IDEAS home Printed from https://ideas.repec.org/p/bis/biswps/716.html
   My bibliography  Save this paper

Macro-financial linkages: the role of liquidity dependence

Author

Listed:
  • Alexey Ponomarenko
  • Anna Rozhkova
  • Sergei Seleznev

Abstract

We estimate a panel Bayesian vector autoregression model for a cross-section of seven advanced European economies and produce out-of-sample forecasts of GDP conditionally on observed developments of interest rates and credit. We show that, by using a smooth transition version of the model and allowing the parameters to vary across economies conditionally on their liquidity dependence (i.e. dependence on the availability of funding from external sources), it is possible to improve the accuracy of the forecasts. We conclude that the degree of liquidity dependence is likely to be among the important predictors of heterogeneity in macro-financial linkages across countries.

Suggested Citation

  • Alexey Ponomarenko & Anna Rozhkova & Sergei Seleznev, 2018. "Macro-financial linkages: the role of liquidity dependence," BIS Working Papers 716, Bank for International Settlements.
  • Handle: RePEc:bis:biswps:716
    as

    Download full text from publisher

    File URL: https://www.bis.org/publ/work716.pdf
    File Function: Full PDF document
    Download Restriction: no

    File URL: https://www.bis.org/publ/work716.htm
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Marta Banbura & Domenico Giannone & Lucrezia Reichlin, 2010. "Large Bayesian vector auto regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(1), pages 71-92.
    2. Bernanke, Ben S. & Gertler, Mark & Gilchrist, Simon, 1999. "The financial accelerator in a quantitative business cycle framework," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 21, pages 1341-1393, Elsevier.
    3. Raddatz, Claudio, 2006. "Liquidity needs and vulnerability to financial underdevelopment," Journal of Financial Economics, Elsevier, vol. 80(3), pages 677-722, June.
    4. Terasvirta, Timo & van Dijk, Dick & Medeiros, Marcelo C., 2005. "Linear models, smooth transition autoregressions, and neural networks for forecasting macroeconomic time series: A re-examination," International Journal of Forecasting, Elsevier, vol. 21(4), pages 755-774.
    5. González, Andrés & Teräsvirta, Timo & van Dijk, Dick & Yang, Yukai, 2005. "Panel Smooth Transition Regression Models," SSE/EFI Working Paper Series in Economics and Finance 604, Stockholm School of Economics, revised 11 Oct 2017.
    6. Bigelli, Marco & Sánchez-Vidal, Javier, 2012. "Cash holdings in private firms," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 26-35.
    7. Piergiorgio Alessandri & Haroon Mumtaz, 2017. "Financial conditions and density forecasts for US output and inflation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 24, pages 66-78, March.
    8. Gary Koop & Dimitris Korobilis, 2019. "Forecasting with High‐Dimensional Panel VARs," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(5), pages 937-959, October.
    9. Stijn Claessens & M. Ayhan Kose, 2017. "Macroeconomic Implications of Financial Imperfections: A Survey," Koç University-TUSIAD Economic Research Forum Working Papers 1719, Koc University-TUSIAD Economic Research Forum.
    10. Chirinko, Robert S. & Haan, Leo de & Sterken, Elmer, 2004. "Asset Price Shocks, Real Expenditures, and Financial Structure:A Multi-Country Analysis," CCSO Working Papers 200411, University of Groningen, CCSO Centre for Economic Research.
    11. Piergiorgio Alessandri & Haroon Mumtaz, 2017. "Financial conditions and density forecasts for US output and inflation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 24, pages 66-78, March.
