| Constructs | Elements | Items | References |
| Big Data Characteristics | Velocity | 4 questions | Prester & Jurić [6] , Ghasemaghaei & Calic [12] |
| Volume | 4 questions | Prester & Jurić [6] , Ghasemaghaei & Calic [12] | |
| Value | 4 questions | Prester & Jurić [6] , Ghasemaghaei & Calic [12] | |
| Variety | 4 questions | Prester & Jurić [6] , Ghasemaghaei & Calic [12] | |
| Veracity | 4 questions | Prester & Jurić [6] , Ghasemaghaei & Calic [12] | |
| Innovation Performance | New Products | 3 questions | Martínez-Noya & García-Canal [13] |
| Market outcome | 3 questions | Rauter et al. [21] | |
| Big Data Team | Sophistication | 3 questions | Niebel et al. [19] , Mikalef & Krogstie [18] |
| Diversity | 3 questions | Niebel et al. [19] , Mikalef & Krogstie [18] | |
| Agility | 3 questions | Niebel et al. [19] , Mikalef & Krogstie [18] |