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A composite indicator of sovereign bond market liquidity in the euro area

Author

Listed:
  • Riccardo Poli

    (Bank of Italy)

  • Marco Taboga

    (Bank of Italy)

Abstract

We propose a methodology to build and validate a composite indicator of the market liquidity of euro-area sovereign bonds. The indicator aggregates several metrics from different trading venues, with the aim of providing a comprehensive measurement of prevailing bond-market liquidity conditions in the four largest euro-area economies (Germany, France, Italy and Spain). The composite indicator, which starts in 2010, allows us to put into historical context the sharp liquidity deterioration experienced at the height of the COVID-19 crisis. The deterioration was comparable to, although slightly less severe than, that experienced during the European sovereign debt crisis. However, while at the time the impairment in liquidity conditions had lasted for more than two years, this time it was quickly re-absorbed. We provide some evidence that the promptness and boldness of the ECB’s interventions in 2020 could help to explain this difference: according to our indicator, the announcements of the Pandemic Emergency Purchase Programme and other policy measures having an explicit market stabilization function were immediately followed by significant improvements in the liquidity of sovereign bonds.

Suggested Citation

  • Riccardo Poli & Marco Taboga, 2021. "A composite indicator of sovereign bond market liquidity in the euro area," Questioni di Economia e Finanza (Occasional Papers) 663, Bank of Italy, Economic Research and International Relations Area.
  • Handle: RePEc:bdi:opques:qef_663_21
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    File URL: https://www.bancaditalia.it/pubblicazioni/qef/2021-0663/QEF_663_21.pdf
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    as
    1. Acharya, Viral V. & Pedersen, Lasse Heje, 2005. "Asset pricing with liquidity risk," Journal of Financial Economics, Elsevier, vol. 77(2), pages 375-410, August.
    2. Amihud, Yakov & Mendelson, Haim & Pedersen, Lasse Heje, 2006. "Liquidity and Asset Prices," Foundations and Trends(R) in Finance, now publishers, vol. 1(4), pages 269-364, February.
    3. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2019. "Whatever It Takes: The Real Effects of Unconventional Monetary Policy," Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3366-3411.
    4. Alessandro Beber & Michael W. Brandt & Kenneth A. Kavajecz, 2009. "Flight-to-Quality or Flight-to-Liquidity? Evidence from the Euro-Area Bond Market," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 925-957, March.
    5. Engle, Robert F. & Lange, Joe, 2001. "Predicting VNET: A model of the dynamics of market depth," Journal of Financial Markets, Elsevier, vol. 4(2), pages 113-142, April.
    6. Brennan, Michael J. & Subrahmanyam, Avanidhar, 1996. "Market microstructure and asset pricing: On the compensation for illiquidity in stock returns," Journal of Financial Economics, Elsevier, vol. 41(3), pages 441-464, July.
    7. Markus K. Brunnermeier & Lasse Heje Pedersen, 2009. "Market Liquidity and Funding Liquidity," Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2201-2238, June.
    8. Amihud, Yakov & Mendelson, Haim, 1989. " The Effects of Beta, Bid-Ask Spread, Residual Risk, and Size on Stock Returns," Journal of Finance, American Finance Association, vol. 44(2), pages 479-486, June.
    9. Benston, George J. & Hagerman, Robert L., 1974. "Determinants of bid-asked spreads in the over-the-counter market," Journal of Financial Economics, Elsevier, vol. 1(4), pages 353-364, December.
    10. Marco Pagano, 2004. "The European Bond Markets under EMU," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 20(4), pages 531-554, Winter.
    11. Krista Schwarz, 2019. "Mind the Gap: Disentangling Credit and Liquidity in Risk Spreads," Review of Finance, European Finance Association, vol. 23(3), pages 557-597.
