Table 1.
Electronic payments through mobile companies in Iraq via multiple platforms (Zain + Asia + Nasspay)
| Year | Amounts (in Iraqi dinars) | Number of conversion transactions |
|---|---|---|
| 2017 | 170,394,031,598 | 1,032,215 |
| 2018 | 386,401,630,041 | 1,036,374 |
| 2019 | 858,128,262,349 | 2,044,931 |
| 2020 | 1,402,301,877,536 | 5,192,534 |
| 2021 | 913,356,442,253 | 3,799,149 |
| 2022 | 1,069,699,244,744 | 5,483,198 |
| 2023 | 4,172,865,638,307 | 8,512,101 |
[i] Source: Authors’ own research based on statistics from the Central Bank of Iraq (https://cbi.iq/page/142)
Table 2.
Outlets providing financial services and wallets
| Year | Number of ATMs | Number of electronic wallets | Number of POC points | Number of POS points |
|---|---|---|---|---|
| 2017 | 656 | 222,442 | 5,143 | 918 |
| 2018 | 865 | 271,906 | 6,625 | 2,200 |
| 2019 | 1,014 | 403,797 | 11,677 | 2,226 |
| 2020 | 1,340 | 1,226,235 | 13,796 | 7,540 |
| 2021 | 1,566 | 2,107,265 | 14,704 | 8,329 |
| 2022 | 2,223 | 2,970,390 | 17,610 | 10,718 |
[i] Source: Authors’ own research based on statistics from the Central Bank of Iraq (https://cbi.iq/page/142)
Table 3.
Number and type of bank accounts in Iraq
| Year | Number of company accounts | Deposit account number | Number of savings accounts | Number of current accounts |
|---|---|---|---|---|
| 2017 | 91,460 | 20,811 | 634,280 | 614,483 |
| 2018 | 101,881 | 23,202 | 731,835 | 773,759 |
| 2019 | 355,904 | 83,612 | 1,446,969 | 1,153,037 |
| 2020 | 470,074 | 186,036 | 3,489,040 | 1,981,826 |
| 2021 | 573,205 | 191,955 | 3,915,175 | 2,016,322 |
| 2022 | 655,828 | 226,223 | 4,999,188 | 2,914,652 |
[i] Source: Authors’ own research based on statistics from the Central Bank of Iraq (https://cbi.iq/page/142)
Table 4.
The type and number of electronic cards used in Iraq, which was found to be quite small compared to the size of the population
| Year | Number of electronic debit cards | Number of electronic credit cards | Number of prepaid cards | Number of electronic QI cards |
|---|---|---|---|---|
| 2017 | 127,594 | 15,158 | 6,234,553 | 6,086,703 |
| 2018 | 872,894 | 22,067 | 7,915,069 | 6,639,582 |
| 2019 | 1,460,891 | 38,883 | 9,006,951 | 1,819,901 |
| 2020 | 2,811,503 | 46,469 | 8,891,436 | 1,384,677 |
| 2021 | 5,083,997 | 50,927 | 9,771,370 | - |
| 2022 | 5,430,434 | 61,320 | 10,711,017 | - |
[i] Source: Authors’ own research based on statistics from the Central Bank of Iraq (https://cbi.iq/page/142)
Table 5.
Financial inclusion – Dimensions
| S. No | Financial inclusion dimension | References |
|---|---|---|
| Use | (Pesqué-Cela et al., 2021; Sharma and Changkakati, 2022) | |
| Availability | (Firas Farhan, 2022; Prasuna, Kasturi and Annemalla, 2024) | |
| Easy access | (Pesqué-Cela et al., 2021; Sharma and Changkakati, 2022) | |
| Costs and commissions | (Pesqué-Cela et al., 2021; Damra, Yasin and Albaity, 2023) | |
| Awareness and consumer protection | (Pesqué-Cela et al., 2021; Shastri, 2023) | |
| Quality of banking service | (Pesqué-Cela et al., 2021; Sharma and Changkakati, 2022) |

