Determinants of Tax Revenue Performance in Morocco: Evidence from an ARDL Model

Authors

DOI:

https://doi.org/10.48161/qaj.v6n4a2653

Keywords:

Tax revenue, ARDL, Political stability, Real effective exchange rate, Unemployment, Morocco.

Abstract

Based on the ARDL framework, this research investigates the factors that characterize tax revenue performance in Morocco during 2000–2023. Potential overparameterization in the small annual sample is addressed through a parsimonious Autoregressive Distributed Lag (ARDL) (1,0,2,0,1,0,0) specification that captures dynamic relationships among the variables. The results indicate that tax revenue is persistent, as the lagged dependent variable is positive and highly significant. Political stability has a significant contemporaneous relationship with tax revenue, while the Real Effective Exchange Rate (REER) shows a positive contemporaneous effect followed by a negative lagged effect. Under the same specification, Gross Domestic Product (GDP) growth and foreign direct investment (FDI) are not statistically significant, whereas unemployment is negatively associated with tax revenue at the 10% significance level. The exact finite-sample bounds F-test provides inconclusive evidence of a long-run level relationship, and the complementary bounds t-test does not support cointegration. Accordingly, the reported long-run multipliers are interpreted as conditional model-implied estimates rather than established equilibrium effects. Overall, tax revenue performance in Morocco is better characterized by persistence and short-run macroeconomic and institutional dynamics than by a statistically established long-run relationship. The findings also underscore the need for caution when drawing causal policy conclusions from a small annual sample.

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References

Ajeigbe, K. B., Ganda, F., & Enowkenwa, R. O. (2023). Impact of sustainable tax revenue and expenditure on the achievement of sustainable development goals in some selected African countries. Environment, Development and Sustainability, 26(10), 26287–26311.

Gupta, S., & Jalles, J. T. (2022). Do tax reforms affect income distribution? Evidence from developing countries. Economic Modelling, 110, 105804.

Atamni, O., El Kholti, S., Kharbouch, O., & Azegagh, J. (2025). The new tax reform on the act of commitment of informal units to the General Tax Directorate (GTD) of the Rabat-Sale-Kenitra region. Proceedings on Engineering Sciences, 7(2), 759–768.

Ghiaie, H., Auclair, G., & Noah Ndela Ntsama, J. F. (2019). Macroeconomic and welfare effects of tax reforms in emerging economies: A case study of Morocco. Journal of Policy Modeling, 41(4), 666–699.

Ncanywa, T., & Setati, N. (2023). The impact of inflation expectations and public debt on taxation in South Africa. In B. W. Sloboda (Ed.), Business, management and economics (Vol. 10). IntechOpen.

Nikiema, R., & Zore, M. (2025). Tax revenue instability in Sub-Saharan Africa: Does institutional quality matter? The American Journal of Economics and Sociology, 84(1), 153–177.

Yossinomita, Y., Haryadi, H., & Hodijah, S. (2024). Determining the future direction and amount of tax revenue in Indonesia using an error correction model (ECM). Ekonomika, 103(1), 56–77.

Garg, S., Mittal, S., & Garg, A. (2024). Revisiting the determinants of tax revenue: An integrative model with conventional, economic policy and institutional factors. International Journal of Social Economics.

Hasan, M., Arif, M., Naeem, M. A., Ngo, Q.-T., & Taghizadeh-Hesary, F. (2021). Time-frequency connectedness between Asian electricity sectors. Economic Analysis and Policy, 69, 208–224.

M’maroo, I. K., Baimwera, B., & Kirui, D. (2024). Real exchange rate depreciation and domestic tax revenue performance in Kenya. Journal of Finance and Accounting, 4(7), 31–39.

Ofori, I. K., Obeng, C. K., Armah, M. K., & Camarero, M. (2018). Exchange rate volatility and tax revenue: Evidence from Ghana. Cogent Economics & Finance, 6(1), 1537822.

Wahyuni, D. A. G., & Wijaya, S. (2024). Government effectiveness moderation on the effect of per capita income and exchange rate on goods and services tax revenue in East Asia and Pacific. Educoretax, 4(2), 126–140.

Garg, S., Narwal, K. P., & Kumar, S. (2024). Building the empirical puzzle on impact of macroeconomic determinants on GST revenue: An empirical investigation via ARDL bound test perspective. Journal of Public Affairs, 24(3), e2947.

Wulandari, D., & Wijaya, S. (2023). The tax revenue from agriculture and manufacturing sectors in lower middle-income countries with exchange rate as a moderating variable. Ilomata International Journal of Tax and Accounting, 4(3), 508–523.

