Financial Performance Sustainability of Islamic Insurance: Evidence from a Panel Vector Autoregressive Analysis of the Pakistani Market
Abstract
1. Introduction
2. Literature Review
2.1. The Background of Takaful Window Operation
2.1.1. An Overview
2.1.2. Characteristics and Operational Structure of Takaful Windows
2.1.3. The Ideology of Permitting and Banning Takaful Windows
2.2. Performance and Profitability of Takaful
2.3. Takaful Market in Pakistan
2.3.1. Background
2.3.2. A Regulatory Overview of the Takaful Window in Pakistan
3. Methodology
3.1. Data Descriptions
3.1.1. Data
3.1.2. Dependent Variables
3.1.3. Independent Variables
- Retention ratio.
- Commission ratio.
- Gross written contribution.
- Wakalah fee.
- Underwriting surplus/deficit.
3.2. Pvar Model Specification
4. Results and Discussion
4.1. Results of Unit Root Tests
4.2. Selection of Optimal Lag
4.3. Results of PVAR Estimates
4.4. Analysis of IRFs
4.5. Analysis of Variance Decomposition
4.6. Analysis of Causality
5. Conclusions and Policy Implications
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- IFSB. Islamic Financial Services Industry Stability Report; Islamic Financial Services Board: Kuala Lumpur, Malaysia, 2024. [Google Scholar]
- IFSB. IFSB-25: Disclosures to Promote Transparency and Market Discipline for Takāful/Retakāful Undertakings; Islamic Financial Services Board: Kuala Lumpur, Malaysia, 2020. [Google Scholar]
- Alrazni Alshammari, A.; Motawe Altarturi, B.H.; Alokla, J. Systematic review on Takaful and reTakaful windows: A regulatory development perspective. Turk Tur. Arastirmalari Derg. 2021, 4, 1–13. [Google Scholar] [CrossRef] [Scilit]
- Hodori, A.; Masih, M. Determinants of Profitability of Takaful Operators: New Evidence from Malaysia Based on Dynamic GMM Approach. Munich Pers. RePEc Arch. 2017, 79441, 24. [Google Scholar]
- Ismail, M. Determinants of financial performance: The case of general Takaful and insurance companies in Malaysia. Int. Rev. Bus. Res. Pap. 2013, 9, 111–130. [Google Scholar]
- Guendouz, A.A.; Ouassaf, S. Determinants of Saudi Takaful Insurance Companies Profitability. Acad. Account. Financ. Stud. J. 2018, 5, 1. [Google Scholar]
- Suherman, M.; Firmansyah, I.; Almunawwaroh, M. Determinants of sharia insurance company profitability. AFEBI Account. Rev. 2019, 4, 41–49. [Google Scholar] [CrossRef] [Scilit]
- Alias, A.; Sulaiman, M.; Ariffin, N.; Bakar, A. MALAYSIAN TAKAFUL REPORTING FROM A MAQASID SHARIAH PERSPECTIVE. J. Islam. Philanthr. Soc. Financ. 2023, 5, 1–9. [Google Scholar] [CrossRef] [Scilit]
- Al-Amri, K.; Hossain, M. A survey of the Islamic insurance literature – takaful. J. Econ. Res. 2017, 6, 53–61. [Google Scholar]
- Asafa, D.A. WP-16: Regulatory and Supervisory Issues in Takaful Windows; Islamic Financial Services Board: Kuala Lumpur, Malaysia, 2020. [Google Scholar]
- Middle East Insurance Review. Guinea: SAAR Assurances Starts Takaful Window. Middle East Insurance Review. 2020a. Available online: https://www.meinsurancereview.com/News/View-NewsLetter-Article/id/72714/Type/Africa/Guinea-SAAR-Assurances-starts-Takaful-window (accessed on 6 September 2024).
