From: Bitcoin adoption in online payments: examining consumer intentions and word-of-mouth recommendations
Hypothesis | Relationship | Estimate standardised | t-value | Result |
---|---|---|---|---|
H1a | Usefulness → use intentions | 0.375*** | 20.165 | Support |
H1b | Usefulness → WOM | 0.076*** | 4.033 | Support |
H2a | Ease of use → use intentions | 0.102*** | 5.092 | Support |
H2b | Ease of use → WOM | 0.048** | 2.630 | Support |
H3a | Risk → use intentions | − 0.085* | − 2.395 | Support |
H3b | Risk → WOM | − 0.094*** | − 10.057 | Support |
H4a | Trust → use intentions | 0.216*** | 11.651 | Support |
H4b | Trust → WOM | 0.214*** | 12.147 | Support |
H5a | Coercive → use intentions | 0.082*** | 4.444 | Support |
H5b | Coercive → WOM | 0.189*** | 11.009 | Support |
H6a | Mimetic → use intentions | 0.170*** | 9.502 | Support |
H6b | Mimetic → WOM | − 0.222*** | − 12.974 | No support |
H7a | Normative → use intentions | 0.003ns | 0.168 | No support |
H7b | Normative → WOM | 0.205*** | 12.025 | Support |
H8 | Use intentions → WOM | 0.307*** | 12.706 | Support |
Moderation (interaction) effects | ||||
H9a | Self-efficacy x usefulness → use intentions | 0.020 ns | 1.278 | No support |
H9b | Self-efficacy x usefulness → WOM | 0.065*** | 4.545 | Support |
H9c | Self-efficacy x ease of use → use intentions | 0.020 ns | 1.413 | No support |
H9d | Self-efficacy x ease of use → WOM | 0.056*** | 4.370 | Support |
H9e | Self-efficacy x perceived risk → use intentions | 0.057*** | 4.671 | Support |
H9f | Self-efficacy x perceived risk → WOM | 0.061*** | 6.742 | Support |
H9g | Self-efficacy x trust → use intentions | 0.055*** | 3.869 | Support |
H9h | Self-efficacy x trust → WOM | 0.065*** | 3.493 | Support |
Controls | ||||
Gender → use intentions | − 0.008ns | − 0.883 | Not support | |
Gender → WOM | 0.016* | 1.968 | Support | |
Age → use intentions | 0.072*** | 7.678 | Support | |
Age → WOM | − 0.035*** | − 4.100 | Support | |
Online shopping devices → use intentions | − 0.035*** | − 3.769 | Support | |
Online shopping devices → WOM | − 0.020* | − 2.435 | Support | |
Online merchant → use intentions | − 0.034*** | − 3.606 | Support | |
Online merchant → WOM | 0.011ns | 1.265 | Not support | |
Online payment experience → use intentions | 0.009ns | 0.955 | Not support | |
Online payment experience → WOM | 0.009ns | 1.018 | Not support | |
R2 estimates | ||||
Bitcoin use intentions | 0.756 | Â | Â | |
WOM | 0.807 | Â | Â |