Table 5

Effect on endogenous constructs

Endogenous constructsR2Q2
Hard QM practices0.7770.426
Administrative innovation (AI)0.6660.492
Technical innovation (TI)0.7780.488
Organizational performance0.7790.439
Hypothesis and relationDirect effectt-value (bootstrap)Percentile 95% CISupport
H1Soft QM → Hard QM0.882***63.027[0.858; 0.904]Yes
H2aSoft QM → Administrative innovation0.555***8.005[0.440; 0.668]Yes
H2bSoft QM → Technical innovation0.426***7.157[0.329;0.523]Yes
H3aHard QM → Administrative innovation0.285***4.035[0.169;0.400]Yes
H3bHard QM → Technical innovation0.484***8.084[0.386;0.582]Yes
H4aAI → Organizational performance0.134**2.496[0.050; 0.224]Yes
H4bTI → Organizational performance0.091ns1.319[-0.024;0.202]No
H5Soft QM → Organizational performance0.420***7.246[0.323;0.514]Yes
H6Hard QM → Organizational performance0.288***4.906[0.193;0.383]Yes

Note(s): ***p < 0.001; **p < 0.01; ns: not significant

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