- Middle East Insurance Review. Kenya: State Owned Reinsurer Eyes Setting Up ReTakaful Subsidiary in Egypt. Middle East Insurance Review. 2020b. Available online: https://www.meinsurancereview.com/News/View-NewsLetter-Article/id/60677/Type/Africa/Kenya-State-owned-reinsurer-eyes-setting-up-reTakaful-subsidiary-in-Egypt (accessed on 23 November 2024).
- Vizcaino, B. Pakistan Takaful Rules to Attract New Players. Reuters India. 2012. Available online: https://in.reuters.com/article/islamic-finance-pakistan-idINL6E8J51BP20120807 (accessed on 23 November 2024).
- Abuljebain, R.D.; Wakerley, S.; Garrett, L. Insurance and Reinsurance in Kuwait: Overview; Thomson Reuters, Practical Law: London, UK, 2020. [Google Scholar]
- Alali, M.S.; Alsalem, A.S.; Alawadhi, K.M.; Alforaih, E.O.; Alsabah, A.M. Examining the nexus between internal factors and profitability of insurance companies listed at Kuwait stock exchange. Kuwait Chapter Arab. J. Bus. Manag. Rev. 2019, 8, 30–37. [Google Scholar] [CrossRef] [Scilit]
- Shawar, K.; Siddiqui, D.A. Factors Affecting Financial Performance of Insurance Industry in Pakistan. Res. J. Financ. Account. 2019, 10, 29–41. [Google Scholar]
- Batool, A.; Sahi, A. Determinants of financial performance of insurance companies of USA and UK during global financial crisis (2007–2016). Int. J. Account. Res. 2007, 7, 1–9. [Google Scholar] [CrossRef] [Scilit]
- Sasidharan, S.; Ranjith, V.; Prabhuram, S. Micro-and Macro-Level Factors Determining Financial Performance of UAE Insurance Companies. J. Asian Financ. Econ. Bus. 2020, 7, 909–917. [Google Scholar] [CrossRef] [Scilit]
- Abdeljawad, I.; Dwaikat, L.M.; Oweidat, G. The determinants of profitability of insurance companies in Palestine. An-Najah Univ. J. Res.-B (Humanit.) 2020, 2, 439–468. [Google Scholar] [CrossRef] [Scilit]
- Killins, R.N. Firm-specific, industry-specific and macroeconomic factors of life insurers’ profitability: Evidence from Canada. N. Am. J. Econ. Financ. 2020, 51, 101068. [Google Scholar] [CrossRef] [Scilit]
- Sharma, A.; Jadi, D.M.; Ward, D. Analyzing the determinants of financial performance for UK insurance companies using financial strength ratings information. Econ. Change Restruct. 2021, 54, 683–697. [Google Scholar] [CrossRef] [Scilit]
- Ahmeti, Y.; Iseni, E. Factors affecting profitability of insurance companies. Evidence from Kosovo. Acad. Int. Sci. J. 2022, 25, 122–142. [Google Scholar] [CrossRef] [Scilit]
- Rofika, H.; Meylianingrum, K. Factors that Influence the Profits of Takaful Companies in Indonesia and Malaysia. J. Islam. Econ. Financ. Stud. 2024, 5, 99–116. [Google Scholar] [CrossRef] [Scilit]
- Qubbaja, A. Determinants of Palestine Takaful Insurance Companies Profitability. Millah J. Relig. Stud. 2025, 24, 459–490. [Google Scholar] [CrossRef] [Scilit]
- Amrullah, A. Profitability and Resilience. J. Econ. Law Soc. 2025, 2, 51–72. [Google Scholar] [CrossRef] [Scilit]
- Nabihah, R.; Nasution, Z.; Setiawan, S. The Effect of Good Corporate Governance and Company Size on The Profitability of Islamic Insurance Companies in Malaysia. J. Ekon. Syariah 2023, 8, 35–42. [Google Scholar] [CrossRef] [Scilit]
