Evaluating The Prioritization of The Effect of Monetary Base Resources on Inflation in Iran Using The New Random Forest Algorithm

Document Type : RESEARCH PAPER

Authors

1 Postdoctoral Researcher, Economics, Razi University, Kermanshah, Iran

2 Professor, Razi University, Kermanshah, Iran.

Abstract

Inflation is one of the basic problems in any economy that has adverse and unavoidable effects. Economists and policymakers have always paid attention to the issue of inflation and investigated ways to reduce it. One of the crucial economic issues in Iran is identifying the factors that affect the inflation rate. Among these, the monetary base and its various components play an important role in this field. Therefore, this study attempts to compare the impact of the components of monetary base resources on inflation in Iran. In this research, the influence of the components of monetary base resources on inflation in Iran in the period 1975–2020 has been compared using the random forest model. The results of parameter estimation using random forest regression for the main influential variables are currency growth rate, GDP growth rate, expected inflation, growth rate of public sector debt to the central bank, and growth rate of net foreign assets of the central bank. The growth rate of bank debt to the central bank does not affect inflation, so the relationship between the government and the central bank should be such that it removes the burden of the money volume caused by the budget deficit of the government and can relate the money volume to changes in production. Some of these results confirm the results of some previous research. In previous research, the growth rate of the exchange rate and the growth rate of the public sector debt to the central bank have been listed as the most important factors affecting the monetary base, and the variables that did not have an effect on inflation in this research were mostly unaffected in the previous researches as well.