    12. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    13. Dell'Ariccia, Giovanni & Detragiache, Enrica & Rajan, Raghuram, 2008. "The real effect of banking crises," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 89-112, January.
    14. Coudert, Virginie & Mignon, Valérie, 2013. "The “forward premium puzzle” and the sovereign default risk," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 491-511.
    15. Marta Banbura & Domenico Giannone & Lucrezia Reichlin, 2010. "Large Bayesian vector auto regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(1), pages 71-92.
    16. Mr. Abdul d Abiad & Mr. Giovanni Dell'Ariccia & Ms. Grace B Li, 2011. "Creditless Recoveries," IMF Working Papers 2011/058, International Monetary Fund.
    17. Silvestrini, Andrea & Zaghini, Andrea, 2015. "Financial shocks and the real economy in a nonlinear world: From theory to estimation," Journal of Policy Modeling, Elsevier, vol. 37(6), pages 915-929.
    18. Kroszner, Randall S. & Laeven, Luc & Klingebiel, Daniela, 2007. "Banking crises, financial dependence, and growth," Journal of Financial Economics, Elsevier, vol. 84(1), pages 187-228, April.
    19. Guarda, Paolo & Jeanfils, Philippe, 2012. "Macro-Financial Linkages: evidence from country-specific VARs," CEPR Discussion Papers 8875, C.E.P.R. Discussion Papers.
    20. Randall S. Kroszner, 2007. "Analyzing and assessing banking crises," Proceedings, Federal Reserve Bank of San Francisco, issue Sep.
    21. Ricardo J. Caballero & Eduardo M. R. A. Engel & John C. Haltiwanger, 1995. "Plant-Level Adjustment and Aggregate Investment Dynamics," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 26(2), pages 1-54.
    22. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    23. Jeremy C. Stein, 1998. "An Adverse-Selection Model of Bank Asset and Liability Management with Implications for the Transmission of Monetary Policy," RAND Journal of Economics, The RAND Corporation, vol. 29(3), pages 466-486, Autumn.
    24. Domenico Giannone & Michele Lenza & Giorgio E. Primiceri, 2015. "Prior Selection for Vector Autoregressions," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 436-451, May.
    25. Béreau, Sophie & Villavicencio, Antonia López & Mignon, Valérie, 2010. "Nonlinear adjustment of the real exchange rate towards its equilibrium value: A panel smooth transition error correction modelling," Economic Modelling, Elsevier, vol. 27(1), pages 404-416, January.
    26. Severin Borenstein, 2011. "Why Can't US Airlines Make Money?," American Economic Review, American Economic Association, vol. 101(3), pages 233-237, May.
    27. Bijsterbosch, Martin & Falagiarda, Matteo, 2015. "The macroeconomic impact of financial fragmentation in the euro area: Which role for credit supply?," Journal of International Money and Finance, Elsevier, vol. 54(C), pages 93-115.
    28. Hubrich, Kirstin & D’Agostino, Antonello & Cervená, Marianna & Ciccarelli, Matteo & Guarda, Paolo & Haavio, Markus & Jeanfils, Philippe & Mendicino, Caterina & Ortega, Eva & Valderrama, Maria Teresa &, 2013. "Financial shocks and the macroeconomy: heterogeneity and non-linearities," Occasional Paper Series 143, European Central Bank.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Alexey Ponomarenko & Svetlana Popova & Sergey Sabodash, 2018. "Industry specifics of liquidity dependence in Russia and vulnerability to financial shocks," Bank of Russia Working Paper Series note18, Bank of Russia.
    2. Mikhail Stolbov & Maria Shchepeleva, 2021. "Macrofinancial linkages in Europe: Evidence from quantile local projections," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5557-5569, October.

