Submitted:
15 August 2023
Posted:
16 August 2023
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Abstract
Keywords:
1. Introduction
2. Background
2.1. Cashless in Southeast Asia and Malaysia
2.2. Unified Theory of Acceptance and Use of Technology (UTAUT 2) Model and the Technology Readiness Index (TRI 2.0) Model
2.3. Theoretical Implications and Hypotheses Affecting the Acceptance to Use Cashless Payment Services
2.3.1. Perceived Ease of Use
2.3.2. Perceived Usefulness
2.3.3. Optimism
2.3.4. Compatibility
2.3.5. Enjoyment
2.3.6. Status Symbol
2.3.7. Innovativeness
2.3.8. Lack of Awareness
2.3.9. Discomfort
2.3.10. Perceived Risk
3. Methodology
3.1. Research Model
3.2. Instrument
3.3. Respondents
3.4. Data Analysis
4. Results and Discussion
4.1. Reliability Evaluation
4.1. Goodness-of-Fit of the Framework
4.2. Hypothesis Testing

5. Conclusion, Implication, Limitation and Future Work
5.1. Implications
5.2. Limitations and Recommendations
References
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| Factors | Model/References | Description |
|---|---|---|
| Drivers | ||
| Perceived Usefulness | UTAUT2 | It is a degree to which a person believes that using a particular system would enhance his/her job performance |
| Perceived Ease of Use | UTAUT2 | The extent to which using a digital payment service is easy. |
| Innovativeness | TRI 2.0 | Inclination of an individual to try out any new information systems |
| Optimism | TRI 2.0 | Positive view of digital payment technology and a belief that it offers people increased control, flexibility, and efficiency in their lives |
| Compatibility | Wiese, M. (2017). | Consistency between digital payment technology and its values, experiences and the needs of potential adopters. |
| Status Symbol | Rena, Z., Salehuddin, M., Zahari, M., & Rosmini, I. (2013)). | The extent to which using digital payment services is deemed as a status symbol |
| Enjoyment | UTAUT 2 | The extent to which using the digital payment services is considered fun |
| Inhibitors | ||
| Lack of Awareness | Oliveria, T. Thomas M., Baptista, G., & Campos, F. (2017). | The failure to be alert of new digital payment technologies. |
| Perceived Risk | TRI 2.0 | The extent to which using the digital payment service incurs costs to the customer |
| Discomfort | TRI 2.0 | Perceived lack of control over digital payment technology and a feeling of being overwhelmed by it |
| Dependent variable | ||
| Cashless Acceptance | The level of acceptance to use cashless payment services | Redefined from TRI 2.0, UTAUT2 and External Factors |
| Sample Characteristic | Frequency | Percent (%) |
|---|---|---|
| Gender | ||
| Female | 246 | 56.7 |
| Male | 188 | 43.3 |
| Age | ||
| Less than 25 | 76 | 17.5 |
| 25 - 50 | 335 | 77.2 |
| More than 51 | 23 | 5.3 |
| Education | ||
| High school | 4 | 0.9 |
| Tertiary | 276 | 63.6 |
| Post-Graduate | 154 | 35.5 |
| Income | ||
| < 3,000 (MYR (< 714 USD) | 110 | 25.3 |
| 3,000 - 10,000 (MYR)(714 – 2380 USD) | 270 | 62.2 |
| > 10,000 (MYR)(> 2380 USD) | 54 | 12.4 |
| Use of Digital Payment | ||
| No | 33 | 7.6 |
| Yes | 401 | 92.4 |
| Frequency (weekly) | ||
| 4 – 9 times | 186 | 42.9 |
| < 3 times | 178 | 41.0 |
| >10 times | 70 | 16.1 |
| Services (apps) | ||
| GrabPay | 211 | 48.6 |
| JomPay | 135 | 31.1 |
| Maybank QR Pay | 144 | 33.1 |
| Boost | 112 | 25.8 |
| More than one | 157 | 36.1 |
| Factors | Items | Loading |
|---|---|---|
| Perceived Ease of Use (A1-A3) | I find it easy to use digital payments | A1: 0.91 |
| I find it easy to learn to use digital payments | A2: 0.74 | |
| I find it easy to install digital payment application | A3: 0.82 | |
| Perceived Usefulness (B1 – B3) | Using digital payment would help me to manage my expenses better | B1: 0.61 |
| It is convenient to pay digitally | B2: 0.81 | |
| Digital payment enables me to make payment efficiently | B3: 0.87 | |
| Innovativeness (C1-C3) | I am interested in keeping up with the latest digital payment application. | C1: 1.01 |
| I am interested in using latest digital payment application | C2: 0.67 | |
| I don’t mind trying digital payment application that is new to the market | C3: 0.37 | |
| Optimism (D1-D3) | I belief payments can be successfully completed using digital payments | D1: 0.77 |
| I feel that digital payment is the lead towards the future. | D2: 0.80 | |
