IDEAS home Printed from https://ideas.repec.org/a/ist/ibsibr/v48y2019i2p218-247.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://dergipark.org.tr/tr/download/article-file/839658
    Download Restriction: no

    File URL: https://dergipark.org.tr/tr/pub/ibr/issue/48973/638067
    Download Restriction: no

    File URL: https://libkey.io/10.26650/ibr.2019.48.0054?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    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. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. Chow, K. Victor & Denning, Karen C., 1993. "A simple multiple variance ratio test," Journal of Econometrics, Elsevier, vol. 58(3), pages 385-401, August.
    9. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    10. Perron, Pierre & Vogelsang, Timothy J., "undated". "Level Shifts and Purchasing Power Parity," Instructional Stata datasets for econometrics levshift, Boston College Department of Economics.
    11. 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.
    12. 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.
    13. Anne-Laure Delatte & Antonia Lopez Villavicencio, 2012. "Asymmetric responses of prices to exchange rate variations. Evidence from majour economies," Post-Print hal-01410597, HAL.
    14. 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.
    15. 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.
    16. 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.
    17. Peter C.B. Phillips, 1999. "Discrete Fourier Transforms of Fractional Processes," Cowles Foundation Discussion Papers 1243, Cowles Foundation for Research in Economics, Yale University.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. Junsoo Lee & Mark C. Strazicich, 2013. "Minimum LM unit root test with one structural break," Economics Bulletin, AccessEcon, vol. 33(4), pages 2483-2492.
    23. 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.
    24. 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.
    25. 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.
    26. A. C. Pigou, 1917. "The Value of Money," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 32(1), pages 38-65.
    27. 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.
    28. 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.
    29. 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.
    30. Kim, Jae H., 2006. "Wild bootstrapping variance ratio tests," Economics Letters, Elsevier, vol. 92(1), pages 38-43, July.
    31. 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.
    32. 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.
    33. 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.
    34. Rao, B. Bhaskara & Kumar, Saten, 2009. "Is the US Demand for Money Unstable?," MPRA Paper 15715, University Library of Munich, Germany.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. 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.
    45. Ball, Laurence, 2012. "Short-run money demand," Journal of Monetary Economics, Elsevier, vol. 59(7), pages 622-633.
    46. 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.
    47. 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.
    48. 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.
    49. 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.
    50. 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.
    51. 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.
    52. 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.
    53. Dreger, Christian & Wolters, Jürgen, 2015. "Unconventional monetary policy and money demand," Journal of Macroeconomics, Elsevier, vol. 46(C), pages 40-54.
    54. Mohsen Bahmani‐Oskooee & Abera Gelan, 2009. "How stable is the demand for money in African countries?," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 36(3), pages 216-235, July.
    55. 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.
    56. 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.
    57. 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.
    58. 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.
    59. 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.
    60. Perron, Pierre, 1997. "Further evidence on breaking trend functions in macroeconomic variables," Journal of Econometrics, Elsevier, vol. 80(2), pages 355-385, October.
    61. 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.
    62. 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.
    63. 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.
    64. 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.
    65. Mr. Arto Kovanen & Jihad Dagher, 2011. "On the Stability of Money Demand in Ghana: A Bounds Testing Approach," IMF Working Papers 2011/273, International Monetary Fund.
    66. 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.
    67. 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.
    68. 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.
    69. Thomas M. Humphrey, 1993. "Money, Banking and Inflation," Books, Edward Elgar Publishing, number 236.
    70. 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.
    71. 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, December.
    72. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lyócsa, Štefan & Výrost, Tomáš & Baumöhl, Eduard, 2011. "Unit-root and stationarity testing with empirical application on industrial production of CEE-4 countries," MPRA Paper 29648, University Library of Munich, Germany.
    2. Zeynel Abidin Ozdemir & Mehmet Balcilar & Aysit Tansel, 2013. "International Labour Force Participation Rates By Gender: Unit Root Or Structural Breaks?," Bulletin of Economic Research, Wiley Blackwell, vol. 65, pages 142-164, May.
    3. Zeynel Abidin Ozdemir & Mehmet Balcilar & Aysit Tansel, 2013. "International Labour Force Participation Rates By Gender: Unit Root Or Structural Breaks?," Bulletin of Economic Research, Wiley Blackwell, vol. 65, pages 142-164, May.