Figure 1.
Research model adopted for the study
Source: Authors’ own research
Table 6.
Descriptive statistics
| Construct | Not. | N | Mean | SD | Skewness | Kurtosis |
|---|---|---|---|---|---|---|
| Payment method | PAY | 958 | 4.594 | 0.362 | −0.497 | −0.919 |
| Mental image and perception | MEN | 958 | 4.453 | 0.417 | −0.236 | −0.992 |
| Use of banking services | USE | 958 | 4.532 | 0.530 | −0.862 | 0.316 |
| Availability of banking services | AVAIL | 958 | 4.528 | 0.355 | −0.464 | 0.594 |
| Easy access to banking services | ACC | 958 | 4.108 | 0.662 | −0.126 | −1.214 |
| Costs and commissions | COST | 958 | 4.352 | 0.473 | −0.639 | 0.244 |
| Awareness and consumer protection | AWAR | 958 | 4.284 | 0.593 | −0.546 | 0.378 |
| Quality of banking service | QUAL | 958 | 4.326 | 0.443 | −0.175 | −0.672 |
| Electronic payment methods | ELEC | 958 | 4.524 | 0.364 | −0.246 | −1.423 |
| Financial inclusion | FIN | 958 | 4.355 | 0.415 | −0.384 | −0.015 |
[i] Source: Authors’ own research based on statistics from the Central Bank of Iraq (https://cbi.iq/page/142)

Figure 2.
Measurement model
Source: Authors’ own research
Table 7.
Measurement model
| Construct | Item | Cronbach’s Alpha | rho_ A | CR | AVE | Loading |
|---|---|---|---|---|---|---|
| Payment method | PAY1 | 0.799 | 0.855 | 0.855 | 0.472 | 0.893 |
| PAY2 | 0.590 | |||||
| PAY3 | 0.500 | |||||
| PAY4 | 0.756 | |||||
| PAY5 | 0.477 | |||||
| PAY6 | 0.573 | |||||
| PAY7 | 0.882 | |||||
| Mental image | MEN1 | 0.887 | 0.907 | 0.907 | 0.459 | 0.684 |
| MEN2 | 0.828 | |||||
| MEN3 | 0.463 | |||||
| MEN4 | 0.746 | |||||
| MEN5 | 0.687 | |||||
| MEN6 | 0.775 | |||||
| MEN7 | 0.406 | |||||
| MEN8 | 0.726 | |||||
| MEN9 | 0.662 | |||||
| MEN10 | 0.723 | |||||
| MEN11 | 0.801 | |||||
| MEN12 | 0.468 | |||||
| Use of banking services | USE1 | 0.751 | 0.798 | 0.861 | 0.677 | 0.728 |
| USE2 | 0.956 | |||||
| USE3 | 0.765 | |||||
| Availability of banking services | AVAIL1 | 0.66 | 0.669 | 0.776 | 0.416 | 0.617 |
| AVAIL2 | 0.637 | |||||
| AVAIL3 | 0.451 | |||||
| AVAIL4 | 0.731 | |||||
| AVAIL5 | 0.746 | |||||
| Easy access to banking services | ACC1 | 0.799 | 0.805 | 0.872 | 0.634 | 0.879 |
| ACC2 | 0.853 | |||||
| ACC3 | 0.807 | |||||
| ACC4 | 0.619 | |||||
| Costs and commissions | COST1 | 0.765 | 0.826 | 0.84 | 0.523 | 0.826 |
| COST2 | 0.822 | |||||
| COST3 | 0.852 | |||||
| COST4 | 0.504 | |||||
| COST5 | 0.529 | |||||
| Awareness and consumer protection | AWAR1 | 0.871 | 0.916 | 0.903 | 0.616 | 0.922 |
| AWAR2 | 0.611 | |||||
| AWAR3 | 0.865 | |||||
| AWAR4 | 0.743 | |||||
| AWAR5 | 0.910 | |||||
| AWAR6 | 0.586 | |||||
| Quality of banking service | QUAL1 | 0.8 | 0.828 | 0.858 | 0.505 | 0.737 |
| QAUL2 | 0.668 | |||||
| QUAL3 | 0.673 | |||||
| QUAL4 | 0.617 | |||||
| QUAL5 | 0.644 | |||||
| QUAL6 | 0.891 |
Table 8.
Discriminant validity
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
|---|---|---|---|---|---|---|---|---|
| 1. Availability of banking services | ||||||||
| 2. Awareness and consumer protection | 0.740 | |||||||
| 3. Costs and commissions | 0.867 | 0.832 | ||||||
| 4. Easy access to banking services | 0.889 | 0.929 | 0.967 | |||||
| 5. Mental image and perception | 0.894 | 0.823 | 0.992 | 0.837 | ||||
| 6. Payment method | 0.976 | 0.578 | 0.910 | 0.673 | 0.989 | |||
| 7. Quality of banking service | 0.725 | 0.688 | 0.726 | 0.704 | 0.868 | 0.704 | ||
| 8. Use of banking services | 0.631 | 0.633 | 0.876 | 0.646 | 0.947 | 0.775 | 0.71 |

