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Paranın Dolaşım Hızının ve Para Talebi Fonksiyonunun Ekonometrik Analizi: Türkiye Örneği

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  • Ufuk CAN

    (T.C. Merkez Bankası, Yapısal Ekonomik Araştırmalar Genel Müdürlüğü, Adana, Türkiye)

  • Zeynep Gizem CAN

    (Çukurova Üniversitesi, İktisadi ve İdari Bilimler Fakültesi, İktisat Bölümü, Adana, Türkiye)

  • Süleyman DEĞİRMEN

    (Mersin Üniversitesi, İktisadi ve İdari Bilimler Fakültesi, İktisat Bölümü, Adana, Türkiye)

Abstract

Bu çalışmanın amacı Türkiye için paranın dolaşım hızının durağanlığını test etmek ve paranın dolaşım hızını etkileyen değişkenleri belirlemektir. 1970-2017 yıllarını kapsayan dönem için veri seti yıllık frekansta oluşturulmakta; paranın dolaşım hızı, reel gelir, mevduat faiz oranı ve reel efektif döviz kuru değişkenler olarak kullanılmaktadır. Geleneksel ve doğrusal olmayan birim kök testleri, varyans oranı testleri ve kesirli bütünleşme testleri paranın dolaşım hızının durağan olmadığı gösterse de 2000’li yıllarda yaşanan ekonomik ve yapısal dönüşümler kırılma olarak alındığında birçok yapısal kırılma içeren birim kök testine göre paranın dolaşım hızının durağan olması dikkat çekmektedir. Ayrıca, doğrusal olmayan gecikmesi dağıtılmış otoregresif model (NARDL) ile mevduat faiz oranlarının kısa dönem asimetrisi ve reel efektif döviz kurunun uzun ve kısa dönem asimetrisi anlamlı bulunmakta, uzun dönemde mevduat faiz oranlarındaki ve reel efektif döviz kurlarındaki pozitif değişimlerin negatif değişimlere göre paranın dolaşım hızı üzerinde daha etkili olduğu sonucuna ulaşılmaktadır. Para talebinin gelir esnekliğinin pozitif, faiz oranı esnekliğinin negatif ve döviz kuru esnekliğinin pozitif olduğu belirlenmekte ve analiz sonuçları literatürde yapılan çalışmalarla örtüşmektedir.