    12. Glassman, Debra, 1987. "Exchange rate risk and transactions costs: Evidence from bid-ask spreads," Journal of International Money and Finance, Elsevier, vol. 6(4), pages 479-490, December.
    13. Francis A. Longstaff & Sanjay Mithal & Eric Neis, 2005. "Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit Default Swap Market," Journal of Finance, American Finance Association, vol. 60(5), pages 2213-2253, October.
    14. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    15. Vayanos, Dimitri, 2004. "Flight to quality, flight to liquidity, and the pricing of risk," LSE Research Online Documents on Economics 456, London School of Economics and Political Science, LSE Library.
    16. Shane A. Corwin & Paul Schultz, 2012. "A Simple Way to Estimate Bid‐Ask Spreads from Daily High and Low Prices," Journal of Finance, American Finance Association, vol. 67(2), pages 719-760, April.
    17. Jean-Sébastien Fontaine & Hayden Ford & Adrian Walton, 2020. "COVID-19 and bond market liquidity: alert, isolation and recovery," Staff Analytical Notes 2020-14, Bank of Canada.
    18. Dick-Nielsen, Jens & Feldhütter, Peter & Lando, David, 2012. "Corporate bond liquidity before and after the onset of the subprime crisis," Journal of Financial Economics, Elsevier, vol. 103(3), pages 471-492.
    19. Bessembinder, Hendrik & Seguin, Paul J., 1993. "Price Volatility, Trading Volume, and Market Depth: Evidence from Futures Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(1), pages 21-39, March.
    20. Ingo Fender & Ulf Lewrick, 2015. "Shifting tides - market liquidity and market-making in fixed income instruments," BIS Quarterly Review, Bank for International Settlements, March.
    21. Foucault, Thierry & Pagano, Marco & Roell, Ailsa, 2013. "Market Liquidity: Theory, Evidence, and Policy," OUP Catalogue, Oxford University Press, number 9780199936243, Decembrie.
    22. Pasquariello, Paolo & Vega, Clara, 2009. "The on-the-run liquidity phenomenon," Journal of Financial Economics, Elsevier, vol. 92(1), pages 1-24, April.
    23. Hull, John & Predescu, Mirela & White, Alan, 2004. "The relationship between credit default swap spreads, bond yields, and credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2789-2811, November.
    24. Ho, Thomas S Y & Stoll, Hans R, 1983. "The Dynamics of Dealer Markets under Competition," Journal of Finance, American Finance Association, vol. 38(4), pages 1053-1074, September.
    25. Andrew Ang & Dimitris Papanikolaou & Mark M. Westerfield, 2014. "Portfolio Choice with Illiquid Assets," Management Science, INFORMS, vol. 60(11), pages 2737-2761, November.
    26. Bong‐Gyu Jang & Hyeng Keun Koo & Hong Liu & Mark Loewenstein, 2007. "Liquidity Premia and Transaction Costs," Journal of Finance, American Finance Association, vol. 62(5), pages 2329-2366, October.
    27. Kamara, Avraham, 1994. "Liquidity, Taxes, and Short-Term Treasury Yields," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 29(3), pages 403-417, September.
    28. Jan De Wit, 2006. "Exploring the CDS-Bond Basis," Working Paper Research 104, National Bank of Belgium.
    29. Będowska-Sójka, Barbara & Kliber, Agata, 2019. "The causality between liquidity and volatility in the Polish stock market," Finance Research Letters, Elsevier, vol. 30(C), pages 110-115.
    30. Chatterjee, Ujjal K., 2015. "Bank liquidity creation and asset market liquidity," Journal of Financial Stability, Elsevier, vol. 18(C), pages 139-153.
    31. Michael W. Brandt & Kenneth A. Kavajecz & Shane E. Underwood, 2007. "Price discovery in the treasury futures market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 27(11), pages 1021-1051, November.
    32. Marco Bernardini & Annalisa De Nicola, 2020. "The market stabilization role of central bank asset purchases: high-frequency evidence from the COVID-19 crisis," Temi di discussione (Economic working papers) 1310, Bank of Italy, Economic Research and International Relations Area.