    4. Brittle, Shane, 2009. "Ricardian Equivalence and the Efficacy of Fiscal Policy in Australia," Economics Working Papers wp09-10, School of Economics, University of Wollongong, NSW, Australia.
    5. Dakpogan, Arnaud & Smit, Eon, 2018. "The effect of electricity losses on GDP in Benin," MPRA Paper 89545, University Library of Munich, Germany.
    6. Giorgio Canarella & Rangan Gupta & Stephen M. Miller & Stephen K. Pollard, 2019. "Unemployment rate hysteresis and the great recession: exploring the metropolitan evidence," Empirical Economics, Springer, vol. 56(1), pages 61-79, January.
    7. Monojit Chatterji & Homagni Choudhury, 2010. "The Changing Inter-Industry Wage Structure of the Organised Manufacturing Sector in India, 1973-74 to 2003-04," Dundee Discussion Papers in Economics 244, Economic Studies, University of Dundee.
    8. Khorshed Chowdhury, 2011. "Dynamics, Structural Breaks and the Determinants of the Real Exchange Rate of Australia," Economics Working Papers wp11-11, School of Economics, University of Wollongong, NSW, Australia.
    9. Marcela Sabaté, 2009. "Vertical Specialization and Nonstationarities in International Trade Series," The Institute for International Integration Studies Discussion Paper Series iiisdp309, IIIS.
    10. Aviral Tiwari & Muhammad Shahbaz, 2014. "Revisiting Purchasing Power Parity for India using threshold cointegration and nonlinear unit root test," Economic Change and Restructuring, Springer, vol. 47(2), pages 117-133, May.
    11. Esra ALP & Ünal SEVEN, 2019. "Türkiye Konut Piyasasında Etkinlik Analizi," Istanbul Business Research, Istanbul University Business School, vol. 48(1), pages 84-112, May.
    12. Monojit Chatterji & Homagni Choudhury, 2010. "Growth Rate Estimation in the presence of Unit Roots," Dundee Discussion Papers in Economics 245, Economic Studies, University of Dundee.
    13. David Greasley & Les Oxley, 2010. "Cliometrics And Time Series Econometrics: Some Theory And Applications," Journal of Economic Surveys, Wiley Blackwell, vol. 24(5), pages 970-1042, December.
    14. Shahbaz, Muhammad & Loganathan, Nanthakumar & Sbia, Rashid & Afza, Talat, 2015. "The effect of urbanization, affluence and trade openness on energy consumption: A time series analysis in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 683-693.
    15. Luis A. Gil-Alana & Christophe André & Rangan Gupta & Tsangyao Chang & Omid Ranjbar, 2016. "The Feldstein--Horioka puzzle in South Africa: A fractional cointegration approach," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 25(7), pages 978-991, October.
    16. Matsuki, Takashi, 2019. "Per capita output convergence across Asian countries: Evidence from covariate unit root test with an endogenous structural break," Economic Modelling, Elsevier, vol. 82(C), pages 99-118.
    17. Stéphane Goutte & David Guerreiro & Bilel Sanhaji & Sophie Saglio & Julien Chevallier, 2019. "International Financial Markets," Post-Print halshs-02183053, HAL.
    18. Giorgio Canarella & Stephen Miller & Stephen Pollard, 2011. "The Global Financial Crisis and Stochastic Convergence in the Euro Area," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 17(3), pages 315-333, August.
    19. A. Oznur Umit & H. Isil Alkan, 2016. "The Effects of Foreign Direct Investments and Economic Growth on Employment and Female Employment: A Time Series Analysis With Structural Breaks For Turkey," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 9(3), pages 43-49, December.
    20. Lean Hooi Hooi & Russell Smyth, 2007. "Are Asian real exchange rates mean reverting? Evidence from univariate and panel LM unit root tests with one and two structural breaks," Applied Economics, Taylor & Francis Journals, vol. 39(16), pages 2109-2120.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ist:ibsibr:v:48:y:2019:i:2:p:218-247. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Ertugrul YASAR (email available below). General contact details of provider: https://edirc.repec.org/data/isisttr.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.