Submitted:
23 April 2024
Posted:
24 April 2024
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Abstract
Keywords:
1. Introduction
2. Literature Review
2.1. Financial Inclusion (FI)
2.2. Technological Advancements in Financial Sector
2.3. Digital Banks
2.4. Digital Risk and Customers Protection
2.5. Theoretical Background
2.5.1. Risk Management Theory
2.6. Framework and Hypotheses
2.7. Conceptual Framework

3. Data and Methodology
3.1. Study Design and Approach
3.2. Instrumentation, Measures of Variables and Data Collection
3.3. Data Collection Procedure
4. Data Analysis and Findings
4.1. Response Rate of Questionnaires4.2. Demographics Analysis
| No of Questionnaire | Response Rate % |
| Distributed | 500 |
| Returned | 245 |
| Incomplete | 20 |
| Returned and usable | 225 |
| Response rate percentage | 47% |
| Usable response rate | 45% |
4.3. Descriptive Analysis of Latent Construct
| Min | Max | Mean | SD | Cronbach’s alpha | |
| Authentication | 1 | 5 | 3.540 | 0.858 | 0.890 |
| Data Privacy | 1 | 5 | 3.527 | 0.875 | 0.709 |
| Encryption Mechanisms | 1 | 5 | 3.988 | 1.033 | 0.808 |
| Information Provided | 1 | 5 | 3.727 | 1.114 | 0.734 |
| Responsiveness | 1 | 5 | 3.780 | 1.096 | 0.851 |
| Customer Protection | 1 | 5 | 3.864 | 0.948 | 0.866 |
4.4. Assessment of Measurement Model
4.4.1. Internal Consistency Reliability and Convergent Validity
| Construct | Items | Loadings | Composite Reliability (CR) | Average Variance Extracted (AVE) |
|---|---|---|---|---|
| Authentication | A1 | 0.569 | 0.890 | 0.565 |
| A2 | 0.969 | |||
| A3 | 0.657 | |||
| Data Privacy | DP1 | 0.613 | 0.709 | 0.578 |
| DP2 | 0.933 | |||
| DP3 | 0.698 | |||
| Encryption Mechanisms | EM1 | 0.895 | 0.808 | 0.724 |
| EM2 | 0.858 | |||
| EM3 | 0.797 | |||
| Information Provided | IP1 | 0.813 | 0.734 | 0.649 |
| IP2 | 0.804 | |||
| IP3 | 0.800 | |||
| Responsiveness | R1 | 0.767 | 0.851 | 0.617 |
| R2 | 0.846 | |||
| R3 | 0.715 | |||
| R4 | 0.832 | |||
| R5 | 0.760 | |||
| Customer Protection | CP10 | 0.731 | 0.866 | 0.550 |
| CP11 | 0.671 | |||
| CP12 | 0.641 | |||
| CP6 | 0.762 | |||
| CP7 | 0.857 | |||
| CP8 | 0.864 | |||
| CP9 | 0.628 |
4.4.2. Discriminate Validity
| Authentication | Customer Protection | Data Privacy | Encryption Mechanisms | Information Provided | Responsiveness | |
|---|---|---|---|---|---|---|
| Authentication | ||||||
| Customer Protection | 0.121 | |||||
| Data Privacy | 0.078 | 0.092 | ||||
| Encryption Mechanisms | 0.111 | 0.305 | 0.058 | |||
| Information Provided | 0.130 | 0.902 | 0.123 | 0.307 | ||
| Responsiveness | 0.059 | 0.726 | 0.094 | 0.167 | 0.094 |
4.5. Structure Model
4.5.1. Assessment of Structural Model
| Std. Beta | Std. Error | T Values | P values | Decision | R2 | |
| Authentication -> Customer Protection | 0.157 | 0.083 | 1.878 | 0.030 | Supported | 0.644 |
| Data Privacy -> Customer Protection | 0.161 | 0.077 | 2.100 | 0.018 | Supported | |
| Encryption Mechanisms -> Customer Protection | 0.085 | 0.048 | 1.786 | 0.037 | Supported | |
| Information Provided -> Customer Protection | 0.509 | 0.072 | 7.082 | 0.000 | Supported | |
| Responsiveness -> Customer Protection | 0.283 | 0.070 | 4.071 | 0.000 | Supported |
4.5.2. Assessment of Coefficient of Determination (R2)
5. Discussion & Conclusion
5.1. Discussion
5.2. Conclusion
5.3. Policy Implications
Appendix A. Dimensions and Sources
| Variables | ID | Measurements Items | Source |
|---|---|---|---|
| Authentication Mechanism | A1 | User authentication has a directly proportional relationship with digital e-wallet security. | Muhtasim, D. A., Tan, S. Y., Hassan, M. A., Pavel, M. I., & Susmit, S. (2022) |
