Foreign exchange intervention in Iran: Mixed frequency data sampling (MIDAS) approach

Document Type : Research Paper

Authors

1 PhD student, Economics, Tarbiat Modares University, Iran

2 Associate Professor, Economics, Tarbiat Modares University, Iran

3 Assistant Professor, Economics, Tarbiat Modares University, Iran

Abstract

Introduction: One of the important aspects of foreign exchange policy is the Central Bank intervention in the foreign exchange market. The Central Bank intervenes to stabilize the foreign exchange market by changing its foreign reserves. Governments prefer to keep the exchange rate stable because any sudden fluctuation can destroy the confidence of economic actors in the market and harm the financial market and the market for physical goods. In this regard, an important method of analyzing the behavior of Central Bank officials to control and manage the foreign exchange market is to estimate the reaction function and identify the factors affecting foreign exchange interventions of the bank. Knowing about the factors affecting foreign exchange interventions helps to forecast the next interventions of the Central Bank and gives economic actors a better understanding of the behavior and decisions of policymakers and their effects on financial markets and macroeconomic variables.
Methodology: In this study, a Mixed Frequency Data Sampling Model (MIDAS) has been used to investigate the factors affecting the foreign exchange interventions of the Central Bank. This method deals with the high-frequency variables as independent variables next to the low-frequency dependent variable. The frequency of the dependent variable must always be less than the frequency of the independent variable(s). Therefore, the Midas approach can use the maximum amount of information gained from high-frequency series. Better prediction is also made for the dependent variable. In this research, the data related to the years 2002 to 2018 were used to estimate the reaction function of foreign exchange interventions by the Central Bank. This was done with the variables of direct foreign exchange interventions (annual), the level of foreign exchange reserves (seasonal), oil and gas exports (seasonal), and exchange rate fluctuations (seasonal).
Results and Discussion: As the results showed, among the studied variables, the rate of policy-making intervention was more sensitive to the amount of export. Also, with an increase in oil exports, the Central Bank's intervention in the foreign exchange market increases. In the period under review, the central bank interventions were mostly leaning-against–the-wind. In addition, the three methods of weighting Almon, Beta, and Exponential Almon were used to compare the performance of the variables to predict foreign exchange interventions of the Central Bank. In order to compare the performance of individual forecasts and the combination of forecasts, the mean squared error rank method was used. As the results showed, the combination of forecasts did not provide better performance than individual forecasts. Therefore, the individual estimates of foreign exchange interventions are highly valid.
Conclusion: Through examining the reaction function of the Central Bank of Iran interventions, one can observe the irregular behavior of monetary authorities in the face of different market conditions. The interventions of the Central Bank in Iran obey no specific rules, and the foreign exchange policymakers intervene in the foreign exchange market in a completely discretionary manner, without considering a specific pattern for intervention. Although this form of intervention in periods of abundant foreign exchange earnings has been able to stabilize the exchange rate to some extent, with a decline in the foreign exchange earnings and foreign reserves, the power of the monetary authorities to manage the exchange market has diminished and the exchange rate has jumped to adapt to the realities of the economy. Therefore, it seems necessary for the Central Bank to regulate the method of foreign exchange interventions. The necessary condition is to synchronize the growth of liquidity in Iran with global liquidity and prevent its incompatible growth with the principles of the domestic economy. In fact, one of the most important prerequisites for successful foreign exchange market management is to control the unbridled growth of liquidity. In this case, we can hope for the success and effectiveness of foreign exchange interventions. The management of foreign exchange resources during periods of boom and bust of oil revenues is of particular importance too. The government’s injection of surplus foreign exchange earnings into the foreign exchange reserves will enable the Central Bank to use the resources accumulated in the accounts to manage the foreign exchange market in the event of oil shocks and foreign exchange earnings decline. This policy will help to prevent exchange rate fluctuations due to oil fluctuations. Derivatives can also be used as an alternative to cash market intervention. The advantage of derivatives is that their use does not necessarily change the country's foreign exchange reserves, nor does it overshadow the monetary policies. Therefore, the bank can change the exchange rate or prevent fluctuations by issuing derivatives without affecting the monetary basis.

