Reliability and validity tests
| Construct | Item | Item description | Cronbach’s α n = 105/388 | Factor loadings n = 105/388 | Reference |
|---|---|---|---|---|---|
| Privacy barrier | 0.786/0.878 | ||||
| PB1 | My personal information can be used without my knowledge when signing up to use DPMs | 0.768/0.857 | Modified from Featherman and Pavlou (2003), Martins et al. (2014) | ||
| PB2 | My digital transactions can be monitored and tracked | 0.913/0.944 | Modified from Yang et al. (2015) | ||
| PB3 | DPMs reveal my payment habits | 0.833/0.895 | Modified from Yang et al. (2015) | ||
| Security barrier | 0.883/0.915 | ||||
| SB1 | My bank account can be hacked | 0.841/0.895 | Modified from Yang et al. (2015) | ||
| SB2 | I can be exposed to fraud if I use DPMs | 0.868/0.925 | Modified from Featherman and Pavlou (2003), Martins et al. (2014) | ||
| SB3 | Worry about logging in via bank websites/apps or entering my bank card number | 0.849/0.886 | Modified from Featherman and Pavlou (2003), Martins et al. (2014) | ||
| SB4 | DPMs are not secure | 0.888/0.867 | Modified from Yang et al. (2015) | ||
| Access barrier | 0.752/0.794 | ||||
| AB1 | Forgotten/lost PIN code/password can be an obstacle to making digital transactions | 0.627/0.712 | Modified from Laukkanen (2016) | ||
| AB2 | I cannot make digital transactions due to system breakdowns | 0.887/0.889 | Larsson et al. (2016), virtual passive observation | ||
| AB3 | Technical problems with DPMs will lead to wasted time | 0.841/0.847 | Modified from Featherman and Pavlou (2003), Lee (2009), virtual passive observation | ||
| AB4 | More shops accept only DPMs | 0.686/0.713 | Virtual passive observation | ||
| Impersonalisation barrier | 0.600/0.695 | ||||
| IB1 | Waiting time is long in tele- or chat queues | 0.637/0.720 | Modified from Featherman and Pavlou (2003), virtual passive observation | ||
| IB2 | I find personal customer service more pleasant than self-service alternatives | 0.588/0.793 | Modified (reversed) from Laukkanen (2016), virtual passive observation | ||
| IB3 | Chatbots give better service than do bank employees | n/a* | Modified from Shin et al. (2020), Yang et al. (2015) | ||
| IB4 | The lack of personal contact is an obstacle to relying on DPMs | 0.774/0.756 | Modified from Yang et al. (2015) | ||
| IB5 | I buy more when paying with DPMs | n/a* | Larsson et al. (2016) | ||
| IB6 | I want to have the possibility to choose between bank employees and chatbots if in need of support | 0.707/0.642 | Modified from Van der Cruijsen et al. (2017) | ||
| Trust barrier | 0.455/0.441 | ||||
| TB1 | I regularly check my digital transactions | 0.639/0.601 | Modified from Poon (2008) | ||
| TB2 | DPMs are risky | 0.772/0.762 | Modified from Featherman and Pavlou (2003) | ||
| TB3 | Option to choose between different payment methods (swish, internet banking, bank card and cash) | 0.668/0.701 | Modified from Van der Cruijsen et al. (2017), virtual passive observation | ||
| TB4 | DPMs work as they should | n/a* | Virtual passive observation | ||
| Intention to fully adopt DPMs | IF1 | I plan to use only DPMs in the future | n/a | n/a | Modified from Chaouali et al. (2017) |
| Construct | Item | Item description | Cronbach’s | Factor loadings | Reference |
|---|---|---|---|---|---|
| Privacy | 0.786/0.878 | ||||
| PB1 | My personal information can be used without my knowledge when signing up to use DPMs | 0.768/0.857 | Modified from | ||
| PB2 | My digital transactions can be monitored and tracked | 0.913/0.944 | Modified from | ||
| PB3 | DPMs reveal my payment habits | 0.833/0.895 | Modified from | ||
| Security | 0.883/0.915 | ||||
| SB1 | My bank account can be hacked | 0.841/0.895 | Modified from | ||
| SB2 | I can be exposed to fraud if I use DPMs | 0.868/0.925 | Modified from | ||
| SB3 | Worry about logging in via bank websites/apps or entering my bank card number | 0.849/0.886 | Modified from | ||
| SB4 | DPMs are not secure | 0.888/0.867 | Modified from | ||
| Access | 0.752/0.794 | ||||
| AB1 | Forgotten/lost PIN code/password can be an obstacle to making digital transactions | 0.627/0.712 | Modified from | ||
| AB2 | I cannot make digital transactions due to system breakdowns | 0.887/0.889 | |||
| AB3 | Technical problems with DPMs will lead to wasted time | 0.841/0.847 | Modified from | ||
| AB4 | More shops accept only DPMs | 0.686/0.713 | Virtual passive observation | ||
| Impersonalisation barrier | 0.600/0.695 | ||||
| IB1 | Waiting time is long in tele- or chat queues | 0.637/0.720 | Modified from | ||
| IB2 | I find personal customer service more pleasant than self-service alternatives | 0.588/0.793 | Modified (reversed) from | ||
| IB3 | Chatbots give better service than do bank employees | n/a | Modified from | ||
| IB4 | The lack of personal contact is an obstacle to relying on DPMs | 0.774/0.756 | Modified from | ||
| IB5 | I buy more when paying with DPMs | n/a | |||
| IB6 | I want to have the possibility to choose between bank employees and chatbots if in need of support | 0.707/0.642 | Modified from | ||
| Trust barrier | 0.455/0.441 | ||||
| TB1 | I regularly check my digital transactions | 0.639/0.601 | Modified from | ||
| TB2 | DPMs are risky | 0.772/0.762 | Modified from | ||
| TB3 | Option to choose between different payment methods (swish, internet banking, bank card and cash) | 0.668/0.701 | Modified from | ||
| TB4 | DPMs work as they should | n/a | Virtual passive observation | ||
| Intention to fully adopt DPMs | IF1 | I plan to use only DPMs in the future | n/a | n/a | Modified from |
Notes:
n/a = Not applicable;
Items with weak correlations were removed; Cronbach’s α: Adopters-accepters (YBCs) = 105, Adopters-resisters (KU) = 388; Factor loadings: Adopters-accepters (YBCs) = 105, Adopters-resisters (KU) = 388