Effect on endogenous constructs
| Endogenous constructs | R2 | Q2 |
|---|---|---|
| Hard QM practices | 0.777 | 0.426 |
| Administrative innovation (AI) | 0.666 | 0.492 |
| Technical innovation (TI) | 0.778 | 0.488 |
| Organizational performance | 0.779 | 0.439 |
| Endogenous constructs | ||
|---|---|---|
| Hard QM practices | 0.777 | 0.426 |
| Administrative innovation (AI) | 0.666 | 0.492 |
| Technical innovation (TI) | 0.778 | 0.488 |
| Organizational performance | 0.779 | 0.439 |
| Hypothesis and relation | Direct effect | t-value (bootstrap) | Percentile 95% CI | Support | |
|---|---|---|---|---|---|
| H1 | Soft QM → Hard QM | 0.882*** | 63.027 | [0.858; 0.904] | Yes |
| H2a | Soft QM → Administrative innovation | 0.555*** | 8.005 | [0.440; 0.668] | Yes |
| H2b | Soft QM → Technical innovation | 0.426*** | 7.157 | [0.329;0.523] | Yes |
| H3a | Hard QM → Administrative innovation | 0.285*** | 4.035 | [0.169;0.400] | Yes |
| H3b | Hard QM → Technical innovation | 0.484*** | 8.084 | [0.386;0.582] | Yes |
| H4a | AI → Organizational performance | 0.134** | 2.496 | [0.050; 0.224] | Yes |
| H4b | TI → Organizational performance | 0.091ns | 1.319 | [-0.024;0.202] | No |
| H5 | Soft QM → Organizational performance | 0.420*** | 7.246 | [0.323;0.514] | Yes |
| H6 | Hard QM → Organizational performance | 0.288*** | 4.906 | [0.193;0.383] | Yes |
| Hypothesis and relation | Direct effect | Percentile 95% CI | Support | ||
|---|---|---|---|---|---|
| Soft QM → Hard QM | 0.882*** | 63.027 | [0.858; 0.904] | Yes | |
| Soft QM → Administrative innovation | 0.555*** | 8.005 | [0.440; 0.668] | Yes | |
| Soft QM → Technical innovation | 0.426*** | 7.157 | [0.329;0.523] | Yes | |
| Hard QM → Administrative innovation | 0.285*** | 4.035 | [0.169;0.400] | Yes | |
| Hard QM → Technical innovation | 0.484*** | 8.084 | [0.386;0.582] | Yes | |
| AI → Organizational performance | 0.134** | 2.496 | [0.050; 0.224] | Yes | |
| TI → Organizational performance | 0.091ns | 1.319 | [-0.024;0.202] | No | |
| Soft QM → Organizational performance | 0.420*** | 7.246 | [0.323;0.514] | Yes | |
| Hard QM → Organizational performance | 0.288*** | 4.906 | [0.193;0.383] | Yes | |
Note(s): ***p < 0.001; **p < 0.01; ns: not significant
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