Serin, Ş. C., & Demir, M. (2025). Tax revenues and inflation relationship: A century-long application with Fourier-based approaches for Türkiye. Bulletin of Economic Theory and Analysis, 10(1), 41–65.

Maulid, L. C., Bawono, I. R., & Sudibyo, Y. A. (2022). Analysis of causality among tax revenue, state expenditure, inflation, and economic growth in Indonesia between 1973 and 2019. Public Policy and Administration, 21(1), 143–157.

Abrar, M. A., & Hayat, M. A. (2025). An in-depth analysis of economic influences on fiscal outcomes. Contemporary Journal of Social Science Review, 3(2), 1828–1838.

Ranatarisza, M. M., & Arrendamento, M. Y. (2020). Does inflation affect tax receipts of Article 21 income tax with unemployment as an intervening variable? In Proceedings of the 2nd Annual International Conference on Business and Public Administration (AICoBPA 2019). Atlantis Press.

Fachrunnisa, Z. H., & Luthfi, R. N. (2023). Does inflation and the number of taxpayers affect income tax? International Journal of Business, Humanities, Education and Social Sciences, 5(2), 126–133.

Susilawaty, T. E., Siregar, N. M., & Cheviandri, R. (2024). The effect of gross domestic product and inflation on value-added tax revenue in Indonesia. Proceedings of the International Conference on Business and Economics, 2(2), 281–291.

Wijaya, S., & Dewi, A. K. (2022). Determinants of foreign direct investment and its implications on tax revenue in Indonesia. JPPI (Jurnal Penelitian Pendidikan Indonesia), 8(3), 719.

Anwar, F. M., & Wijaya, S. (2023). Tax revenue, FDI, and agricultural sector: A dynamic interaction with regulatory quality as the moderation. Ilomata International Journal of Tax and Accounting, 4(3), 524–545.

Eng, R., & Lim, S. (2024). The impact of foreign direct investment on tax revenues in six ASEAN nations: A dynamic panel data model. International Journal of Religion, 5(5), 501–507.

Pratomo, A. W. (2020). The effect of foreign direct investment on tax revenue in developing countries. Jurnal BPPK: Badan Pendidikan dan Pelatihan Keuangan, 13(1), 83–95.

Febriana, H., Wijaya, S., & Arieftiara, D. (2024). Government governance moderate foreign direct investment and debt stock on tax revenue. Jurnal Akuntansi, Keuangan, dan Manajemen, 5(3), 207–221.

Omodero, C. O., & Yado, J. L. (2024). Effects of foreign direct investment and trade openness on tax earnings: A study of selected Sub-Saharan African economies. Economies, 12(12), 342.

Owolabi, S. A., Adegbie, F. F., Bartholomew, J. M., Ogundajo, G. O., & Kwarbai, J. D. (2025). Foreign investment and tax revenue in Sub-Sahara African countries. European Journal of Business and Management Research, 10(3), 13–19.

Nguyen, V. D., & Duong, T. H. M. (2022). Corruption, shadow economy, FDI, and tax revenue in BRICS: A Bayesian approach. Montenegrin Journal of Economics, 18(2).

Alshubiri, F. (2024). Do foreign direct investment inflows affect tax revenue in developed and developing countries? Asian Review of Accounting, 32(5), 781–810.

Randiyanto, R. G., Syaharani, F. K., & Anand, D. (2025). The effect of inflation rate, interest rate and rupiah exchange rate on value added tax (VAT) revenue at KPP Pratama Cirebon 1 period 2021–2024. Journal of Accounting and Finance Management, 6(3), 1195–1206.

Meita, I., & Nurdiniah, D. (2023). The effect of changes in corporate income tax rates, inflation and interest rates on income tax revenues. Jurnal Pajak dan Keuangan Negara, 4(2), 563–570.

Wibowo, N., Tarmizi, H., & R. (2021). Analysis of the effect of gross regional domestic product, total population, exchange rate, and interest rate on tax revenue in North Sumatra Province. International Journal of Research and Review, 8(12), 657–662.

Holgado Dorado, K., & Sánchez Barraza, B. J. (2023). Tasa de interés de los créditos de consumo y recaudación del impuesto general a las ventas en Perú. Quipukamayoc, 31(66), 9–20.

Auerbach, A. J., & Gale, W. G. (2022). Tax policy design with low interest rates. Tax Policy and the Economy, 36, 93–121.

Avickson, E. K., Attieku, J. S., & Onyenahazi, O. B. (2024). Economic impacts of Federal Reserve policies on taxation and corporate finance. International Journal of Science and Research Archive, 13(2), 506–526.

Fullerton, D. (1982). On the possibility of an inverse relationship between tax rates and government revenues. Journal of Public Economics, 19(1), 3–22.