Keywords


Adler, G. and Tovar, C. E. (2011). "Foreign Exchange Intervention: A Shield Against Appreciation Winds?". IMF Working Paper No. 11/165, Washington, DC: International Monetary Fund.
Adler, G. Lisack, N. & Mano, R. (2019). "Unveiling the Effects of Foreign Exchange Intervention: A Panel Approach". Emerging Markets Review 100620.
Aiolfi, M. & Timmermann, A. (2006). "Persistence in Forecasting Performance and Conditional Combination Strategies". Journal of Econometrics 135(1-2): 31-53.
Akdogan, I. U. (2020). "Understanding the Dynamics of Foreign Reserve Management: The Central Bank Intervention Policy and the Exchange Rate Fundamentals". International Economics 161: 41-55.
Akinci, Ö. Culha, O. Y. Özlale, Ü. & Şahinbeyoğlu, G. (2006). "The Effectiveness of Foreign Exchange Interventions under a Floating Exchange Rate Regime for the Turkish Economy: a Post-crisis Period Analysis". Applied Economics 38(12): 1371-1388.
Alla, Z. Espinoza, M. R. A. & Ghosh, M. A. R. (2017). FX Intervention in the New Keynesian Model, International Monetary Fund.
Almekinders, G. J. & Eijffinger, S. C. (1992). Daily Bundesbank and Federal Reserve Interventions: Do They Affect the Level and Unexpected Volatility of the DM/$-rate?, (Revised version) (No. 658f725c-8b75-4821-ae81-81552c230e2e). Tilburg University, School of Economics and Management.
Andreou, E. Ghysels, E. & Kourtellos, A. (2013). "Should Macroeconomic Forecasters Use Daily Financial Data and How?". Journal of Business & Economic Statistics 31(2): 240-251.
Armesto, M. T. Engemann, K. M. & Owyang, M. T. (2010). "Forecasting with Mixed Frequencies". Federal Reserve Bank of St. Louis Review 92(6): 521-36.
Azizi, Z. (2015). "Study of Instability of Coefficients in the Response Function of Foreign Exchange Interventions in the Iranian Economy". Quarterly Journal of Economic Research and Policy 26(85): 300-271.
Baillie, R. T. & Osterberg, W. P. (1997). "Why Do Central Banks Intervene?". Journal of International Money and Finance 16(6): 909-919.
Beine, M. & Bernal, O. (2007). "Why Do Central Banks Intervene Secretly?: Preliminary Evidence from the BOJ". Journal of International Financial Markets, Institutions and Money 17(3): 291-306.
Chang, M. C. Suardi, S. & Chang, Y. (2017). Foreign Exchange Intervention in Asian Countries: What Determine the Odds of Success during the Credit Crisis?". International Review of Economics & Finance 51: 370-390.
Davis, J. S. Fujiwara, I. Huang, K. X. & Wang, J. (2021). "Foreign Exchange Reserves as a Tool for Capital Account Management". Journal of Monetary Economics 117: 473-488.
Ebadi, J. & Jahangard, H. (2012). "Modeling Foreign Exchange Intervention in the Iranian Foreign Exchange Market". Journal of Economic Research 47(3): 44-23.
Foroni, C. and Marcellino, M. G. (2013). "A Survey of Econometric Methods for Mixed-Frequency Data". Available at SSRN 2268912.
Gereben, Á. Gyomai, G. & Kiss, N. M. (2005). "The Microstructure Approach to Exchange Rates: A Survey from a Central Bank's Viewpoint". MNB Occasional Papers, No. 42, Magyar Nemzeti Bank, Budapest.
Ghysels, E. Santa-Clara, P. and Valkanov, R. (2002). "The MIDAS Touch: Mixed Data Sampling Regressions". Draft paper.
Guliyev, H. (2018). Karma Frekanslı Verilerde MIDAS Regresyon Modellerinin Uygulanması, Türkiye’nin Ekonomik Büyüme Tahmini, Master Thesis, Akdeniz University – ISS, Antalya.
Ito, T. & Yabu, T. (2007). "What Prompts Japan to Intervene in the Forex Market? A New Approach to a Reaction Function". Journal of International Money and Finance 26(2): 193-212.