- Ulya, A. Analysis of the Effect of Equity and Liabilities on Profitability at PT Takaful Keluarga. J. Ilm. Ekon. Islam 2024, 10, 222–228. [Google Scholar] [CrossRef] [Scilit]
- Sallemi, N.; Zouari, G. Shariah board and Takaful performance: Mediating role of corporate social responsibility. Int. Rev. Econ. 2023, 71, 175–204. [Google Scholar] [CrossRef] [Scilit]
- Sallemi, N.; Zouari, G. Effect of external corporate factors on Takaful performance. Asian J. Account. Res. 2024, 9, 217–228. [Google Scholar] [CrossRef] [Scilit]
- Elomari, R. The Role of Fintech in Promoting the Takaful Model of Islamic Insurance. Am. J. Financ. Technol. Innov. 2023, 1, 15–23. [Google Scholar] [CrossRef] [Scilit]
- Bensaid, Y. Shariah governance and Takaful financial performance: The case of listed Takaful insurances. J. Islam. Account. Bus. Res. 2023, 16, 170–187. [Google Scholar] [CrossRef] [Scilit]
- Sallemi, N.; Zouari, G. Board characteristics and Takaful performance: The moderating role of ownership concentration. J. Islam. Account. Bus. Res. 2024, 16, 1318–1345. [Google Scholar] [CrossRef] [Scilit]
- Bensaid, Y.; Quttainah, M. The determinants of Takaful insurance financial stability: The moderating role of Shari’ah Supervisory Board. J. Islam. Account. Bus. Res. 2024, 15, 1–20. [Google Scholar] [CrossRef] [Scilit]
- Rosli, F.; Noor, N.; Ramli, M.; Jalil, M.; Arifin, J. The Financial Performance of Life Insurance and Takaful Operators in Malaysia: A Lesson from the Health Crisis for Future Development. Int. J. Acad. Res. Account. Financ. Manag. Sci. 2023, 13, 176–192. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Arshad, Z.; Gondal, M.Y.; Hussain, T. Factor affecting the Financial Performance of Takaful Companies in Pakistan. Asian J. Res. Bank. Financ. 2016, 4, 14–21. [Google Scholar] [CrossRef] [Scilit]
- Tanveer, Z. Determinants of Financial Performance of Takaful and Insurance Companies. Doctoral Dissertation, University of Management and Technology, Arlington County, VA, USA, 2017. [Google Scholar]
- Asadullah, M.; Hassan, M.; Siddiqui, Z.A. Comparison of Takaful and non-Takaful insurance companies of Pakistan: Under Pre, during, and post-economic Crisis 2008. Etikonomi 2008, 20, 201–212. [Google Scholar] [CrossRef] [Scilit]
- Iqbal, H.; Rauf, M.A.; Syed Kashif Saeed, A. Determinants of the Performance of Window Takaful Companies: A Study of Pakistan. SSRN, 3866385. 2021. Available online: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5011335 (accessed on 18 March 2024).
- Noreen, U.; Ahmad, S. Cost Efficiency and Total Factor Productivity: An Empirical Analysis of Pakistan’s Insurance Sector. Lahore J. Econ. 2016, 21, 123–150. [Google Scholar] [CrossRef] [Scilit]
- Middle East Insurance Review. Pakistan: Financial Regulator’s Board Approves Takaful Regulations. Middle East Insurance Review. 2019. Available online: https://www.meinsurancereview.com/News/View-NewsLetter-Article/id/49198/Type/MiddleEast/Pakistan-Financial-regulator-s-board-approves-Takaful-regulations (accessed on 27 April 2024).
