Measurement model evaluation results
| Constructs | Indicators | Item | Mean | Std. dev | VIF | Construct reliability and validity | |||
|---|---|---|---|---|---|---|---|---|---|
| α | rho_A | CR | AVE | ||||||
| Proactivity (PR) | We excel at identifying opportunities and market needs | PR1 | 4.34 | 1.83 | 2.11 | 0.84 | 0.85 | 0.89 | 0.68 |
| We initiate actions to which other organizations respond | PR2 | 4.54 | 1.65 | 1.79 | |||||
| We search for new opportunities more intensively than our competitors do | PR3 | 3.75 | 1.53 | 2.20 | |||||
| We always try to take the initiative in each situation | PR4 | 3.75 | 1.37 | 2.27 | |||||
| Innovation (IN) | Our organization seeks out new ways to do things | IN1 | 4.73 | 1.37 | 1.33 | 0.74 | 0.77 | 0.83 | 0.56 |
| We actively introduce improvements and innovations in our organization | IN2 | 3.69 | 1.63 | 1.74 | |||||
| Innovation is the source of our success | IN3 | 4.13 | 1.49 | 2.02 | |||||
| Relative to competing products, those of our business are more innovative | IN4 | 4.42 | 1.72 | 1.35 | |||||
| Digitalization (DIG) | We use many digital solutions in our activities | DIG1 | 2.55 | 1.53 | 1.70 | 0.89 | 0.89 | 0.92 | 0.69 |
| We are more digitalized than our competitors are | DIG2 | 2.82 | 1.48 | 2.68 | |||||
| Our results are improving due to digitalization | DIG3 | 3.14 | 1.53 | 4.52 | |||||
| Digitalization has enabled us to significantly improve our operation | DIG4 | 3.45 | 1.72 | 4.20 | |||||
| We are advanced in terms of the digitalization process | DIG5 | 2.98 | 1.62 | 1.92 | |||||
| Market performance (MP) | Relative to competing products, our products are more successful in terms of sales | MP1 | 3.97 | 1.50 | 2.20 | 0.84 | 0.86 | 0.89 | 0.68 |
| Relative to competing products, those of our business achieve and maintain a higher market share | MP2 | 3.01 | 1.44 | 2.48 | |||||
| Relative to our competitors, our income is greater | MP3 | 2.87 | 1.40 | 2.75 | |||||
| Relative to our competitors, our profit is greater | MP4 | 3.23 | 1.23 | 2.44 | |||||
| Firm growth (FG) | Our market recognizability has increased this year | FG1 | 3.94 | 1.15 | 1.58 | 0.86 | 0.87 | 0.9 | 0.7 |
| Our income has increased | FG2 | 3.75 | 1.19 | 4.79 | |||||
| Our profitability has increased | FG3 | 3.40 | 1.12 | 4.84 | |||||
| Our business has grown faster than those of our competitors | FG4 | 3.39 | 1.09 | 1.63 | |||||
| Constructs | Indicators | Item | Mean | Std. dev | VIF | Construct reliability and validity | |||
|---|---|---|---|---|---|---|---|---|---|
| rho_ | CR | AVE | |||||||
| Proactivity (PR) | We excel at identifying opportunities and market needs | PR1 | 4.34 | 1.83 | 2.11 | 0.84 | 0.85 | 0.89 | 0.68 |
| We initiate actions to which other organizations respond | PR2 | 4.54 | 1.65 | 1.79 | |||||
| We search for new opportunities more intensively than our competitors do | PR3 | 3.75 | 1.53 | 2.20 | |||||
| We always try to take the initiative in each situation | PR4 | 3.75 | 1.37 | 2.27 | |||||
| Innovation (IN) | Our organization seeks out new ways to do things | IN1 | 4.73 | 1.37 | 1.33 | 0.74 | 0.77 | 0.83 | 0.56 |
| We actively introduce improvements and innovations in our organization | IN2 | 3.69 | 1.63 | 1.74 | |||||
| Innovation is the source of our success | IN3 | 4.13 | 1.49 | 2.02 | |||||
| Relative to competing products, those of our business are more innovative | IN4 | 4.42 | 1.72 | 1.35 | |||||
| Digitalization (DIG) | We use many digital solutions in our activities | DIG1 | 2.55 | 1.53 | 1.70 | 0.89 | 0.89 | 0.92 | 0.69 |
| We are more digitalized than our competitors are | DIG2 | 2.82 | 1.48 | 2.68 | |||||
| Our results are improving due to digitalization | DIG3 | 3.14 | 1.53 | 4.52 | |||||
| Digitalization has enabled us to significantly improve our operation | DIG4 | 3.45 | 1.72 | 4.20 | |||||
| We are advanced in terms of the digitalization process | DIG5 | 2.98 | 1.62 | 1.92 | |||||
| Market performance (MP) | Relative to competing products, our products are more successful in terms of sales | MP1 | 3.97 | 1.50 | 2.20 | 0.84 | 0.86 | 0.89 | 0.68 |
| Relative to competing products, those of our business achieve and maintain a higher market share | MP2 | 3.01 | 1.44 | 2.48 | |||||
| Relative to our competitors, our income is greater | MP3 | 2.87 | 1.40 | 2.75 | |||||
| Relative to our competitors, our profit is greater | MP4 | 3.23 | 1.23 | 2.44 | |||||
| Firm growth (FG) | Our market recognizability has increased this year | FG1 | 3.94 | 1.15 | 1.58 | 0.86 | 0.87 | 0.9 | 0.7 |
| Our income has increased | FG2 | 3.75 | 1.19 | 4.79 | |||||
| Our profitability has increased | FG3 | 3.40 | 1.12 | 4.84 | |||||
| Our business has grown faster than those of our competitors | FG4 | 3.39 | 1.09 | 1.63 | |||||
Note(s): α = Cronbach’s alpha; CR = composite reliability; AVE = average variance extracted; rho_A = reliability coefficient; VIF = variance inflation factor