Hierarchical OLS regressions for testing mediation
| Dependent variable | Ambidexterity | Non-financial performance | Financial performance | Lagged accounting data (Ln ROI (t+1−t+2)) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model A | Model B | Model C | Model A | Model B | Model C | Model A | Model B | Model C | ||
| Controls | ||||||||||
| Firm size | 0.031 | −0.027 | −0.062 | −0.046 | −0.027 | −0.103 | −0.091 | −0.075 | −0.089 | −0.081 |
| Technological diversification | 0.194* | 0.101 | 0.104 | 0.018 | 0.101 | 0.036 | −0.034 | 0.090 | 0.088 | 0.038 |
| Product differentiation | 0.138 | 0.071 | −0.047 | −0.114 | 0.071 | −0.047 | −0.002 | −0.120 | −0.154† | −0.190* |
| International | 0.137† | −0.047 | −0.027 | −0.089 | −0.047 | −0.031 | −0.089 | 0.013 | 0.019 | −0.016 |
| Slack resources | 0.014 | −0.075 | −0.079 | −0.071 | −0.074 | −0.092 | −0.086 | 0.063 | 0.061 | 0.065 |
| Environmental dynamism | 0.057 | 0.001 | 0.064 | 0.036 | 0.001 | 0.150 | 0.129 | 0.089 | 0.111 | 0.096 |
| Environmental competitiveness | 0.068 | −0.203* | −0.172* | −0.200** | −0.203* | −0.220* | −0.243** | 0.001 | 0.009 | −0.008 |
| Technological turbulence | 0.156 | 0.184 | 0.086 | 0.013 | 0.184 | 0.111 | 0.055 | −0.005 | −0.035 | −0.075 |
| Independent variables | ||||||||||
| PMS use (Diag. × Inter.) | 0.319*** | 0.415*** | 0.270*** | 0.244*** | 0.129 | 0.133 | 0.051 | |||
| Ambidexterity (Exploit. × Explor.) | 0.462*** | 0.360** | 0.257* | |||||||
| R-square | 0.413 | 0.082 | 0.228 | 0.354 | 0.104 | 0.155 | 0.231 | 0.024 | 0.039 | 0.078 |
| ANOVA F | 9.37 (9,127) | 1.69 (8,127) | 5.712 (9,126)*** | 8.494 (10,125)*** | 2.371 (8,128)* | 3.473 (9,127)** | 5.279 (10,126)*** | 0.62 (8,128) | 0.78 (9,127) | 1.12 (10,126) |
| F change test | – | – | 23.858 (1,126)*** | 24.465 (1,125)*** | – | 7.612 (1,127)** | 12.491 (1,126)** | – | 1.974 (1,127) | 5.282 (1,126)* |
| N | 153 | 153 | 153 | 153 | 153 | 153 | 153 | 137a | 137a | 137a |
| Dependent variable | Ambidexterity | Non-financial performance | Financial performance | Lagged accounting data (Ln ROI ( | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model A | Model B | Model C | Model A | Model B | Model C | Model A | Model B | Model C | ||
| Firm size | 0.031 | −0.027 | −0.062 | −0.046 | −0.027 | −0.103 | −0.091 | −0.075 | −0.089 | −0.081 |
| Technological diversification | 0.194* | 0.101 | 0.104 | 0.018 | 0.101 | 0.036 | −0.034 | 0.090 | 0.088 | 0.038 |
| Product differentiation | 0.138 | 0.071 | −0.047 | −0.114 | 0.071 | −0.047 | −0.002 | −0.120 | −0.154† | −0.190* |
| International | 0.137† | −0.047 | −0.027 | −0.089 | −0.047 | −0.031 | −0.089 | 0.013 | 0.019 | −0.016 |
| Slack resources | 0.014 | −0.075 | −0.079 | −0.071 | −0.074 | −0.092 | −0.086 | 0.063 | 0.061 | 0.065 |
| Environmental dynamism | 0.057 | 0.001 | 0.064 | 0.036 | 0.001 | 0.150 | 0.129 | 0.089 | 0.111 | 0.096 |
| Environmental competitiveness | 0.068 | −0.203* | −0.172* | −0.200** | −0.203* | −0.220* | −0.243** | 0.001 | 0.009 | −0.008 |
| Technological turbulence | 0.156 | 0.184 | 0.086 | 0.013 | 0.184 | 0.111 | 0.055 | −0.005 | −0.035 | −0.075 |
| PMS use (Diag. × Inter.) | 0.319*** | 0.415*** | 0.270*** | 0.244*** | 0.129 | 0.133 | 0.051 | |||
| Ambidexterity (Exploit. × Explor.) | 0.462*** | 0.360** | 0.257* | |||||||
| 0.413 | 0.082 | 0.228 | 0.354 | 0.104 | 0.155 | 0.231 | 0.024 | 0.039 | 0.078 | |
| ANOVA | 9.37 (9,127) | 1.69 (8,127) | 5.712 (9,126)*** | 8.494 (10,125)*** | 2.371 (8,128)* | 3.473 (9,127)** | 5.279 (10,126)*** | 0.62 (8,128) | 0.78 (9,127) | 1.12 (10,126) |
| – | – | 23.858 (1,126)*** | 24.465 (1,125)*** | – | 7.612 (1,127)** | 12.491 (1,126)** | – | 1.974 (1,127) | 5.282 (1,126)* | |
| 153 | 153 | 153 | 153 | 153 | 153 | 153 | 137a | 137a | 137a | |
Note(s): a We applied missing value algorithm and imputed 36 missing data on lagged financial performance
†p < 0.10; *p < 0.05; **p < 0.01; ***p < 0.001
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