- Timothy, A. A Study of Financial Performance Using DuPont Analysis in a Supply Chain. Int. J. Bus. Manag. 2022, 10, 17. [Google Scholar] [CrossRef] [Scilit]
- OECD. Global Insurance Market Trends 2023; OECD: Paris, France, 2023. [Google Scholar]
- Akotey, O.; Sackey, J.; Amoah, F.G.; Manso, L. The financial performance of life insurance companies in Ghana. J. Risk Financ. 2013, 14, 286–302. [Google Scholar] [CrossRef] [Scilit]
- Tesfaye, T.T. Analysis of factors affecting financial performance evidence from selected Ethiopian insurance companies. Int. J. Sci. Res. 2018, 7, 834–852. [Google Scholar]
- Sumartono, S.; Harianto, K.A. Kinerja Keuangan Perusahaan Asuransi Di Indonesia dan Faktor-faktor yang Mempengaruhinya. Future J. Manaj. Dan Akunt. 2018, 6, 1–14. [Google Scholar]
- Hasibuan, A.F.P.; Sadalia, I.; Muda, I. The effect of claim ratio, operational ratio and retention ratio on profitability performance of insurance companies in Indonesia Stock Exchange. Int. J. Res. Rev. 2020, 7, 223–231. [Google Scholar]
- Wasike, A.N.; Ngoya, A. Determinants of profitability in the insurance sector in Kenya: A case of composite insurance Companies. IOSR J. Humanit. Soc. Sci. 2016, 21, 10–24. [Google Scholar] [CrossRef] [Scilit]
- Hussanie, I.; Joo, B.A. Determinants of profitability of life insurers in India-panel evidence. Int. J. Manag. Stud. 2019, 6, 58–65. [Google Scholar] [CrossRef] [Scilit]
- Kaya, Ö. The effects of firm-specific factors on the profitability of non-life insurance companies in Turkey. Int. J. Financ. Stud. 2015, 3, 510–529. [Google Scholar] [CrossRef] [Scilit]
- Karbhari, Y.; Muye, I.M.; Sheikh Hassan, A.; Elnahass, M. Governance mechanisms and efficiency: Evidence from an alternative insurance market. J. Int. Financ. Mark. Inst. Money 2018, 54, 119–133. [Google Scholar] [CrossRef] [Scilit]
- Asafa, D.; Archer, S. Issues Arising from Changes in Takāful Capital Requirements; IFSB Working Paper Series; Islamic Financial Services Board: Kuala Lumpur, Malaysia, 2018. [Google Scholar]
- Satata, E.D.A.; Septiarini, D.F. The Relationships of Insurance Premium, Investment Revenue and Underwriting Surplus on Profits of Pt. Jasindo Takaful Insurance. J. Ekon. Syariah Teor. Dan Terap. 2020, 7, 1989–2003. [Google Scholar] [CrossRef] [Scilit]
- Abrigo, M.R.M.; Love, I. Estimation of panel vector autoregression in Stata: A package of programs. Stata J. 2016, 16, 778–804. [Google Scholar] [CrossRef] [Scilit]
- Andrews, D.W.K.; Lu, B. Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models. J. Econom. 2001, 101, 123–164. [Google Scholar] [CrossRef] [Scilit]
- Maddala, G.S.; Wu, S. A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test. Oxf. Bull. Econ. Stat. 1999, 61, 631–652. [Google Scholar] [CrossRef] [Scilit]
- Choi, I. Unit Root Tests for Panel Data. J. Int. Money Financ. 2001, 20, 249–272. [Google Scholar] [CrossRef] [Scilit]
- Levin, A.; Lin, C.-F.; Chu, C.-S.J. Unit root tests in panel data: Asymptotic and finite-sample properties. J. Econom. 2002, 108, 1–24. [Google Scholar] [CrossRef] [Scilit]
