Table 2

Measurement model–reliability, validity and discriminant validity

PANEL A. Reliability and validity
VariablesCronbach’s AlphaDijkstra-Henseler rhoCRIAVE
Lean 4.0 0.911 0.920 0.938 0.791 
Digital technology Industry 4.0 0.929 0.935 0.942 0.684 
Logistics 4.0 0.934 0.937 0.944 0.653 
PANEL A. Reliability and validity
VariablesCronbach’s AlphaDijkstra-Henseler rhoCRIAVE
Lean 4.0 0.911 0.920 0.938 0.791 
Digital technology Industry 4.0 0.929 0.935 0.942 0.684 
Logistics 4.0 0.934 0.937 0.944 0.653 
PANEL B. Fornell-Larcker criterionHeterotrait–Monotrait ratio (HTMT)
Variables123123
1. Lean 4.0 0.889      
2. Digital Technology Industry 4.0 0.543 0.821  0.524   
3. Logistics 4.0 0.402 0.559 0.808 0.430 0.578  
PANEL B. Fornell-Larcker criterionHeterotrait–Monotrait ratio (HTMT)
Variables123123
1. Lean 4.0 0.889      
2. Digital Technology Industry 4.0 0.543 0.821  0.524   
3. Logistics 4.0 0.402 0.559 0.808 0.430 0.578  

Note(s): PANEL B: Fornell-Larcker Criterion: Diagonal elements (bold) are the square root of the variance shared between the constructs and their measures (AVE). For discriminant validity, diagonal elements should be larger than off-diagonal elements

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