Suggested Citation

  • Ufuk CAN & Zeynep Gizem CAN & Süleyman DEĞİRMEN, 2019. "Paranın Dolaşım Hızının ve Para Talebi Fonksiyonunun Ekonometrik Analizi: Türkiye Örneği," Istanbul Business Research, Istanbul University Business School, vol. 48(2), pages 218-247, November.
  • Handle: RePEc:ist:ibsibr:v:48:y:2019:i:2:p:218-247
    DOI: 10.26650/ibr.2019.48.0054
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    1. Jean-Francois Villeneuve & Jagdish Handa, 2006. "Purchasing Power Parity as a long-term memory process: evidence from Canada," Applied Financial Economics, Taylor & Francis Journals, vol. 16(1-2), pages 109-117.
    2. George S. Tavlas, 2015. "In Old Chicago: Simons, Friedman, and the Development of Monetary‐Policy Rules," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(1), pages 99-121, February.
    3. Milton Friedman, 1959. "The Demand for Money: Some Theoretical and Empirical Results," NBER Chapters, in: The Demand for Money: Some Theoretical and Empirical Results, pages 1-29, National Bureau of Economic Research, Inc.
    4. Iikka Korhonen & Aaron Mehrotra, 2010. "Money Demand in Post-Crisis Russia: Dedollarization and Remonetization," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 46(2), pages 5-19, March.
    5. John Geweke & Susan Porter‐Hudak, 1983. "The Estimation And Application Of Long Memory Time Series Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 4(4), pages 221-238, July.
    6. Matteo Mogliani & Giovanni Urga, 2018. "On the Instability of Long‐Run Money Demand and the Welfare Cost of Inflation in the United States," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 50(7), pages 1645-1660, October.
    7. Wang, Yiming, 2011. "The stability of long-run money demand in the United States: A new approach," Economics Letters, Elsevier, vol. 111(1), pages 60-63, April.
    8. Kumar, Saten & Webber, Don J. & Fargher, Scott, 2013. "Money demand stability: A case study of Nigeria," Journal of Policy Modeling, Elsevier, vol. 35(6), pages 978-991.
    9. Chow, K. Victor & Denning, Karen C., 1993. "A simple multiple variance ratio test," Journal of Econometrics, Elsevier, vol. 58(3), pages 385-401, August.
    10. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    11. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    12. Perron, Pierre & Vogelsang, Timothy J., "undated". "Level Shifts and Purchasing Power Parity," Instructional Stata datasets for econometrics levshift, Boston College Department of Economics.
    13. Matthieu Bussiere, 2013. "Exchange Rate Pass-through to Trade Prices: The Role of Nonlinearities and Asymmetries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(5), pages 731-758, October.
    14. Mouyad Alsamara & Zouhair Mrabet, 2019. "Asymmetric impacts of foreign exchange rate on the demand for money in Turkey: new evidence from nonlinear ARDL," International Economics and Economic Policy, Springer, vol. 16(2), pages 335-356, April.
    15. Saten Kumar & Don J. Webber, 2013. "Australasian money demand stability: application of structural break tests," Applied Economics, Taylor & Francis Journals, vol. 45(8), pages 1011-1025, March.
    16. Anne-Laure Delatte & Antonia Lopez Villavicencio, 2012. "Asymmetric responses of prices to exchange rate variations. Evidence from majour economies," Post-Print hal-01410597, HAL.
    17. Kapetanios, George & Shin, Yongcheol & Snell, Andy, 2003. "Testing for a unit root in the nonlinear STAR framework," Journal of Econometrics, Elsevier, vol. 112(2), pages 359-379, February.
    18. Hyungsun Chloe Cho & Miguel D. Ramirez, 2016. "Money Demand in Korea: A Cointegration Analysis, 1973-2014," Business and Economic Research, Macrothink Institute, vol. 6(1), pages 96-110, June.
    19. Chuliá, Helena & Martens, Martin & Dijk, Dick van, 2010. "Asymmetric effects of federal funds target rate changes on S&P100 stock returns, volatilities and correlations," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 834-839, April.
    20. Latheef, Udhula Abdul & Masih, Mansur, 2017. "Asymmetrical effects of macro variables on commercial bank deposits: evidence from Maldives based on NARDL," MPRA Paper 86361, University Library of Munich, Germany.
    21. Clemente, Jesus & Montanes, Antonio & Reyes, Marcelo, 1998. "Testing for a unit root in variables with a double change in the mean," Economics Letters, Elsevier, vol. 59(2), pages 175-182, May.
    22. Arize, Augustine C. & Malindretos, John & Shwiff, Steven S., 1999. "Structural breaks, cointegration, and speed of adjustment Evidence from 12 LDCs money demand," International Review of Economics & Finance, Elsevier, vol. 8(4), pages 399-420, November.
