Comparative Analysis of ARIMA, VAR, and Linear Regression Models for UAE GDP Forecasting
Abstract
Forecasting GDP is crucial for economic planning and policymaking. This study compares the performance of three widely-used econometric models—ARIMA, VAR, and Linear Regression—using GDP data from the UAE. Employing a rolling forecast approach, we analyze the models’ accuracy over different time horizons. Results indicate ARIMA’s robust long-term forecasting capability, LR models perform better with short-term predictions, particularly when exogenous variable forecasts are accurate. These insights provide a valuable foundation for selecting forecasting models in the UAE’s evolving economy, suggesting ARIMA’s suitability for long-term outlooks and LR for short-term, scenario-based forecasts.
References
- Andrianady, J. R. (2023). Crunching the Numbers: A Comparison of Econometric Models for GDP Forecasting in Madagascar. Munich Personal RePEc Archive Paper No. 120698.
- Bäurle, G., Steiner, E., Züllig, G. (2020). Forecasting the production side of GDP. Wiley, 10.1002/for.2725.
- Box, G.E.P. and Jenkins, G.M. (1976). Time Series Analysis: Forecasting and Control (Revised Edition). Holden Day: San Francisco.
- Ghazo, A. (2021). Applying the ARIMA Model to the Process of Forecasting GDP and CPI in the Jordanian Economy. International Journal of Financial Research, Vol. 12, No. 3, Special Issue.
- IRENA (2024). Energy Profile United Arab Emirates. IRENA: Abu Dhabi.
- Ma, Y. (2024). Analysis and Forecasting of GDP Using the ARIMA Model. Clausius Scientific Press, Vol. 5, No. 1.
- Maccarrone, G., Morelli, G., Spadaccini, S., (2021). GDP Forecasting: Machine Learning, Linear or Autoregression?. Frontier Artificial Intelligence. 4:757864.
- Mankiw N.G. (2023) Macroeconomics (11th ed.). Macmillan Learning: Gordonsville.
- Muma, B. and Karoki, A. (2022) Modeling GDP Using Autoregressive Integrated Moving Average (ARIMA) Model: A Systematic Review. Open Access Library Journal, 9: e8355.
- Quaadi I, Ibourk A. (2022). The Contribution of Deep Learning Models: Application of LSTM to Predict the Moroccan GDP Growth Using Drought Indexes. International Conference on Advanced Intelligent Systems for Sustainable Development, Springer, pp. 284-294.
- Robertson, J. C., Tallman, E. W. (1999). Vector Autoregressions: Forecasting and Reality. Federal Reserve Bank of Atlanta, Economic Review, First Quarter 1999.
- Roush, J., Siopes, K., Hu, G. (2017). Predicting Gross Domestic Product Using Autoregressive Models. Central Michigan University, USA.
- Ryadh M. Alkhareif, R.M. (2018). Nowcasting Real GDP for Saudi Arabia. Saudi Arabian Monetary Authority, WP/18/2.
- Shahini, L., Haderi, S. (2013). Short Term Albanian GDP Forecast: “One Quarter to One Year Ahead”. European Scientific Journal, December 2013 edition, Vol.9, No.34.
- Sims, C. A. (1980). Macroeconomics and Reality. Econometrica, 48(1), 1–48.
- Stock, J.H., Watson, M.W. (2020). Introduction to Econometrics (4th ed.). Pearson: London
- World Bank (2020). Forecasting Moldovan GDP With VAR Models. World Bank, Washington, USA.
- Zhang Y, Shang W, Zhang N, et al (2023). Quarterly GDP Forecast Based on Coupled Economic and Energy Feature WA-LSTM Model. Frontiers in Energy Research, 11: 1329376.
- Ziyuan, C. (2023). Analysis of economic growth forecast based on regression model. MMACS, Highlights in Science, Engineering and Technology, Vol. 42.