Figure 3.
Visualization of scatter plots, distributions and correlations
Source: Authors’ own research

Figure 4.
Structural model (Main Hypothesis)
Source: Authors’ own research

Figure 5.
Structural model (sub-hypothesis)
Source: Authors’ own research
Table 9.
Path coefficients and hypothesis testing
| H | Path | B | t-value | P-value | 95% Bias-Corrected CI | Remark | |
|---|---|---|---|---|---|---|---|
| LB | UB | ||||||
| H1 | Electronic payment methods -> Financial inclusion | 0.836 | 60.02 | < 0.000 | 0.808 | 0.862 | Supported |
| H1.1 | Electronic payment methods -> Use of banking services | 0.749 | 45.03 | < 0.000 | 0.714 | 0.779 | Supported |
| H1.2 | Electronic payment methods -> Availability of banking services | 0.747 | 64.31 | < 0.000 | 0.723 | 0.768 | Supported |
| H1.3 | Electronic payment methods -> Easy access to banking services | 0.744 | 57.51 | < 0.000 | 0.719 | 0.77 | Supported |
| H1.4 | Electronic payment methods -> Costs and commissions | 0.871 | 107.42 | < 0.000 | 0.853 | 0.885 | Supported |
| H1.5 | Electronic payment methods -> Awareness and consumer protection | 0.704 | 42.12 | < 0.000 | 0.671 | 0.737 | Supported |
| H1.6 | Electronic payment methods -> Quality of banking service | 0.684 | 51.36 | < 0.000 | 0.657 | 0.709 | Supported |

Figure 6.
Visualization of effect size
Source: Authors’ own research
Table 10.
Structural model assessment
| Independent Variable | Dependent Variable | R Square | Q Square | F Square | VIF |
|---|---|---|---|---|---|
| Electronic payment methods | Financial inclusion | 0.699 | 0.259 | 2.32 | 1 |
| Availability of banking services | 0.558 | 0.211 | 1.26 | 1 | |
| Awareness and consumer protection | 0.495 | 0.259 | 0.98 | 1 | |
| Costs and commissions | 0.758 | 0.388 | 3.14 | 1 | |
| Easy access to banking services | 0.554 | 0.299 | 1.24 | 1 | |
| Quality of banking service | 0.468 | 0.220 | 0.88 | 1 | |
| Use of banking services | 0.560 | 0.371 | 1.27 | 1 |