    23. Joscha Beckmann & Ansgar Belke & Michael Kühl, 2011. "The dollar-euro exchange rate and macroeconomic fundamentals: a time-varying coefficient approach," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 147(1), pages 11-40, April.
    24. Perron, Pierre, 1997. "Further evidence on breaking trend functions in macroeconomic variables," Journal of Econometrics, Elsevier, vol. 80(2), pages 355-385, October.
    25. Peter C.B. Phillips, 1999. "Discrete Fourier Transforms of Fractional Processes," Cowles Foundation Discussion Papers 1243, Cowles Foundation for Research in Economics, Yale University.
    26. Zan Zhang & Su-Ling Tsai & Tsangyao Chang, 2017. "New Evidence of Interest Rate Pass-through in Taiwan: A Nonlinear Autoregressive Distributed Lag Model," Global Economic Review, Taylor & Francis Journals, vol. 46(2), pages 129-142, April.
    27. Dennis Nchor & Václav Adamec, 2016. "Investigating the Stability of Money Demand in Ghana," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 64(6), pages 2075-2079.
    28. Karaman, K. Kıvanç & Pamuk, Şevket & Yıldırım-Karaman, Seçil, 2020. "Money and monetary stability in Europe, 1300–1914," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 279-300.
    29. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    30. Syed Abul Basher & Stefano Fachin, 2014. "Investigating long-run demand for broad money in the Gulf Arab countries," Middle East Development Journal, Taylor & Francis Journals, vol. 6(2), pages 199-214, July.
    31. Junsoo Lee & Mark C. Strazicich, 2013. "Minimum LM unit root test with one structural break," Economics Bulletin, AccessEcon, vol. 33(4), pages 2483-2492.
    32. Hamzah, Nurrawaida Husna & Masih, Mansur, 2018. "Revisiting effectiveness of interest rate as a tool to control inflation: evidence from Malaysia based on ARDL and NARDL," MPRA Paper 87576, University Library of Munich, Germany.
    33. Sollis, Robert, 2009. "A simple unit root test against asymmetric STAR nonlinearity with an application to real exchange rates in Nordic countries," Economic Modelling, Elsevier, vol. 26(1), pages 118-125, January.
    34. Ball, Laurence, 2012. "Short-run money demand," Journal of Monetary Economics, Elsevier, vol. 59(7), pages 622-633.
    35. Delatte, Anne-Laure & López-Villavicencio, Antonia, 2012. "Asymmetric exchange rate pass-through: Evidence from major countries," Journal of Macroeconomics, Elsevier, vol. 34(3), pages 833-844.
    36. A. C. Pigou, 1917. "The Value of Money," The Quarterly Journal of Economics, Oxford University Press, vol. 32(1), pages 38-65.
    37. Ansgar Belke & Robert Czudaj, 2010. "Is Euro Area Money Demand (Still) Stable? Cointegrated VAR Versus Single Equation Techniques," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot, Berlin, vol. 56(4), pages 285-315.
    38. Michael T. Belongia & Peter N. Ireland, 2015. "Interest Rates and Money in the Measurement of Monetary Policy," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 33(2), pages 255-269, April.
    39. Muhammad Omer, 2010. "Velocity of Money Functions in Pakistan and Lessons for Monetary Policy," SBP Research Bulletin, State Bank of Pakistan, Research Department, vol. 6, pages 37-55.
    40. Muhammad Ahad, 2017. "Financial Development and Money Demand Function: Cointegration, Causality and Variance Decomposition Analysis for Pakistan," Global Business Review, International Management Institute, vol. 18(4), pages 811-824, August.
    41. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    42. Paresh Kumar Narayan, 2005. "The saving and investment nexus for China: evidence from cointegration tests," Applied Economics, Taylor & Francis Journals, vol. 37(17), pages 1979-1990.
    43. Jihad Dagher & Mr. Arto Kovanen, 2011. "On the Stability of Money Demand in Ghana: A Bounds Testing Approach," IMF Working Papers 2011/273, International Monetary Fund.
    44. Gould, John P & Nelson, Charles R, 1974. "The Stochastic Structure of the Velocity of Money," American Economic Review, American Economic Association, vol. 64(3), pages 405-418, June.
    45. Mohsen Bahmani-Oskooee & Ferda Halicioglu & Sahar Bahmani, 2017. "Do exchange rate changes have symmetric or asymmetric effects on the demand for money in Turkey?," Applied Economics, Taylor & Francis Journals, vol. 49(42), pages 4261-4270, September.
    46. Mohsen Bahmani-Oskooee & Tatchawan Kanitpong, 2017. "Do exchange rate changes have symmetric or asymmetric effects on the trade balances of Asian countries?," Applied Economics, Taylor & Francis Journals, vol. 49(46), pages 4668-4678, October.
    47. Kumar, Saten & Rao, B. Bhaskara, 2012. "Error-correction based panel estimates of the demand for money of selected Asian countries with the extreme bounds analysis," Economic Modelling, Elsevier, vol. 29(4), pages 1181-1188.