Downloads
Similar Articles
- HaoXuan Sun, Forecasting Washington State's Housing Market: A Comparative Analysis of Time Series Models and Economic Indicators , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 2 (2024): Emirati Journal of Business, Economics, & Social Studies
- Dr. Hamad Al Ali, Effect of Macroeconomic indicators on Financial Inclusion: A Study of EAGLES Economies , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 1 (2024): Emirati Journal of Business, Economics, & Social Studies
- Tosin Ekundayo, Osama Isaac, Open Data: A National Data Governance Strategy For Open Science And Economic Development – A Case Study Of The United Arab Emirates , Emirati Journal of Business, Economics, & Social Studies: Vol. 1 No. 2 (2022): Emirati Journal of Business, Economics, & Social Studies
- Abubaker Mousa Eltoum, Media sustainability coverage and its impact on CSR adoption in the business sector in Dubai , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 2 (2024): Emirati Journal of Business, Economics, & Social Studies
- Firas Habbal, The Impact of New Digital Media on UAE FDI , Emirati Journal of Business, Economics, & Social Studies: Vol. 4 No. 2 (2025): Emirati Journal of Business, Economics and Social Studies
- Fawaz M. Habbal , H.E Dherar Belhoul Al Falasi , Tamima Mohammad ALNaiser , The role of Artificial Intelligence to Empower Public Services for Talent Attraction: A Comparative Analysis for the UAE , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 2 (2024): Emirati Journal of Business, Economics, & Social Studies
- Firas Habbal, The Impact of Government Policy's Effect on Foreign Direct Investment in United Arab of Emirates , Emirati Journal of Business, Economics, & Social Studies: Vol. 2 No. 2 (2023): Emirati Journal of Business, Economics, & Social Studies
- Hashem Ali Almashaqbeh, Challenges faced by foreign companies in Turkey due to volatility of the local currency , Emirati Journal of Business, Economics, & Social Studies: Vol. 2 No. 2 (2023): Emirati Journal of Business, Economics, & Social Studies
- Deepanjana Varshney, Wasfa Asim Siddiqui , Applying Strategic Management approaches to a nursery school in the United Arab Emirates , Emirati Journal of Business, Economics, & Social Studies: Vol. 1 No. 2 (2022): Emirati Journal of Business, Economics, & Social Studies
- Mohammed Al Omairi, Navigating ESG Challenges in GCC Family-Owned Businesses in the UAE and Saudi Arabia: A Qualitative study , Emirati Journal of Business, Economics, & Social Studies: Vol. 4 No. 2 (2025): Emirati Journal of Business, Economics and Social Studies
You may also start an advanced similarity search for this article.
Most read articles by the same author(s)
- Dr. Rohini Krishna , Harikrishnan Venugopal Nair, Comprehending Dubai's IT Companies' Corporate Culture through Octapace Profiling , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 2 (2024): Emirati Journal of Business, Economics, & Social Studies
- PJ McCloskey, Rodrigo Malheiros Remor, Comparative Analysis of ARIMA, VAR, and Linear Regression Models for UAE GDP Forecasting , Emirati Journal of Business, Economics, & Social Studies: Vol. 4 No. 1 (2025): Emirati Journal of Business, Economics and Social Studies
- Nabela Hammad , أثر تصفير البيروقراطية الحكومية على تعزيز التميز المؤسسي تجربة الامارات العربية المتحدة أنموذجاً , Emirati Journal of Business, Economics, & Social Studies: Vol. 4 No. 1 (2025): Emirati Journal of Business, Economics and Social Studies
- Dr Imad Moumin, Optimizing Financial Auditing through Effective Audit Committees: A Comprehensive Literature Review , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 1 (2024): Emirati Journal of Business, Economics, & Social Studies
- Rachid El Oud, Anass Mekdad, Abderrahim Amedjar, Ahmed Lamalem, The impact of the introduction of telework on Moroccan employees , Emirati Journal of Business, Economics, & Social Studies: Vol. 2 No. 2 (2023): Emirati Journal of Business, Economics, & Social Studies
- Dr. Issam Ezzeddine , Enriching Real-Estate Through Sustainable Public Spaces: The case of Dubai- UAE , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 1 (2024): Emirati Journal of Business, Economics, & Social Studies
- Waled Bin Wabar, Bilateral Treaties and International Regulations: A Systematic Literature Review , Emirati Journal of Business, Economics, & Social Studies: Vol. 3 No. 2 (2024): Emirati Journal of Business, Economics, & Social Studies
- Tosin Ekundayo, Osama Isaac, Open Data: A National Data Governance Strategy For Open Science And Economic Development – A Case Study Of The United Arab Emirates , Emirati Journal of Business, Economics, & Social Studies: Vol. 1 No. 2 (2022): Emirati Journal of Business, Economics, & Social Studies
- Abubaker Mousa Eltoum, Aminurraasyid Yatiban, Rusdi Omar, Sustainability Reporting Practices in UAE Business Firms, the Society, and Stakeholders' Insights , Emirati Journal of Business, Economics, & Social Studies: Vol. 2 No. 1 (2023): Emirati Journal of Business, Economics, & Social Studies
- Houda Zouirchi, Aziz Ouia, The impact of big data on customer experience , Emirati Journal of Business, Economics, & Social Studies: Vol. 4 No. 1 (2025): Emirati Journal of Business, Economics and Social Studies