| Attitude – adapted from Priester, Nayakankuppam, Fleming, and Godek (2004) | 0.890 | 79.235 | 0.934 | Perceived ease of use- adapted from Meuter, Bitner, Ostrom, and Brown (2005) | 0.700 | 72.520 | 0.804 |
| Subjective norms – adapted from Nysveen, Pedersen, and Thorbjørnsen (2005) | 0.741 | 82.524 | 0.894 | Optimism- adapted from Grewal, Iyer, and Levy (2004) | 0.830 | 76.070 | 0.895 |
| Perceived behavior control – adapted from Nysveen et al. (2005) | 0.753 | 85.866 | 0.918 | Innovativeness – adapted from Shih and Venkatesh (2004) | 0.700 | 72.720 | 0.810 |
| Pleasure – adapted from Mehrabian and Russell (1974) | 0.724 | 76.474 | 0.846 | Discomfort – adapted from Spangenberg, Sprott, Grohmann, and Smith (2003) | 0.729 | 78.216 | 0.861 |
| Arousal – adapted from Mehrabian and Russell (1974) | 0.711 | 78.634 | 0.863 | Insecurity – adapted from Montoya-Weiss, Voss, and Grewal (2003) | 0.806 | 68.354 | 0.783 |
| Dominance – adapted from French and Raven (1959) | 0.806 | 68.354 | 0.883 | IoT Adopt intention – adapted from Sundar and Kalyanaraman (2004) | 0.820 | 72.520 | 0.894 |
| Perceived usefulness- adapted from Nysveen et al. (2005) | 0.820 | 64.049 | 0.858 |