    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. Sebastian Ankargren & Mårten Bjellerup & Hovick Shahnazarian, 2017. "The importance of the financial system for the real economy," Empirical Economics, Springer, vol. 53(4), pages 1553-1586, December.
    2. Hermann Remsperger & Stephen G. Cecchetti & Stefan Ingves & Alberto Giovannini & Jens Weidmann & Alexandros Vardoulakis & Stefano Neri & Jürgen Stark & Elod Takáts & Christian Upper & Claudia M. Buch , 2012. "The ESRB at 1," SUERF Studies, SUERF - The European Money and Finance Forum, number 2012/4 edited by Stefan Gerlach & Ernest Gnan & Jens Ulbrich, May.
    3. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    4. Miranda-Agrippino, Silvia & Ricco, Giovanni, 2018. "Bayesian Vector Autoregressions," The Warwick Economics Research Paper Series (TWERPS) 1159, University of Warwick, Department of Economics.
    5. Magnus Reif, 2020. "Macroeconomics, Nonlinearities, and the Business Cycle," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 87.
    6. Mr. Fabian Valencia, 2008. "Banks’ Precautionary Capital and Persistent Credit Crunches," IMF Working Papers 2008/248, International Monetary Fund.
    7. Ongena, Steven & Peydró, José-Luis & Horen, Neeltje van, 2015. "Shocks Abroad, Pain at Home? Bank-Firm Level Evidence on the International Transmission of Financial Shocks," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 63(4), pages 698-750.
    8. Mr. Abdul d Abiad & Mr. Giovanni Dell'Ariccia & Ms. Grace B Li, 2011. "Creditless Recoveries," IMF Working Papers 2011/058, International Monetary Fund.
    9. Reif Magnus, 2021. "Macroeconomic uncertainty and forecasting macroeconomic aggregates," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 25(2), pages 1-20, April.
    10. Sangyup Choi & Tim Willems & Seung Yong Yoo, 2022. "Revisiting the Monetary Transmission Mechanism Through an Industry-Level Differential Approach," IMF Working Papers 2022/017, International Monetary Fund.
    11. Huber, Florian & Zörner, Thomas O., 2019. "Threshold cointegration in international exchange rates:A Bayesian approach," International Journal of Forecasting, Elsevier, vol. 35(2), pages 458-473.
    12. Hamza Bennani & Jan Pablo Burgard & Matthias Neuenkirch, 2020. "The Financial Accelerator in the Euro Area: New Evidence Using a Mixture VAR Model," Working Paper Series 2020-08, University of Trier, Research Group Quantitative Finance and Risk Analysis.
    13. repec:hal:spmain:info:hdl:2441/27od5pb99881folvtfs8s3k16l is not listed on IDEAS
    14. Ian Borg & Germano Ruisi, 2018. "Forecasting using Bayesian VARs: A Benchmark for STREAM," CBM Working Papers WP/04/2018, Central Bank of Malta.
    15. Tallman, Ellis W. & Zaman, Saeed, 2020. "Combining survey long-run forecasts and nowcasts with BVAR forecasts using relative entropy," International Journal of Forecasting, Elsevier, vol. 36(2), pages 373-398.
    16. Chiu, Ching-Wai (Jeremy) & Hacioglu Hoke, Sinem, 2016. "Macroeconomic tail events with non-linear Bayesian VARs," Bank of England working papers 611, Bank of England.
    17. Ivan Mendieta‐Muñoz & Doğuhan Sündal, 2022. "Business cycles, financial conditions, and nonlinearities," Metroeconomica, Wiley Blackwell, vol. 73(2), pages 343-383, May.
    18. Francesco Corsello & Valerio Nispi Landi, 2020. "Labor Market and Financial Shocks: A Time‐Varying Analysis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(4), pages 777-801, June.
    19. Duygan-Bump, Burcu & Levkov, Alexey & Montoriol-Garriga, Judit, 2015. "Financing constraints and unemployment: Evidence from the Great Recession," Journal of Monetary Economics, Elsevier, vol. 75(C), pages 89-105.
    20. Alessandri, Piergiorgio & Mumtaz, Haroon, 2019. "Financial regimes and uncertainty shocks," Journal of Monetary Economics, Elsevier, vol. 101(C), pages 31-46.
    21. Warne, Anders, 2023. "DSGE model forecasting: rational expectations vs. adaptive learning," Working Paper Series 2768, European Central Bank.

    More about this item

    Keywords

    liquidity dependence; macro-financial linkages; Smooth Transition Bayesian VAR;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:bis:biswps:716. 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: Christian Beslmeisl (email available below). General contact details of provider: https://edirc.repec.org/data/bisssch.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.