    33. Goyenko, Ruslan Y. & Ukhov, Andrey D., 2009. "Stock and Bond Market Liquidity: A Long-Run Empirical Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(1), pages 189-212, February.
    34. Favero, Carlo & Pagano, Marco & von Thadden, Ernst-Ludwig, 2010. "How Does Liquidity Affect Government Bond Yields?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(1), pages 107-134, February.
    35. Onofrio Panzarino & Francesco Potente & Alfonso Puorro, 2016. "BTP futures and cash relationships: a high frequency data analysis," Temi di discussione (Economic working papers) 1083, Bank of Italy, Economic Research and International Relations Area.
    36. Roberto Blanco & Simon Brennan & Ian W. Marsh, 2005. "An Empirical Analysis of the Dynamic Relation between Investment‐Grade Bonds and Credit Default Swaps," Journal of Finance, American Finance Association, vol. 60(5), pages 2255-2281, October.
    37. Noelia Cámara & David Tuesta, 2018. "Measuring financial inclusion: a multidimensional index," IFC Bulletins chapters, in: Bank for International Settlements (ed.), The role of data in supporting financial inclusion policy, volume 47, Bank for International Settlements.
    38. William Meredith & Roger Millsap, 1985. "On component analyses," Psychometrika, Springer;The Psychometric Society, vol. 50(4), pages 495-507, December.
    39. Roll, Richard, 1984. "A Simple Implicit Measure of the Effective Bid-Ask Spread in an Efficient Market," Journal of Finance, American Finance Association, vol. 39(4), pages 1127-1139, September.
    40. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    41. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    42. Grace Xing Hu & Jun Pan & Jiang Wang, 2013. "Noise as Information for Illiquidity," Journal of Finance, American Finance Association, vol. 68(6), pages 2341-2382, December.
    43. Amihud, Yakov & Mendelson, Haim, 1991. "Liquidity, Maturity, and the Yields on U.S. Treasury Securities," Journal of Finance, American Finance Association, vol. 46(4), pages 1411-1425, September.
    44. Mr. Tonny Lybek & Mr. Abdourahmane Sarr, 2002. "Measuring Liquidity in Financial Markets," IMF Working Papers 2002/232, International Monetary Fund.
    45. Philip R. Lane, 2012. "The European Sovereign Debt Crisis," Journal of Economic Perspectives, American Economic Association, vol. 26(3), pages 49-68, Summer.
    46. Anna Calamia, 1999. "Market Microstructure: Theory and Empirics," LEM Papers Series 1999/19, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    47. Francis A. Longstaff, 2004. "The Flight-to-Liquidity Premium in U.S. Treasury Bond Prices," The Journal of Business, University of Chicago Press, vol. 77(3), pages 511-526, July.
    48. Abbassi, Puriya & Linzert, Tobias, 2012. "The effectiveness of monetary policy in steering money market rates during the financial crisis," Journal of Macroeconomics, Elsevier, vol. 34(4), pages 945-954.
    49. Farshid Abdi & Angelo Ranaldo, 2017. "A Simple Estimation of Bid-Ask Spreads from Daily Close, High, and Low Prices," Review of Financial Studies, Society for Financial Studies, vol. 30(12), pages 4437-4480.
    50. Cao, Charles & Chen, Yong & Liang, Bing & Lo, Andrew W., 2013. "Can hedge funds time market liquidity?," Journal of Financial Economics, Elsevier, vol. 109(2), pages 493-516.
    51. Claudio Borio, 2000. "Market liquidity and stress: selected issues and policy implications," BIS Quarterly Review, Bank for International Settlements, November.
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    Cited by:

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    2. Scheicher, Martin, 2023. "Intermediation in US and EU bond and swap markets: stylised facts, trends and impact of the coronavirus (COVID-19) crisis in March 2020," ESRB Occasional Paper Series 24, European Systemic Risk Board.
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    More about this item

    Keywords

    market liquidity; sovereign bonds; market microstructure; Covid-19;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

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