Hierarchical regression results for technology adoption
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 |
|---|---|---|---|---|---|
| Control variables | |||||
| Firm Size | 0.24** | 0.21** | 0.19** | 0.18** | 0.17** |
| Firm Age | 0.18** | 0.16* | 0.15* | 0.14* | 0.13* |
| International Exposure | 0.22** | 0.19** | 0.18** | 0.17* | 0.16* |
| Tech Experience | 0.25** | 0.22** | 0.20** | 0.19** | 0.18** |
| Main effects | |||||
| Network Centrality (NC) | 0.35** | 0.32** | 0.30** | 0.29** | |
| Tie Strength Div (TSD) | 0.31** | 0.28** | 0.27** | 0.26** | |
| Institutional Voids (IV) | −0.24** | −0.22** | −0.21** | −0.20** | |
| Absorptive Capacity (AC) | 0.29** | 0.27** | 0.26** | 0.25** | |
| Quadratic effect | |||||
| NC2 | −0.18** | −0.17** | −0.16** | ||
| Two-way interactions | |||||
| NC × TSD | 0.23** | 0.22** | |||
| NC × IV | −0.19** | −0.18** | |||
| NC × AC | 0.21** | 0.20** | |||
| Three-way interactions | |||||
| NC × TSD × IV | −0.15** | ||||
| NC × TSD × AC | 0.17** | ||||
| R2 | 0.19 | 0.38 | 0.42 | 0.46 | 0.49 |
| ΔR2 | – | 0.19 | 0.04 | 0.04 | 0.03 |
| F-change | 12.45** | 28.67** | 15.34** | 13.89** | 11.56** |
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 |
|---|---|---|---|---|---|
| Firm Size | 0.24** | 0.21** | 0.19** | 0.18** | 0.17** |
| Firm Age | 0.18** | 0.16* | 0.15* | 0.14* | 0.13* |
| International Exposure | 0.22** | 0.19** | 0.18** | 0.17* | 0.16* |
| Tech Experience | 0.25** | 0.22** | 0.20** | 0.19** | 0.18** |
| Network Centrality (NC) | 0.35** | 0.32** | 0.30** | 0.29** | |
| Tie Strength Div (TSD) | 0.31** | 0.28** | 0.27** | 0.26** | |
| Institutional Voids (IV) | −0.24** | −0.22** | −0.21** | −0.20** | |
| Absorptive Capacity (AC) | 0.29** | 0.27** | 0.26** | 0.25** | |
| NC2 | −0.18** | −0.17** | −0.16** | ||
| NC × TSD | 0.23** | 0.22** | |||
| NC × IV | −0.19** | −0.18** | |||
| NC × AC | 0.21** | 0.20** | |||
| NC × TSD × IV | −0.15** | ||||
| NC × TSD × AC | 0.17** | ||||
| 0.19 | 0.38 | 0.42 | 0.46 | 0.49 | |
| Δ | – | 0.19 | 0.04 | 0.04 | 0.03 |
| 12.45** | 28.67** | 15.34** | 13.89** | 11.56** | |
Note(s): Standardized coefficients are reported. *p < 0.05; **p < 0.01
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