| I belief that digital payment provides flexibility | D3: 0.76 | |
| Compatibility (E1-E2) | My lifestyle fits digital payment | E1: 0.80 |
| I have the means to use digital payment (e.g. smartphones) | E2: 0.70 | |
| Enjoyment (F1-F3) | I find it fun using digital payment | F1: 0.70 |
| I enjoy using digital payment in my daily life | F2 0.87 | |
| It gives me satisfaction in making payments using digital payments | F3: 0.84 | |
| Status Symbol(G1-G4) | Digital payments enhance my status | G1: 0.85 |
| Digital payment makes me look professional | G2: 0.85 | |
| Digital payment enhances my confidence | G3: 0.93 | |
| I find it cool in using digital payment | G4: 0.81 | |
| Perceived Risk (H1-H4) | I don’t feel secure in using digital payment | H1: 0.60 |
| I am concerned about my online privacy | H2: 0.24 | |
| I feel uncomfortable as there are too many security breaches lately. | H3: 0.62 | |
| I just don’t trust any online payment mechanism | H4: 0.63 | |
| Lack of Awareness(I1-I3) | I don’t know where I can use digital payments (e.g. restaurant) | I1: 0.82 |
| I am not aware of digital payments available | I2: 0.86 | |
| I don’t know when I can use digital payment | I3: 0.93 | |
| Discomfort (J1-J4) | I find it tedious in always maintaining my credit balance. | J1: 0.75 |
| I find it tedious in setting up digital payment | J2: 0.86 | |
| I find it uncomfortable in carrying my technology device around (e.g. laptop, smart phones) | J3: 0.94 | |
| There are too many hassles in carrying around digital payment (e.g. forgetting to carry around mobile phones, battery dead) | J4: 0.83 |
| Construct | Items Description | Items and Factor Loading | Cronbach’s alpha (CA) | Average Variance Extracted (AVE) | Composite Reliability (CR) |
|---|---|---|---|---|---|
| Perceived Ease of Use | I find it easy to use digital payments | A1: 0.91 | 0.826 | 0.69 | 0.82 |
| I find it easy to learn to use digital payments | A2: 0.74 | ||||
| I find it easy to install digital payment application | A3: 0.82 | ||||
| Perceived Usefulness | It is convenient to pay digitally | B2: 0.81 | 0.815 | 0.70 | 0.77 |
| Digital payment enables me to make payment efficiently | B3: 0.87 | ||||
| Optimism | I belief payments can be successfully completed using digital payments | D1: 0.77 | 0.861 | 0.60 | 0.73 |
| I feel that digital payment is the lead towards the future. | D2: 0.80 | ||||
| I belief that digital payment provides flexibility | D3: 0.76 | ||||
| Compatibility | My lifestyle fits digital payment | E1: 0.80 | 0.717 | 0.60 | 0.72 |
| I have the means to use digital payment (e.g. smartphones) | E2: 0.70 | ||||
| Enjoyment | I find it fun using digital payment | F1: 0.70 | 0.863 | 0.60 | 0.73 |
| I enjoy using digital payment in my daily life | F2 0.87 | ||||
| It gives me satisfaction in making payments using digital payments | F3: 0.84 | ||||
| Status Symbol | Digital payments enhance my status | G1: 0.85 | 0.911 | 0.74 | 0.89 |
| Digital payment makes me look professional | G2: 0.85 | ||||
| Digital payment enhances my confidence | G3: 0.93 | ||||
| I find it cool in using digital payment | G4: 0.81 | ||||
| Lack of Awareness | I don’t know where I can use digital payments (e.g. restaurant) | I1: 0.82 | 0.903 | 0.76 | 0.88 |
| I am not aware of digital payments available | I2: 0.86 | ||||
| I don’t know when I can use digital payment | I3: 0.93 | ||||
| Discomfort | I find it tedious in always maintaining my credit balance. | J1: 0.75 | 0.892 | 0.72 | 0.88 |
| I find it tedious in setting up digital payment | J2: 0.86 | ||||
| I find it uncomfortable in carrying my technology device around (e.g. laptop, smart phones) | J3: 0.94 | ||||
| There are too many hassles in carrying around digital payment (e.g. forgetting to carry around mobile phones, battery dead) | J4: 0.83 |
| Construct | p-value | Hypothesis and Remark |
|---|---|---|
| Perceived Ease of Use | 0.005 | H1 Supported |
| Perceived Usefulness | 0.004 | H2 Supported |
| Optimism | 0.465 | H3 Not Supported |
| Compatibility | 0.505 | H4 Not Supported |
| Enjoyment | 0.254 | H5 Not Supported |
| Status Symbol | 0.118 | H6 Not Supported |
| Lack of Awareness | 0.127 | H8 Not Supported |
| Discomfort | 0.012 | H9 Supported |
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