Ito, T. & Yabu, T. (2020). "Japanese Foreign Exchange Interventions, 1971-2018: Estimating a Reaction Function Using the Best Proxy". Journal of the Japanese and International Economies 58: 101106.
Ito, T. (2002). "Is Foreign Exchange Intervention Effective? The Japanese Experiences in the 1990s". NBER Working Paper, No. 8914.
Ito, T. (2007). "Myths and Reality of Foreign Exchange Interventions: An Application to Japan". International Journal of Finance and Economics 12(2): 133-154.
Kohlscheen, E. (2012). "Orther Flow and the Real: Indirect Evidence of the Effectiveness of Sterllized Interventions". Working Papers Series 273. Central Bank of Brazil Research Department.
Kuersteiner, G. M. Phillips, D. C. & Villamizar-Villegas, M. (2018). "Effective Sterilized Foreign Exchange Intervention? Evidence from a Rule-based Policy". Journal of International Economics 113: 118-138.
Li, H. Yu, Z. Zhang, C. and Zhang, Z. (2017). "Determination of China's Foreign Exchange Intervention: Evidence from the Yuan/Dollar Market". Studies in Economics and Nance 34(1): 62-81.
Loiseau-Aslanidi, O. (2011). "Determinants and Effectiveness of Foreign Exchange Market Intervention in Georgia". Emerging Markets Finance and Trade 47(4): 75-95.
Marcellino, M. (1999). "Some Consequences of Temporal Aggregation in Empirical Analysis". Journal of Business & Economic Statistics 17(1): 129-136.
Moser-Boehm, P. (2005). "Governance Aspects of Foreign Exchange Interventions’, Foreign Exchange Market Intervention in Emerging Markets: Motives, Techniques and Implications". BIS Papers No. 24, Bank for International Settlements, Basel.
Neely, C. J. (2000). "Are Changes in Foreign Exchange Reserves Well Correlated with Official Intervention?". Review-Federal Reserve Bank of Saint Louis 82(5): 17-32.
Peiers, B. (1997). "Informed Traders, Intervention, and Price Leadership: A Deeper View of the Microstructure of the Foreign Exchange Market". The Journal of Finance 52: 1589-1614.
Pontines, V. and Rajan, R.S. (2011). "Foreign Exchange Market Intervention and Reserve Accumulation in Emerging Asia: Is There Evidence of Fear of Appreciation?". Economics Letters 111: 252–255.
Prasad, N. (2018). "Sterilized Interventions and Capital Controls". Journal of International Money and Finance, Elsevier, 88(C): 101-121.
Saadatnejad, A. Tabatabai Nasab, Z. Abtahi, S. Y. & Dehghan Tafti, M. A. (2020). "The Effects of Central Bank Intervention in the Foreign Exchange Market on Macroeconomic Variables in Iran in the Form of Stochastic Dynamic General Equilibrium (DSGE)". Economic Strategy Research 8(31): 115-79.
Santos, F. L. (2021). "Comparing the Impact of Discretionary and Pre-announced Central Bank Interventions". Journal of International Money and Finance 110: 102307.
Tabatabaei Nasab, Z. & Afshari, Z. (2012). "Estimation of the Extent of Direct Intervention of the Central Bank with the Foreign Exchange Market Pressure Approach". Quarterly Journal of Economic Research and Policy 20(64): 87-114.
Ventura, E. and Rodríguez, G. (2015). "Explaining the Determinants of the Frequency of Exchange Rate Interventions in Peru using Count Models". Applied Economics Quarterly 61(3): 261-292.
Viola, A. P. Klotzle, M. C. Pinto, A. C. F. & da Silveira Barbedo, C. H. (2019). "Foreign Exchange Interventions in Brazil and their Impact on Volatility: A Quantile Regression Approach". Research in International Business and Finance 47: 251-263
Vitale, P. (2003). "Foreign Exchange Intervention: How to Signal Policy Objectives and Stabilise the Economy". Journal of Monetary Economics 50(4): 841-870.
Viziniuc, M. (2021). "Winners and Losers of Central Bank Foreign Exchange Interventions". Economic Modelling 94: 748-767.
www.cbi.ir.
www.worldbank.org.