- Im, K.S.; Pesaran, M.H.; Shin, Y. Testing for unit roots in heterogeneous panels. J. Econom. 2003, 115, 53–74. [Google Scholar] [CrossRef] [Scilit]
- Lütkepohl, H. New Introduction to Multiple Time Series Analysis; Springer: Berlin/Heidelberg, Germany, 2005. [Google Scholar]
- Johny, M.; Purwoko, B.; Merawaty, E.E. Effect of Gross Premiums, Claims Reserves, Premium Reserves, and Payment of Claims to ROA: A Survey of General Insurance Companies is Recorded in IDX. Manag. Bus. Soc. Sci. (IJEMBIS) 2021, 1, 31–43. [Google Scholar]
- Prasaja, M.; Setiawan, A.; Rahmawati, U. What Drives The Financial Performance of Islamic Insurance Companies in Indonesia? J. Akunt. Dan Keuang. Islam 2023, 11, 5–23. [Google Scholar] [CrossRef] [Scilit]
- Scordis, N.A. Underwriting, Investing and Value. J. Insur. Issues 2019, 42, 1–36. [Google Scholar]
- Oluwaleye, T.O.; Ajemunigbohun, S.S.; Abiodun, K.E. Underwriting Operations and Financial Performance: Evidence from Non-Life Insurance Firms in Nigeria. Bus. Econ. Commun. Soc. Sci. J. (BECOSS) 2023, 5, 167–176. [Google Scholar] [CrossRef] [Scilit]
- Ismail Onagun, A. Solvency of Takāful Fund: A Case of Subordinated Qard. Islam. Econ. Stud. 2011, 18, 1–16. [Google Scholar]
- Isa, M.Y.; Naim, M.; Wahab, A. Qard Hasan Issue in Mudarabah Takaful Model. J. Islam. Econ. Bank. Financ. 2017, 13, 152–164. [Google Scholar]
- Mwangi, M.; Iraya, C. Determinants of Financial Performance of General Insurance Underwriters in Kenya. 2014. Available online: https://api.semanticscholar.org/CorpusID:167828342 (accessed on 27 April 2024).
- Zekarias, H. Factors Affecting Profitability of Insurance Companies in Ethiopia. Doctoral Dissertation, St. Mary’s University, Addis Ababa, Ethiopia, 2017. [Google Scholar]
- Charumathi, B. On the Determinants of Profitability of Indian Life Insurers—An Empirical Study. Proc. World Congr. Eng. 2012, 1, 978–988. [Google Scholar]
- Abduh, M.; Zein Isma, S.N. Economic and market predictors of solvency of family takaful in Malaysia. J. Islam. Account. Bus. Res. 2017, 8, 334–344. [Google Scholar] [CrossRef] [Scilit]
- Al-Amri, K. Takaful insurance efficiency in the GCC countries. Humanomics 2015, 31, 344–353. [Google Scholar] [CrossRef] [Scilit]
- Alokla, J.; Daynes, A.; Pagas, P.; Tzouvanas, P. Solvency determinants: Evidence from the Takaful insurance industry. The Geneva Papers on Risk and Insurance – Issues and Practice 2023, 48, 847–871. [Google Scholar] [CrossRef] [Scilit]
- Sims, C.A. Macroeconomics and Reality. Econom. Soc. 1980, 48, 1–48. [Google Scholar] [CrossRef] [Scilit]






| Variables | Symbol | Definition and Measurement | Data Source | Sign | Explanation |
|---|---|---|---|---|---|
| Return on assets | ROA | It is a financial ratio that measures a business’s profitability relative to its total assets. It is calculated by taking a company’s annual net income divided by its total assets. | Annual Reports | NA | NA |
| Return on equity | ROE | It is a financial ratio that measures a firm’s profitability. It is calculated by taking a company’s annual net income divided by its shareholders’ equity. | Annual Reports | NA | NA |
