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Do Macroeconomic Variables Forecast Changes in Liquidity? An Out-of-sample Study on the Order-driven Stock Markets in Scandinavia

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This paper evaluates 14 macroeconomic variables’ ability to forecast changes in monthly liquidity on the Scandinavian order-driven stock exchanges. Every macroeconomic variable is evaluated both out-of-sample and in-sample and against three different benchmark models of market variables and asymmetries concerning up and down markets. Policy rate on Copenhagen, broad money growth on Oslo, and short-term interest rate and flows from mutual funds on Stockholm significantly improve the out-of-sample forecasts of liquidity at these exchanges. However, most proposed macroeconomic variables can be rejected as forecasters of liquidity on the Scandinavian stock exchanges. There are many variables that predict in-sample liquidity that do not forecast out-of-sample. This stresses the importance of conducting out-of-sample tests when examining whether macroeconomic variables predict liquidity. In addition, this is the first paper confirming that stock market liquidity can be forecast out-of-sample.

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  • Söderberg, Jonas, 2008. "Do Macroeconomic Variables Forecast Changes in Liquidity? An Out-of-sample Study on the Order-driven Stock Markets in Scandinavia," CAFO Working Papers 2009:10, Linnaeus University, Centre for Labour Market Policy Research (CAFO), School of Business and Economics.
  • Handle: RePEc:hhs:vxcafo:2009_010
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    1. Hee‐Joon Ahn & Kee‐Hong Bae & Kalok Chan, 2001. "Limit Orders, Depth, and Volatility: Evidence from the Stock Exchange of Hong Kong," Journal of Finance, American Finance Association, vol. 56(2), pages 767-788, April.
    2. Huang, Roger D. & Stoll, Hans R., 2001. "Exchange rates and firms' liquidity: evidence from ADRs," Journal of International Money and Finance, Elsevier, vol. 20(3), pages 297-325, June.
    3. Adrian, Tobias & Shin, Hyun Song, 2010. "Liquidity and leverage," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 418-437, July.
    4. Biais, Bruno & Glosten, Larry & Spatt, Chester, 2005. "Market microstructure: A survey of microfoundations, empirical results, and policy implications," Journal of Financial Markets, Elsevier, vol. 8(2), pages 217-264, May.
    5. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    6. Markus K. Brunnermeier & Lasse Heje Pedersen, 2009. "Market Liquidity and Funding Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2201-2238, June.
    7. Woon Gyu Choi & David Cook, 2006. "Stock Market Liquidity and the Macroeconomy: Evidence from Japan," NBER Chapters, in: Monetary Policy with Very Low Inflation in the Pacific Rim, pages 309-335, National Bureau of Economic Research, Inc.
    8. Clark, Todd E. & McCracken, Michael W., 2001. "Tests of equal forecast accuracy and encompassing for nested models," Journal of Econometrics, Elsevier, vol. 105(1), pages 85-110, November.
    9. John Y. Campbell & Samuel B. Thompson, 2008. "Predicting Excess Stock Returns Out of Sample: Can Anything Beat the Historical Average?," The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1509-1531, July.
    10. Clark, Todd E. & West, Kenneth D., 2006. "Using out-of-sample mean squared prediction errors to test the martingale difference hypothesis," Journal of Econometrics, Elsevier, vol. 135(1-2), pages 155-186.
    11. Tarun Chordia & Richard Roll & Avanidhar Subrahmanyam, 2001. "Market Liquidity and Trading Activity," Journal of Finance, American Finance Association, vol. 56(2), pages 501-530, April.
    12. William D. Lastrapes & W. Douglas McMillin, 2004. "Cross-Country Variation in the Liquidity Effect: The Role of Financial Markets," Economic Journal, Royal Economic Society, vol. 114(498), pages 890-915, October.
    13. Harald Hau & Hélène Rey, 2006. "Exchange Rates, Equity Prices, and Capital Flows," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 273-317.
    14. West, Kenneth D, 1996. "Asymptotic Inference about Predictive Ability," Econometrica, Econometric Society, vol. 64(5), pages 1067-1084, September.
    15. 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.
    16. 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.
    17. Rapach, David E. & Wohar, Mark E. & Rangvid, Jesper, 2005. "Macro variables and international stock return predictability," International Journal of Forecasting, Elsevier, vol. 21(1), pages 137-166.
    18. Andrew Ang & Geert Bekaert, 2007. "Stock Return Predictability: Is it There?," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 651-707.
    19. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    20. Levine, Ross & Zervos, Sara, 1998. "Capital Control Liberalization and Stock Market Development," World Development, Elsevier, vol. 26(7), pages 1169-1183, July.
    21. Ang, Andrew & Bekaert, Geert & Wei, Min, 2007. "Do macro variables, asset markets, or surveys forecast inflation better?," Journal of Monetary Economics, Elsevier, vol. 54(4), pages 1163-1212, May.