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Abassinejad, H., &Tashkini, A. (2011). Measuring Core Inflation (The case of Iran). Tahghighat-E-Eghtesadi, vol.46, N.94, pp.67-87. DOI: 10.29252/jemr.9.36.7
Abdullahi, A. et al. (2014). Examining Gibson's paradox in Iran's economy, emphasizing the effect of monetary base components on the relationship between interest rate and inflation. Master's thesis. Mashhad Ferdowsi University.
https://ganj.irandoc.ac.ir/#/articles/114f4a7a0eae0f9ec9fc1c490e12f1af
Ayres, K., Belasen, A. R., & Kutan, A. M. (2014). Does inflation targeting lower inflation and spur growth?.Journal of Policy Modeling, N.36(2), pp.373-388. DOI:10.1016/j.jpolmod.2012.12.008
Badri, Chiman., Tayibi, S. K., & Rasoulyar, M. S. (2013). Impulsive effects of accumulation of foreign exchange reserves on exchange rate and inflation in Iran. Monetary and Banking Research Quarterly, 7 (22), 569-590. (In Persian) https://jmbr.mbri.ac.ir/article-1-215-fa.html
Balonjad Nouri, R., & Rafat Milani, M. (1402). New evidence of the relationship between money growth, inflation and economic growth in Iran. Economic Policy, 15(29), 202-240. DOI:10.22034/epj.2023.19997.2428
Basliqa, B. and Faizi Yengjeh, S. (2015).   Investigating the monetary base in Iran's economy (in terms of creating an inflationary structure). Master's thesis. Urmia University. https://ganj.irandoc.ac.ir/#/articles/d7f7dfb047a6fa4945182554588a93c4
Barro, R. (1977). Unanticipated Monetary Growth and u nemployment in the United States. The American Economic Review, 67(2), 101-115.  https://www.jstor.org/stable/1807224
Bonato, L. (2007). Money and Inflation in the Islamic Republic of Iran. IMF working paper, International Monetary Fund.
Bonato, L. (2007). Money and Inflation in the Islamic Republic of Iran.  IMF working paper, International Monetary Fund.
Breiman, L. (2001). Random Forests. Machine Learning, 45, 5-32.  DOI: 10.1023/A:1010933404324
Chajatfar, Y., & Dehghani, T. (1388). Investigating the effect of liquidity growth and its effect on Iran's economy. Economic Research and Policy Quarterly, 17th year, number 49, 112-93. (In Persian)  http://qjerp.ir/article-1-314-fa.html
Davaajargal, L. (2006). Relationship between Money Growth and Inflation; Bank of Mongolia. The Banks 11th, Research bulletin.  DOI: 10.4172/2151-6219.1000332
Ebeke, C., & Fouejieu, A. (2015). Inflation targeting and exchange rate regimes in emerging markets, IMF working paper/15/22 . DOI:10.1515/bejm-2017-0146
Ellington, M. & Milas, C. (2019). Global Liquidity, Money Growth and UK Inflation. Journal of Financial Stability, 42, 67-74. DOI:10.1016/j.jfs.2019.05.012
Guo, Y., Mahony, S., & Gifford, DK. (2012). High resolution genome wide binding event finding and motif discovery reveals transcription factor spatial binding constraints. PLoS Comput Biol. 8:e1002638. DOI:10.1371/journal.pcbi.1002638
Haiderpur, Afshin. (1400). Welfare analysis of the country's monetary policies with emphasis on the welfare consequences of inflation in Iran. Stable Economy, 2(2), 45-80. (In Persian)  
 DOI: 10.22111/sedj.2021.39349.1121
Heller, R. (1979). International Reserves and World- Wide Inflation .IMF Staff Papers, 23(1), 87-61.   DOI: 10.2307/3866666
Hosseini, S. S., & Mohtashmi, T. (2008). The relationship between inflation and liquidity growth in Iran's economy. break or stability. Economic Research Quarterly, 8th year, 3rd issue, 21-42. (In Persian)  DOI : 20.1001.1.17356768.1387.8.3.7.8
Khadim Nematollahi, Mehbobeh et al. (1403). Evaluation of unconventional monetary policy shock effects in vector autoregression model with sign constraint. Stable Economics, 5(1), 63-89. (In Persian)  
DOI: 10.22111/sedj.2024.46945.1401
Kamali Dehkordi, P., & Hasannejadnisi, S. (2013). Investigating the dynamic effects of money supply, exchange rate and inflation in Iran.  International Conference on Economics, Accounting, Management and Social Sciences. (In Persian) https://civilica.com/doc/367459
Khan, Mohsin S. (1979). Inflution and internationational reserves: a time-serises analysis. IMF Staff papers, 26, 699-724. DOI: 10.2307/3866967
Khandan, A. & Hosseini, S. M. (2016). Determinants of Inflation: A Case Study of Iran. Applied Economics and Finance, 3(4), 95-102. DOI:10.11114/aef.v3i4.1760
Kugler, P., &  Kaufmann, S.  (2005). Does Money Matter for Inflation in the Euro Area?. OesterreichischeNationalbank, working paper no, 103. DOI: 10.1111/j.1465-7287.2008.00113.x
Moghadsfar, S, & Abdullah, Z. (2011). The effect of liquidity growth on the inflation rate in Iran using the Markov transformation model. International Conference on Nonlinear Modeling and Optimization, 1-19. (In Persian)  https://civilica.com/doc/187926
Monjazeb, M. R. (2005). An analysis on the effectiveness of expanding the volume of money on production and inflation in Iran's economy.  sustainable growth and development research (Economic Research), 6(3), 1-16. (In Persian) https://sid.ir/paper/86547/fa
Pourkazmi, M. H , Biranvand, A., & Delfan, M. (2014). Determining factors affecting inflation and designing a severe inflation warning system for Iran's economy, 23(76), 145-166.  http://qjerp.ir/article-1-961-fa.html
Sabaghchi Firouzabad, M, Tabatabaei Nasab, Z., & Alavi Rad, A. (1401). Investigating sudden changes in money volume on the welfare cost of inflation in Iran. Applied Economic Studies of Iran (Applied Economic Studies), 11(42), 279-313. SID. https://sid.ir/paper/1049442/fa
Sahabi, B, Soleimani, S., Khazari, S., & Khazari, M. (2012). The effects of liquidity growth on inflation in Iran's economy: regime change models. Economic Strategy Quarterly, second year, fourth issue, 121-146. (In Persian)  SID. https://sid.ir/paper/233805/fa
Teryoshin, Y. (2017). Inflation target uncertainty and monetary policy, Seminar in Stanford University, October 23. DOI:10.22075/ijnaa.2023.31434.4628