| A2 | User authentication helps in ensuring the genuine cardholder is in charge while completing transactions online. |
||
| A3 | User authentication acts as another form of measure to keep scammers away. | ||
| Encryption mechanisms | EM1 | A good encryption mechanism can prevent the user information from being misused or hacked. | Muhtasim, D. A., Tan, S. Y., Hassan, M. A., Pavel, M. I., & Susmit, S. (2022) |
| EM2 | An encryption mechanism acts as a barrier between the customer and third parties with malicious intent to steal the customer information. | ||
| EM3 | Encrypted data would have no value when stolen by a hacker because the data is encrypted. | ||
| Data Privacy Details | DP1 | Information taken from the user can cause security issues perceived risk. | Muhtasim, D. A., Tan, S. Y., Hassan, M. A., Pavel, M. I., & Susmit, S. (2022) |
| DP2 | User’s information is vulnerable. | ||
| DP3 | The more confidential information stored results in a higher user perceived risk. | ||
| Responsiveness | R1 | Digital banking provides quick confirmation of the service ordered. | Kaur, Baljinder, Sood Kiran, Simon Grima, and Ramona Rupeika-Apoga. 2021. |
| R2 | Digital banking can handle customer complaints directly and immediately. | ||
| R3 | The bank’s website provides appropriate information to customers when a problem occurs. | ||
| R4 | Digital banking promptly responds to requests and questions that are made by email or other means. | ||
| R5 | In digital banking, the bank quickly resolves problems that you encounter with your digital transactions. |
||
| Information provided | IP1 | Information provided by the digital wallet system can help the user to understand more about security. |
Muhtasim, D. A., Tan, S. Y., Hassan, M. A., Pavel, M. I., & Susmit, S. (2022) |
| IP2 | Providing more information about security improves the transparency of an online payment system. |
||
| IP3 | Users will feel more assured and at ease if they are provided with more security information. |
||
| Customer Protection | CP1 | I feel secured to give my data over the digital financial service platforms | Bongomin, G., & Ntayi, J. M. (2020b). |
| CP2 | I am not worried to use digital banking channels because of its safety | ||
| CP3 | I believe that the digital banking agents will not expose my personal information to a third party | ||
| CP4 | I don’t have fear that the digital banking agents will wrongly process my transactions | ||
| CP5 | I feel assured that my money will be refunded if it send to a wrong person | ||
| CP6 | I believe that the digital banking technology can stop intrusion into my account | ||
| CP7 | The existing laws are effective to protect digital banks users against fraud | ||
| CP8 | I believe that the associated risk with digital banks is minimal | ||
| CP9 | The digital financial services provider gives a lot of security instructions on how to protect my account from fraudsters | ||
| CP10 | My details are easily identified by the digital banks system if a fraudster uses it | ||
| CP11 | The digital banks workers have no access to my PIN numbers | ||
| CP12 | The digital banking service providers have strong internal controls to protect all my transactions | ||
| CP13 | The digital banks service providers automatically blocks my PIN when tampered with | ||
| CP14 | The telecom companies always prevent SIM swaps | ||
| CP15 | I can easily stop a wrong digital money transaction | ||
| CP16 | It is easy to get all the useful information about digital banking |
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