Submitted:
01 June 2026
Posted:
03 June 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Literature Review and Hypothesis Development
2.1. Theoretical Foundations
2.2. FinTech and Bank Performance: Global and Regional Evidence
2.3. FinTech in Qatar and the Research Gap
2.4. Hypotheses and Conceptual Model
- H1a/H1b: The post-2017 regulatory reform phase is associated with higher ROA (H1a) and ROE (H1b) in Qatari banks.
- H2a/H2b: The post-2020 digital-acceleration phase is associated with higher ROA (H2a) and ROE (H2b).
- H3: The post-period performance effects differ between Islamic and conventional banks.
3. Data and Methodology
3.1. Sample, Period and Data Source
3.2. Variables
3.3. Estimation Strategy
4. Empirical Results
4.1. Descriptive Statistics and Diagnostics



4.2. The Post-2017 Regulatory Phase
4.3. The Post-2020 Digital-Acceleration Phase
4.4. Hypothesis Testing Summary
5. Discussion
5.1. Interpreting the Post-2017 Effects
5.2. Why Post-2020 Effects Are Muted
5.3. Theoretical and Practical Implications
5.4. Limitations
6. Conclusions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AI | Artificial Intelligence | MENA | Middle East and North Africa |
| CBQ | Commercial Bank of Qatar | QCB | Qatar Central Bank |
| FE | Fixed Effects | QFC | Qatar Financial Centre |
| FinTech | Financial Technology | QNB | Qatar National Bank |
| GCC | Gulf Cooperation Council | RBV | Resource-Based View |
| ICT | Information and Communication Technology | RE | Random Effects |
| KYC | Know Your Customer | ROA | Return on Assets |
| LM | Lagrange Multiplier | ROE | Return on Equity |
Appendix A. Statistical Output Evidence (R plm & sandwich)










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| No. | Bank Name |
| 1 | Qatar National Bank QPSC |
| 2 | Qatar International Islamic Bank QPSC |
| 3 | Qatar Islamic Bank QPSC |
| 4 | Ahli Bank QPSC |
| 5 | Doha Bank QPSC |
| 6 | Commercial Bank PSQC |
| 7 | Masraf Al Rayan QPSC |
| 8 | Lesha Bank LLC (Public) |
| 9 | Dukhan Bank QPSC |
| Variable | Mean | SD | Median | Skew | Kurtosis | Min | Max |
| ROA | 0.0200 | 0.0100 | 0.0200 | 2.07 | 5.29 | 0.000 | 0.080 |
| ROE | 0.1600 | 0.0600 | 0.1500 | 0.18 | 0.28 | 0.020 | 0.310 |
| Assets (QAR bn) | 48.88 | 73.85 | 25.67 | 2.80 | 7.05 | 1.69 | 356.13 |
| ln_assets | 23.97 | 1.07 | 23.97 | 0.41 | 0.40 | 21.25 | 26.60 |
| Bank age (yr) | 33.89 | 13.01 | 35.00 | −0.42 | −0.10 | 1 | 60 |
| (1) ROA | (2) ROE | (3) ROA – Interaction | |
| post2017 | −0.00058 | 0.0306† | – |
| (0.00345) | (0.0157) | – | |
| ln_assets | −0.0173*** | −0.0125 | −0.0138 |
| (0.00304) | (0.0219) | (0.0107) | |
| bank_age | 0.00045 | −0.00680 | – |
| (0.00054) | (0.00411) | – | |
| post2017 × bank_type | – | – | −0.00424 |
| (0.00439) | |||
| Bank fixed effects | Yes | Yes | Yes |
| Cluster-robust SE | Yes | Yes | Yes |
| Within R² | 0.587 | 0.434 | 0.119 |
| Observations (N) | 125 | 125 | 125 |
| Banks (n) | 8 | 8 | 8 |
| (1) ROA | (2) ROA – Inter. | (3) ROE | (4) ROE – Inter. | |
| post2020 | 0.00218 | – | 0.0224 | – |
| (0.00354) | – | (0.0154) | – | |
| ln_assets | −0.0160* | −0.0144*** | −0.0103 | −0.0469*** |
| (0.00812) | (0.00386) | (0.0151) | (0.0153) | |
| bank_age | 0.00012 | – | −0.00613** | – |
| (0.00096) | – | (0.00254) | – | |
| post2020 × bank_type | – | −0.00051 | – | 0.00956 |
| (0.00467) | (0.0256) | |||
| Bank fixed effects | Yes | Yes | Yes | Yes |
| Cluster-robust SE | Yes | Yes | Yes | Yes |
| Within R² | 0.588 | 0.583 | 0.425 | 0.396 |
| Observations (N) | 125 | 125 | 125 | 125 |
| Banks (n) | 8 | 8 | 8 | 8 |
| Hypothesis | Empirical finding | Decision |
| H1a: Post-2017 → ↑ ROA | β = −0.00058, p = 0.868 | Rejected |
| H1b: Post-2017 → ↑ ROE | β = 0.0306, p ≈ 0.054 | Partially accepted |
| H2a: Post-2020 → ↑ ROA | β = 0.00218, p = 0.539 | Rejected |
| H2b: Post-2020 → ↑ ROE | β = 0.0224, p = 0.150 | Rejected |
| H3: Islamic ≠ Conventional response | All interaction terms insignificant | Rejected |
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