| Retention ratio | RT | It refers to the portion of contributions that is kept on a company’s books rather than being ceded or passed on to reTakaful/reinsurance companies. | Annual Reports | + | Expected to have a positive impact on performance since it will be kept in the company’s books [35] |
| Wakalah fee | WAK | It is a fee payable to the shareholders’ fund against managing the PRF. This fee is upfront deducted from the gross written contributions. | Annual Reports | − | Expected to have a negative impact on performance since it is transferred to the shareholders’ fund [38]. |
| Commission ratio | COMMI | It refers to the percentage of acquisition costs paid to a broker/agent to acquire a business relative to the net written contributions. | Annual Reports | +/− | Expected to have a negative impact on performance since it is an outflow of the company’s books. Also, it may positively impact performance if it incentivizes the sales force to bring in more businesses to the company [36]. |
| Underwriting surplus/deficit | SU_DE | The Participants’ Risk Fund’s financial result from the risk elements of its business is the balance after deducting expenses and claims (including any movement in technical provisions) from contributions income. | Annual Reports | +/− | Expected to have a positive impact on performance in the surplus situation, and it is expected to have a negative effect on performance when the financial result of the underwriting is recorded as a deficit [7]. |
| Gross written contribution | GWC | It is the total direct and assumed contribution/premium written by Takaful windows, before deductions for reTakaful/reinsurance and ceding commissions. | Annual Reports | +/− | Expected to have a positive or negative impact on performance, depending on how the firm manages segregation between the conventional host and the Takaful windows [4]. |
| ROA | ROE | RT | WAK | COMMI | SU_DE | GWC | |
|---|---|---|---|---|---|---|---|
| Mean | 0.088493 | 0.856473 | 0.197161 | 15,183,294 | 0.593566 | 1,413,349 | 14.09615 |
| Median | 0.026128 | 0.0614 | 0.665865 | 182,082 | 0.196842 | 27,788 | 13.71808 |
| Maximum | 0.984134 | 47.57774 | 1.310625 | 4.04 × 108 | 33.56469 | 61,386,868 | 20.77637 |
| Minimum | −0.14481 | −6.777272 | −43.96619 | 730 | −0.28347 | −57,687,372 | 8.419139 |
| Std. Dev. | 0.22179 | 4.795274 | 3.500344 | 57,844,897 | 2.754591 | 8,683,900 | 2.670678 |
| Skewness | 2.814149 | 7.3145 | −11.5222 | 5.242776 | 10.56913 | 0.563992 | 0.489853 |
| Kurtosis | 9.578377 | 63.27168 | 143.7178 | 31.41577 | 120.9325 | 30.0237 | 2.652607 |
| Jarque–Bera | 559.0228 | 28,689.84 | 151,646.9 | 6842.298 | 107,063.7 | 5456.162 | 8.058773 |
| Probability | 0.523 | 0.645 | 0.235 | 0.341 | 0.412 | 0.731 | 0.263 |
| Observations | 179 | 179 | 179 | 179 | 179 | 179 | 179 |
| LLC | IPS | ADF-Fisher | PP-Fisher | |||||
|---|---|---|---|---|---|---|---|---|
| Level | Δ | Level | Δ | Level | Δ | Level | Δ | |
| ROA | −0.210 | −5.129 *** | 1.207 | −5.800 *** | 8.356 | 64.963 *** | 8.918 | 80.366 *** |
| ROE | −0.612 | −5.030 *** | 1.200 | −5.321 *** | 7.623 | 68.374 *** | 7.337 | 67.936 *** |
