0.124 | 0.007 | 0.000 | 0.110 | 0.007 | 0.000 |
| Medium (50–249) | 0.180 | 0.008 | 0.000 | 0.174 | 0.008 | 0.000 |
| Large (250+) | 0.387 | 0.011 | 0.000 | 0.298 | 0.011 | 0.000 |
| Wald | 2160.85 | 2252.42 | ||||
Note(s): N = 20,048 companies in 15 sectors in 28 countries
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