Table 5

Robustness check

Impact of reverse logistics adoption on digitalizationImpact of reverse logistics adoption on collaboration
Alternate definitions for DigitalizationCount variableCoefp-valueAlternate definitions for CollaborationCount variableCoefp-value
AI0.73260.087collab_dom + collab_inno + collab_rnd + collab_oth0.41920.024
SDB0.35630.049collab_for + collab_inno + collab_rnd + collab_oth0.39260.013
AI_lu + SDB + IP0.42170.001collab_inno + collab_rnd + collab_oth0.36600.017
AI_ir + SDB + IP0.42490.001collab_dom + collab_for + collab_inno + collab_oth0.42000.024
AI_ml + SDB + IP0.42170.001collab_dom + collab_for + collab_rnd + collab_oth0.33560.183
AI_kbs + SDB + IP0.42520.001collab_dom + collab_for + collab_rnd + collab_inno0.49700.016
AI_oth + SDB + IP0.42170.001collab_dom + collab_rnd + collab_oth0.31330.203
AI + IP0.49720.009collab_dom + collab_for + collab_inno0.48430.017
SDB + IP0.40010.004collab_for + collab_rnd + collab_inno0.43900.009

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

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