| RT | −0.316 | −4.353 *** | 0.710 | −4.887 *** | 8.200 | 57.288 *** | 8.699 | 68.941 *** |
| WAK | −0.456 | −4.879 *** | 0.820 | −4.222 *** | 7.630 | 66.264 *** | 8.016 | 85.178 *** |
| COMMI | −0.891 | −4.580 *** | 0.470 | −4.100 *** | 8.120 | 50.660 *** | 7.162 | 75.907 *** |
| SU_DE | −0.658 | −5.352 *** | 0.950 | −4.623 *** | 8.981 | 50.369 *** | 8.812 | 89.886 *** |
| GWC | −0.280 | −4.300 | 0.724 | −4.683 *** | 8.953 | 61.522 *** | 7.956 | 82.369 *** |
| Model ROA | Model ROE | |||
|---|---|---|---|---|
| k = 1 | k = 2 | k = 1 | k = 2 | |
| MAIC | −436.31 *** | −402.20 | −459.70 *** | −325.27 |
| MBIC | −288.65 *** | −149.90 | −243.09 *** | −110.22 |
| MQIC | −198.03 *** | −131.33 | −177.36 *** | −162.40 |
| ROA | RT | COMMI | SU_DE | WAK | |
|---|---|---|---|---|---|
| ROA (−1) | 0.068 *** | 0.293 *** | 0.061 *** | 0.164 *** | −0.681 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| RT (−1) | 0.110 *** | −0.983 *** | 0.699 *** | −0.016 | 0.167 *** |
| (0.000) | (0.000) | (0.000) | (0.682) | (0.000) | |
| COMMI (−1) | 0.010 *** | −0.024 *** | −0.604 *** | −0.092 *** | −0.162 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| SUDE (−1) | 0.009 *** | 0.001 *** | 0.019 *** | −0.221 *** | −0.009 ** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.015) | |
| WAK (−1) | −0.012 *** | 0.017 *** | 0.042 *** | 0.029 *** | −0.100 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| GWC | 0.035 *** | 0.027 *** | 0.297 *** | −0.019 *** | 0.924 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) |
| ROE | RT | COMMI | SU_DE | WAK | |
|---|---|---|---|---|---|
| ROE (−1) | −0.131 *** | 0.009 *** | 0.150 *** | 0.023 *** | −0.012 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.003) | |
| RT (−1) | −0.202 *** | −0.873 *** | 0.357 *** | 0.730 *** | 0.743 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| COMMI (−1) | 0.134 *** | −0.031 *** | −0.717 *** | −0.130 *** | −0.120 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| SUDE (−1) | 0.004 *** | −0.002 *** | −0.036 *** | −0.219 *** | 0.017 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| WAK (−1) | −0.030 *** | 0.020 *** | 0.095 *** | 0.043 *** | −0.081 *** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| GWC | −0.002 * | 0.024 *** | 0.259 *** | −0.029 *** | 0.983 *** |
| (0.062) | (0.000) | (0.000) | (0.000) | (0.000) |
| Response. Variable | Impulse Variable | Response. Variable | Impulse Variable | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ROA | RT | COMMI | SU_DE | WAK | ROE | RT | COMMI | SU_DE | WAK | ||
| ROA | 0.288 | 0.630 | 0.051 | 0.002 | 0.029 | ROE | 0.857 | 0.097 | 0.033 | 0.003 | 0.010 |
| RT | 0.251 | 0.662 | 0.055 | 0.002 | 0.030 | RT | 0.034 | 0.622 | 0.242 | 0.010 | 0.092 |
| COMMI | 0.242 | 0.670 | 0.057 | 0.002 | 0.029 | COMMI | 0.024 | 0.671 | 0.221 | 0.008 | 0.076 |
| SU_DE | 0.072 | 0.089 | 0.032 | 0.800 | 0.007 | SU_DE | 0.003 | 0.099 | 0.041 | 0.844 | 0.013 |
| WAK | 0.244 | 0.663 | 0.052 | 0.002 | 0.039 | WAK | 0.044 | 0.500 | 0.172 | 0.006 | 0.278 |
| Equation\Excluded | Model ROA | Model ROE | Model ROA | ||||