    48. Thomas M. Humphrey, 1993. "Money, Banking and Inflation," Books, Edward Elgar Publishing, number 236.
    49. Kim, Jae H., 2006. "Wild bootstrapping variance ratio tests," Economics Letters, Elsevier, vol. 92(1), pages 38-43, July.
    50. Mohsen Bahmani-Oskooee & Abera Gelan, 2019. "Asymmetric effects of exchange rate changes on the demand for money in Africa," Applied Economics, Taylor & Francis Journals, vol. 51(31), pages 3365-3375, July.
    51. Robin L. Lumsdaine & David H. Papell, 1997. "Multiple Trend Breaks And The Unit-Root Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 212-218, May.
    52. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    53. B. Bhaskara Rao & Saten Kumar, 2011. "Is the US demand for money unstable?," Applied Financial Economics, Taylor & Francis Journals, vol. 21(17), pages 1263-1272.
    54. Mohsen Bahmani-Oskooee & Dan Xi & Sahar Bahmani, 2019. "More evidence on the asymmetric effects of exchange rate changes on the demand for money: evidence from Asian," Applied Economics Letters, Taylor & Francis Journals, vol. 26(6), pages 485-495, March.
    55. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
    56. Houston H. Stokes & Hugh Neuburger, 1979. "A Note on the Stochastic Structure of the Velocity of Money: Some Reservations," The American Economist, Sage Publications, vol. 23(2), pages 62-64, October.
    57. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    58. Mohsen Bahmani-Oskooee & Muge Karacal, 2006. "The demand for money in Turkey and currency substitution," Applied Economics Letters, Taylor & Francis Journals, vol. 13(10), pages 635-642.
    59. Apergis, Nicholas & Cooray, Arusha, 2015. "Asymmetric interest rate pass-through in the U.S., the U.K. and Australia: New evidence from selected individual banks," Journal of Macroeconomics, Elsevier, vol. 45(C), pages 155-172.
    60. Dreger, Christian & Wolters, Jürgen, 2015. "Unconventional monetary policy and money demand," Journal of Macroeconomics, Elsevier, vol. 46(C), pages 40-54.
    61. Perron, Pierre & Vogelsang, Timothy J, 1992. "Nonstationarity and Level Shifts with an Application to Purchasing Power Parity," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 301-320, July.
    62. Junsoo Lee & Mark C. Strazicich, 2003. "Minimum Lagrange Multiplier Unit Root Test with Two Structural Breaks," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1082-1089, November.
    63. Mohsen Bahmani-Oskooee & Jungho Baek, 2017. "Do Exchange Rate Changes Have Symmetric or Asymmetric Effects on the Demand for Money in Korea? ," Review of Economic Analysis, Digital Initiatives at the University of Waterloo Library, vol. 9(2), pages 155-168, December.
    64. Pasquale Foresti & Oreste Napolitano, 2013. "Modelling long-run money demand: a panel data analysis on nine developed economies," Applied Financial Economics, Taylor & Francis Journals, vol. 23(22), pages 1707-1719, November.
    65. C. W. J. Granger & Roselyne Joyeux, 1980. "An Introduction To Long‐Memory Time Series Models And Fractional Differencing," Journal of Time Series Analysis, Wiley Blackwell, vol. 1(1), pages 15-29, January.
    66. Odhiambo, Nicholas M., 2009. "Energy consumption and economic growth nexus in Tanzania: An ARDL bounds testing approach," Energy Policy, Elsevier, vol. 37(2), pages 617-622, February.
    67. Paresh Narayan & Seema Narayan & Vinod Mishra, 2009. "Estimating money demand functions for South Asian countries," Empirical Economics, Springer, vol. 36(3), pages 685-696, June.
    68. Assad L. Baunto & Christian Bordes & Samuel Maveyraud-Tricoire & Philippe Rous, 2011. "Money growth and velocity with structural breaks: Evidence from the Philippines," Post-Print hal-00785395, HAL.
    69. Jammazi, Rania & Lahiani, Amine & Nguyen, Duc Khuong, 2015. "A wavelet-based nonlinear ARDL model for assessing the exchange rate pass-through to crude oil prices," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 173-187.
    70. Mohsen Bahmani-Oskooee & Abera Gelan, 2009. "How stable is the demand for money in African countries?," Journal of Economic Studies, Emerald Group Publishing, vol. 36(3), pages 216-235, July.
    71. Akhand Hossain, 2012. "Modelling of narrow money demand in Australia: an ARDL cointegration approach, 1970–2009," Empirical Economics, Springer, vol. 42(3), pages 767-790, June.
    72. Ronald I. McKinnon, 1996. "The Rules of the Game: International Money and Exchange Rates," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262133180, February.
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