Figure 7.
Visualization of R-Square (R2) and Q-Square (Q2)
Source: Authors’ own research
| The role of electronic payment methods in enhancing financial inclusion | |
| Electronic payment methods | |
| The first dimension: payment method | |
| 1 | Paying employees’ salaries through electronic means is a civilized and advanced phenomenon. |
| 2 | Paying salaries electronically will increase banking awareness among the bank’s audience and encourage them to use financial services for purchases instead of receiving it in cash. |
| 3 | The commission deducted from the employee’s salary is reasonable in exchange for the bank’s services in the electronic payment process. |
| 4 | Electronic payment machines (ATM, POS) are available in many places close to my work or residential place. |
| 5 | Banking operations are carried out through electronic payment devices without errors. |
| 6 | Electronic payment devices accommodate salaries in proportion to the number of employees. |
| 7 | I find it easy to use electronic payment methods. |
| 8 | Multiple geographical locations for electronic payment methods. |
| 9 | Diversity of banking services via electronic payment methods. |
| 10 | I receive a free message directly from the bank after the salary is posted in my bank account. |
| 11 | Funds are constantly available at payment machines (ATMs) and meet cash withdrawal requirements. |
| 12 | After every withdrawal or deposit to my salary bank account, the bank deducts an annual sum of money from the notification letters I receive. |
| 13 | Customer service is available 24 hours a day, 7 days a year, when you contact them to solve a specific problem. |
| The second dimension, Mental image and perception | |
| 14 | Electronic payment methods are of high quality and satisfy me. |
| 15 | I feel anxious and uncomfortable dealing with private banks. |
| 16 | I feel comfortable when dealing with government banks. |
| 17 | Private bank management responds quickly to customer needs. |
| 18 | The provision of banking services by private banks is according to the specified dates. |
| 19 | The banking services provided through electronic payment methods suit my needs and desires. |
| 20 | My inquiries and complaints were answered quickly by specialists in private banks. |
| 21 | I feel anxious and apprehensive during the withdrawal and deposit process via electronic payment methods. |
| 22 | I need to help others when using electronic payment methods (ATM). |
| 23 | Private banks provide a variety of credit facilities to employees whose salaries are paid by the bank. |
| 24 | Ease of procedures for obtaining electronic payment cards (MasterCard). |
| 25 | The salary is transferred to my bank account on the same date every month without delay. |
| Financial inclusion | |
| The first dimension: use of banking services | |
| 26 | I have a bank account designated for salaries, and the organization I work for transfers the salary to it monthly. |
| 27 | I receive some financial dues in cash from the organization I work for, but they are not transferred to my bank account. |
| 28 | Most workers in the private sector have a bank account. |
| 29 | The bank grants various loans to employees. |
| 30 | I can use electronic payment tools in my marketing operations daily. |
| 31 | I can use electronic platforms to make electronic payments. |
| 32 | The bank I deal with is contracted with international security companies specializing in monitoring operations — banking to prevent customers from being exposed to scams and fraud. |
| The second dimension: the availability of banking services | |
| 33 | There are many branches of most banks in different places. |
| 34 | Automated teller machines (ATMs) are widely spread. |
| 35 | Most sellers prefer to use electronic payment methods. |
| 36 | The bank issues various cards. |
| 37 | We use electronic wallets provided by banks on their platforms. |
| 38 | I cannot withdraw the amount I want due to the unavailability of the cash denomination in the ATM, which forced me to change the number of the amount I want to receive. |
| The third dimension: the ease of access to banking services | |
| 39 | The account opening requirements are easy and quick. |
| 40 | The requirements for obtaining a loan are easy. |
| 41 | Many banking services can be accessed. |
| 42 | The bank I deal with seeks to enhance trust with its customers to encourage them to use its banking services. |
| 43 | The bank provides detailed information about any service I want and what procedures are followed to obtain it. |
| The fourth dimension: costs and commissions | |
| 44 | The bank imposes small costs and commissions on electronic banking operations to withdraw funds or transfer them to another account. |
| 45 | Small costs are deducted if I withdraw my salary from a bank machine belonging to a bank other than the bank from which my credit card was issued. |
| 46 | The bank charges low interest on the loans it provides to customers. |
| 47 | The bank offers good interest on the salary amount if it is not withdrawn in a large amount from the account within ten days after the salary is credited to the account. |
| The fifth dimension: awareness and consumer protection | |
| 48 | The bank carries out advertising campaigns to educate customers about depositing their money in banks and what interest they will receive from it. |
| 49 | The bank offers educational programs on making financial withdrawals from the ATM and transferring money to another account. |
| 50 | The bank provides awareness programs to customers on how to use the bank’s electronic platform and benefit from all its services. |
| 51 | The bank provides awareness programs through media campaigns on how to avoid exposure to fraud. |
| 52 | The bank provides awareness programs on the usefulness of banking services in daily transactions. |
| 53 | The bank demonstrates the suitability of its financial services to customers’ needs. |
| 54 | The sixth dimension: quality of banking service |
| The bank provides financial services that satisfy my needs and are of high quality. | |
| 55 | The services provided by the banker are clear and transparent. |
| 56 | The bank informs me of the information I request when inquiring about any service. |
| 57 | The bank I deal with is characterized by transparency and credibility and announces its data in detail in the annual report. |