|---|---|---|---|---|---|---|---|
| chi2 | Prob | chi2 | Prob | ||||
| ROA | |||||||
| ROE | - | - | - | - | |||
| RT | 1065.88 *** | 0.000 | - | - | |||
| COMMI | 150.410 *** | 0.000 | - | - | |||
| SU_DE | 323.189 *** | 0.000 | - | - | |||
| WAK | 58.177 *** | 0.000 | - | - | ROA | ![]() | RT |
| ALL | 1677.60 *** | 0.000 | - | - | ROA | ![]() | COMMI |
| ROE | ROA | ![]() | SU_DE | ||||
| ROA | - | - | - | - | ROA | ![]() | WAK |
| COMMI | - | - | 7661.9 *** | 0.000 | |||
| SU_DE | - | - | 1109.2 *** | 0.000 | |||
| WAK | - | - | 1163.5 *** | 0.000 | |||
| ALL | - | - | 13,845.3 *** | 0.000 | |||
| RT | |||||||
| ROE | - | - | 349.64 *** | 0.000 | |||
| ROA | 507.74 *** | 0.000 | - | - | |||
| COMMI | 942.52 *** | 0.000 | 1983.901 *** | 0.000 | |||
| SU_DE | 61.672 *** | 0.000 | 231.093 *** | 0.000 | |||
| WAK | 81.020 *** | 0.000 | 271.456 *** | 0.000 | |||
| ALL | 1770.58 *** | 0.000 | 2120.498 *** | 0.000 | |||
| COMMI | Model ROE | ||||||
| ROE | - | - | 140.833 *** | 0.000 | |||
| ROA | 710.28 *** | 0.000 | - | - | |||
| RT | 463.39 *** | 0.000 | 2695.7 *** | 0.000 | ROE | ![]() | RT |
| SU_DE | 25.92 *** | 0.000 | 674.945 *** | 0.000 | ROE | ![]() | COMMI |
| WAK | 5.191 ** | 0.023 | 97.819 *** | 0.000 | ROE | ![]() | SU_DE |
| ALL | 2727.9 *** | 0.000 | 14,639.8 *** | 0.000 | ROE | ![]() | WAK |
| SU_DE | |||||||
| ROE | - | - | 252.189 *** | 0.000 | |||
| ROA | 437.34 *** | 0.000 | - | - | |||
| RT | 0.168 | 0.682 | 117.184 *** | 0.000 | |||
| COMMI | 926.01 *** | 0.000 | 5029.2 *** | 0.000 | |||
| WAK | 86.958 *** | 0.000 | 410.404 *** | 0.000 | |||
| ALL | 2631.465 *** | 0.000 | 6347.62 *** | 0.000 | |||
| WAK | |||||||
| ROE | - | - | 8.920 *** | 0.000 | |||
| ROA | 425.67 *** | 0.000 | - | - | |||
| RT | 361.08 *** | 0.000 | 1734.8 *** | 0.000 | |||
| COMMI | 118.65 *** | 0.000 | 94.924 *** | 0.000 | |||
| SU_DE | 5.89 ** | 0.015 | 34.668 *** | 0.000 | |||
| ALL | 3429.332 *** | 0.000 | 4790.46 *** | 0.000 | |||
Bidirectional causality.Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Altwijry, O.; Alshammari, A.A.; Kahia, M. Financial Performance Sustainability of Islamic Insurance: Evidence from a Panel Vector Autoregressive Analysis of the Pakistani Market. Sustainability 2026, 18, 557. https://doi.org/10.3390/su18020557
Altwijry O, Alshammari AA, Kahia M. Financial Performance Sustainability of Islamic Insurance: Evidence from a Panel Vector Autoregressive Analysis of the Pakistani Market. Sustainability. 2026; 18(2):557. https://doi.org/10.3390/su18020557
Chicago/Turabian StyleAltwijry, Othman, Ahmad Alrazni Alshammari, and Montassar Kahia. 2026. "Financial Performance Sustainability of Islamic Insurance: Evidence from a Panel Vector Autoregressive Analysis of the Pakistani Market" Sustainability 18, no. 2: 557. https://doi.org/10.3390/su18020557
APA StyleAltwijry, O., Alshammari, A. A., & Kahia, M. (2026). Financial Performance Sustainability of Islamic Insurance: Evidence from a Panel Vector Autoregressive Analysis of the Pakistani Market. Sustainability, 18(2), 557. https://doi.org/10.3390/su18020557