Kostantinos, Evangelos, Ntertsou, D., & Eleftherios. (2020). Investigating the relationship between tax revenues and tax ratios: An empirical research for selected OECD countries. International Journal of Economics and Business Administration, 8(1), 215–229.

Fortea, C. (2025). Government revenue structure and fiscal performance in the G7: Evidence from a panel data analysis. World, 6(3), 97.

Mercan, N., & Ozpence, O. (2020). The relationship between tax burden and economic growth: Turkey case. PressAcademia Procedia, 9(2), 143–154.

Chapagai, S. D. (2025). Contribution of income tax revenue to total tax revenue of Nepal. KMC Journal, 7(1), 295–308.

Patil, P. R. (2025). A study of the impact of income tax on the revenue of Government of India: An empirical analysis. International Scientific Journal of Engineering and Management, 4(6), 1–7.

Smirnova, E. E., & Sergeeva, I. A. (2025). Taxation of income of organizations and tax reform in the Russian Federation. Economic Problems and Legal Practice, 21(3), 254–260.

Balladares, S., & García-Miralles, E. (2024). Fiscal drag: The heterogeneous impact of inflation on personal income tax revenue (Documentos Ocasionales No. 2422). Banco de España.

Deyun, Z., & Yiqing, P. (2023). Facing or retreating? Evaluating the impact of fiscal pressure and the selection preference of tax efforts among Chinese local government. Frontiers in Environmental Science, 10, 993931.

Wang, C., Cao, J., & Chen, X. (2024). Tax substitution: The impact of home-purchase restrictions on corporate tax burden. Journal of Social Economics Research, 11(2), 200–212.

Abebe, G., & Fikre, S. (2020). Econometric analysis of the effects of corruption on government tax revenue: Evidence from panel data in developed and developing countries. European Business & Management, 6(2), 28.

Epaphra, M., & Massawe, J. (2017). Corruption, governance and tax revenues in Africa. Business and Economic Horizons, 13(4), 439–467.

Imam, P. A., & Jacobs, D. (2014). Effect of corruption on tax revenues in the Middle East. Review of Middle East Economics and Finance, 10(1), 1–24.

Alm, J., Martinez-Vazquez, J., & McClellan, C. (2016). Corruption and firm tax evasion. Journal of Economic Behavior & Organization, 124, 146–163.

Baum, A., et al. (2017). Corruption, taxes and compliance. IMF Working Papers, 17(255), 1.

Putra, D. A., Aprila, N., Midiastuty, P. P., & Herawansyah. (2024). Building a culture of compliance: The influence of tax socialization and inclusion on Indonesian micro, small, and medium enterprises (MSMEs) taxpayers. Open Access Indonesia Journal of Social Sciences, 7(6), 1881–1893.

Lestari, F. A. P., Sumaryoto, S., & Yolanda, Y. (2025). Determinants of tax revenues and their impact for the public welfare in five ASEAN countries. International Journal of Current Science Research and Review, 8(4).

Anastasiou, A., Kalligosfyris, C., & Kalamara, E. (2024). Determinants of tax revenue performance in European countries: A panel data investigation. International Journal of Public Administration, 47(4), 227–242.

Dale, T. D., Reta, M., & Girma, B. (2024). Determinants of tax revenue in Ethiopia: Autoregressive distributed lag approach. Ethiopian Journal of Business and Social Sciences, 6(2), 1–30.

Bangaké, C., Avom, D., Ndoya, H., & Adouma, P. (2025). Do remittances increase tax revenues in developing countries? Evidence from the threshold regression models. Applied Economics, 57(38), 5975–5991.

Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics, 16(3), 289–326.

Dickey, D. A., & Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association, 74(366a), 427–431.

Banerjee, A., Dolado, J., & Mestre, R. (1998). Error-correction mechanism tests for cointegration in a single-equation framework. Journal of Time Series Analysis, 19(3), 267–283.

Johansen, S., & Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration—with applications to the demand for money. Oxford Bulletin of Economics and Statistics, 52(2), 169–210.

Ajaz, T., & Ahmad, E. (2010). The effect of corruption and governance on tax revenues. The Pakistan Development Review, 405–417.

Published

2026-10-01

How to Cite

Yassine , N. ., Maryam , N. ., Fatima Ezzahra, A. ., Oulaya , K. ., Salma , K. ., Mohamed , M. ., & Mohamed , E.-S. . (2026). Determinants of Tax Revenue Performance in Morocco: Evidence from an ARDL Model. Qubahan Academic Journal, 6(4), 15–27. https://doi.org/10.48161/qaj.v6n4a2653

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