    22. Geert Bekaert & Campbell R. Harvey & Christian Lundblad, 2007. "Liquidity and Expected Returns: Lessons from Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 1783-1831, November.
    23. Andrea L. Eisfeldt, 2004. "Endogenous Liquidity in Asset Markets," Journal of Finance, American Finance Association, vol. 59(1), pages 1-30, February.
    24. Lesmond, David A., 2005. "Liquidity of emerging markets," Journal of Financial Economics, Elsevier, vol. 77(2), pages 411-452, August.
    25. Lux, Thomas & Kaizoji, Taisei, 2007. "Forecasting volatility and volume in the Tokyo Stock Market: Long memory, fractality and regime switching," Journal of Economic Dynamics and Control, Elsevier, vol. 31(6), pages 1808-1843, June.
    26. Todd Clark & Michael McCracken, 2005. "Evaluating Direct Multistep Forecasts," Econometric Reviews, Taylor & Francis Journals, vol. 24(4), pages 369-404.
    27. Filippo Taddei, 2010. "Liquidity and Economic Fluctuations," Carlo Alberto Notebooks 138, Collegio Carlo Alberto.
    28. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    29. Ang, Andrew & Piazzesi, Monika & Wei, Min, 2006. "What does the yield curve tell us about GDP growth?," Journal of Econometrics, Elsevier, vol. 131(1-2), pages 359-403.
    30. Sauer, Stephan, 2007. "Liquidity Risk and Monetary Policy," Discussion Papers in Economics 2012, University of Munich, Department of Economics.
    31. Akiko Watanabe & Masahiro Watanabe, 2008. "Time-Varying Liquidity Risk and the Cross Section of Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2449-2486, November.
    32. Ranaldo, Angelo, 2004. "Order aggressiveness in limit order book markets," Journal of Financial Markets, Elsevier, vol. 7(1), pages 53-74, January.
    33. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    34. Clark, Todd E. & West, Kenneth D., 2007. "Approximately normal tests for equal predictive accuracy in nested models," Journal of Econometrics, Elsevier, vol. 138(1), pages 291-311, May.
    35. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    36. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    37. Goyenko, Ruslan Y. & Holden, Craig W. & Trzcinka, Charles A., 2009. "Do liquidity measures measure liquidity?," Journal of Financial Economics, Elsevier, vol. 92(2), pages 153-181, May.
    38. Nikolaou, Kleopatra & Drehmann, Mathias, 2009. "Funding liquidity risk: definition and measurement," Working Paper Series 1024, European Central Bank.
    39. Tobias Adrian & Hyun Song Shin, 2008. "Liquidity, monetary policy, and financial cycles," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 14(Jan).
    40. S. Baranzoni & P. Bianchi & L. Lambertini, 2000. "Multiproduct Firms, Product Differentiation, and Market Structure," Working Papers 368, Dipartimento Scienze Economiche, Universita' di Bologna.
    41. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2002. "Order imbalance, liquidity, and market returns," Journal of Financial Economics, Elsevier, vol. 65(1), pages 111-130, July.
    42. Dahlquist, Magnus & Robertsson, Goran, 2001. "Direct foreign ownership, institutional investors, and firm characteristics," Journal of Financial Economics, Elsevier, vol. 59(3), pages 413-440, March.
    43. Tarun Chordia & Asani Sarkar & Avanidhar Subrahmanyam, 2003. "An empirical analysis of stock and bond market liquidity," Staff Reports 164, Federal Reserve Bank of New York.
    44. Söderberg, Jonas, 2008. "Liquidity on the Scandinavian Order-driven Stock Exchanges," CAFO Working Papers 2009:11, Linnaeus University, Centre for Labour Market Policy Research (CAFO), School of Business and Economics.
    45. Lesmond, David A & Ogden, Joseph P & Trzcinka, Charles A, 1999. "A New Estimate of Transaction Costs," The Review of Financial Studies, Society for Financial Studies, vol. 12(5), pages 1113-1141.
    46. Tarun Chordia, 2005. "An Empirical Analysis of Stock and Bond Market Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 18(1), pages 85-129.
    47. Gallant, A Ronald & Rossi, Peter E & Tauchen, George, 1992. "Stock Prices and Volume," The Review of Financial Studies, Society for Financial Studies, vol. 5(2), pages 199-242.
    48. Henry, Peter Blair, 2000. "Do stock market liberalizations cause investment booms?," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 301-334.
    49. Randi Næs & Johannes A. Skjeltorp & Bernt Arne Ødegaard, 2008. "Liquidity at the Oslo Stock Exchange," Working Paper 2008/09, Norges Bank.
    50. Massa, Massimo, 2004. "Mutual Fund Competition and Stock Market Liquidity," CEPR Discussion Papers 4787, C.E.P.R. Discussion Papers.
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    2. Octavio Fernandez-Amador & Martin Gächter & Martin Larch & Georg Peter, 2011. "Monetary policy and its impact on stock market liquidity: Evidence from the euro zone," Working Papers 2011-06, Faculty of Economics and Statistics, Universität Innsbruck.
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    More about this item

    Keywords

    Liquidity; Scandinavian stock markets; Forecasting; Out-of-sample tests.;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

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