Robustness check
| Impact of reverse logistics adoption on digitalization | Impact of reverse logistics adoption on collaboration | ||||
|---|---|---|---|---|---|
| Alternate definitions for DigitalizationCount variable | Coef | p-value | Alternate definitions for CollaborationCount variable | Coef | p-value |
| AI | 0.7326 | 0.087 | collab_dom + collab_inno + collab_rnd + collab_oth | 0.4192 | 0.024 |
| SDB | 0.3563 | 0.049 | collab_for + collab_inno + collab_rnd + collab_oth | 0.3926 | 0.013 |
| AI_lu + SDB + IP | 0.4217 | 0.001 | collab_inno + collab_rnd + collab_oth | 0.3660 | 0.017 |
| AI_ir + SDB + IP | 0.4249 | 0.001 | collab_dom + collab_for + collab_inno + collab_oth | 0.4200 | 0.024 |
| AI_ml + SDB + IP | 0.4217 | 0.001 | collab_dom + collab_for + collab_rnd + collab_oth | 0.3356 | 0.183 |
| AI_kbs + SDB + IP | 0.4252 | 0.001 | collab_dom + collab_for + collab_rnd + collab_inno | 0.4970 | 0.016 |
| AI_oth + SDB + IP | 0.4217 | 0.001 | collab_dom + collab_rnd + collab_oth | 0.3133 | 0.203 |
| AI + IP | 0.4972 | 0.009 | collab_dom + collab_for + collab_inno | 0.4843 | 0.017 |
| SDB + IP | 0.4001 | 0.004 | collab_for + collab_rnd + collab_inno | 0.4390 | 0.009 |
| Impact of reverse logistics adoption on digitalization | Impact of reverse logistics adoption on collaboration | ||||
|---|---|---|---|---|---|
| Alternate definitions for DigitalizationCount variable | Coef | Alternate definitions for CollaborationCount variable | Coef | ||
| AI | 0.7326 | 0.087 | collab_dom + collab_inno + collab_rnd + collab_oth | 0.4192 | 0.024 |
| SDB | 0.3563 | 0.049 | collab_for + collab_inno + collab_rnd + collab_oth | 0.3926 | 0.013 |
| AI_lu + SDB + IP | 0.4217 | 0.001 | collab_inno + collab_rnd + collab_oth | 0.3660 | 0.017 |
| AI_ir + SDB + IP | 0.4249 | 0.001 | collab_dom + collab_for + collab_inno + collab_oth | 0.4200 | 0.024 |
| AI_ml + SDB + IP | 0.4217 | 0.001 | collab_dom + collab_for + collab_rnd + collab_oth | 0.3356 | 0.183 |
| AI_kbs + SDB + IP | 0.4252 | 0.001 | collab_dom + collab_for + collab_rnd + collab_inno | 0.4970 | 0.016 |
| AI_oth + SDB + IP | 0.4217 | 0.001 | collab_dom + collab_rnd + collab_oth | 0.3133 | 0.203 |
| AI + IP | 0.4972 | 0.009 | collab_dom + collab_for + collab_inno | 0.4843 | 0.017 |
| SDB + IP | 0.4001 | 0.004 | collab_for + collab_rnd + collab_inno | 0.4390 | 0.009 |
Note(s): AI = Artificial Intelligence (Language understanding + Image recognition + Machine Learning + Knowledge based systems + Others)
AI_lu = AI–Language understanding AI_ir = AI- Image recognition AI_ml = AI–Machine Learning
AI_kbs = AI–Knowledge based systems AI_oth = AI – others SDBs= Software data bases
IP = information processing collab_oth = Other type of collaboration
collab_dom = Domestic collaboration collab_for = Domestic collaboration
collab_rnd = Collaboration for R&D collab_inno = Collaboration for innovation
Source(s): Table by authors