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Exchange rate forecasting, order flow and macroeconomic information

  • Rime, Dagfinn
  • Sarno, Lucio
  • Sojli, Elvira

This paper adds to the research efforts that aim to bridge the divide between macro and micro approaches to exchange rate economics by examining the linkages between exchange rate movements, order flow and expectations of macroeconomic variables. The basic hypothesis tested is that if order flow reflects heterogeneous expectations about macroeconomic fundamentals, and currency markets learn about the state of the economy gradually, then order flow can have both explanatory and forecasting power for exchange rates. Using one year of high frequency data collected via a live feed from Reuters for three major exchange rates, we find that: i) order flow is intimately related to a broad set of current and expected macroeconomic fundamentals; ii) more importantly, order flow is a powerful predictor of daily movements in exchange rates in an out-of-sample exercise, on the basis of economic value criteria such as Sharpe ratios and performance fees implied by utility calculations.

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Article provided by Elsevier in its journal Journal of International Economics.

Volume (Year): 80 (2010)
Issue (Month): 1 (January)
Pages: 72-88

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Handle: RePEc:eee:inecon:v:80:y:2010:i:1:p:72-88
Contact details of provider: Web page: http://www.elsevier.com/locate/inca/505552

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  1. Barbara Rossi, 2005. "Testing Long-Horizon Predictive Ability With High Persistence, And The Meese-Rogoff Puzzle," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 46(1), pages 61-92, 02.
  2. Christopher J. Neely & Paul A. Weller & Joshua M. Ulrich, 2007. "The adaptive markets hypothesis: evidence from the foreign exchange market," Working Papers 2006-046, Federal Reserve Bank of St. Louis.
  3. Pasquale Della Corte & Lucio Sarno & Ilias Tsiakas, 2009. "An Economic Evaluation of Empirical Exchange Rate Models," Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3491-3530, September.
  4. Molodtsova, Tanya & Papell, David H., 2009. "Out-of-sample exchange rate predictability with Taylor rule fundamentals," Journal of International Economics, Elsevier, vol. 77(2), pages 167-180, April.
  5. Q. Farooq Akram, & Dagfinn Rime & Lucio Sarno, 2005. "Arbitrage in the foreign exchange market: Turning on the microscope," Working Paper 2005/12, Norges Bank.
  6. Martin D. D. Evans & Richard K. Lyons, 2006. "Understanding order flow," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 11(1), pages 3-23.
  7. Della Corte, Pasquale & Sarno, Lucio & Thornton, Daniel L, 2007. "The Expectation Hypothesis of the Term Structure of Very Short-Term Rates: Statistical Tests and Economic Value," CEPR Discussion Papers 6445, C.E.P.R. Discussion Papers.
  8. Martin D. D. Evans & Richard K. Lyons, 2005. "Meese-Rogoff Redux: Micro-Based Exchange-Rate Forecasting," American Economic Review, American Economic Association, vol. 95(2), pages 405-414, May.
  9. Berger, David & Chaboud, Alain & Hjalmarsson, Erik, 2009. "What drives volatility persistence in the foreign exchange market?," Journal of Financial Economics, Elsevier, vol. 94(2), pages 192-213, November.
  10. Dominguez, Kathryn M.E. & Panthaki, Freyan, 2006. "What defines `news' in foreign exchange markets?," Journal of International Money and Finance, Elsevier, vol. 25(1), pages 168-198, February.
  11. Yin-Wong Cheung & Antonio Garcia Pascual & Menzie David Chinn, 2004. "Empirical Exchange Rate Models of the Nineties; Are Any Fit to Survive?," IMF Working Papers 04/73, International Monetary Fund.
  12. Evans, Martin D. & Lyons, Richard K., 1999. "Order Flow and Exchange Rate Dynamics," Research Program in Finance, Working Paper Series qt0dh1c16w, Research Program in Finance, Institute for Business and Economic Research, UC Berkeley.
  13. Fama, Eugene F., 1984. "Forward and spot exchange rates," Journal of Monetary Economics, Elsevier, vol. 14(3), pages 319-338, November.
  14. Breedon, Francis & Vitale, Paolo, 2004. "An empirical study of liquidity and information effects of order flow on exchange rates," Working Paper Series 0424, European Central Bank.
  15. Eric van Wincoop & Philippe Bacchetta, 2004. "Can Information Heterogeneity Explain the Exchange Rate Determination Puzzle?," Econometric Society 2004 North American Winter Meetings 628, Econometric Society.
  16. Gabriele Galati & Michael Melvin, 2004. "Why has FX trading surged?," BIS Quarterly Review, Bank for International Settlements, December.
  17. Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Clara Vega, 2003. "Micro Effects of Macro Announcements: Real-Time Price Discovery in Foreign Exchange," American Economic Review, American Economic Association, vol. 93(1), pages 38-62, March.
  18. Lawrence R. Glosten & Paul R. Milgrom, 1983. "Bid, Ask and Transaction Prices in a Specialist Market with Heterogeneously Informed Traders," Discussion Papers 570, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
  19. Martin D. D. Evans & Richard K. Lyons, 2007. "Exchange Rate Fundamentals and Order Flow," NBER Working Papers 13151, National Bureau of Economic Research, Inc.
  20. Ryan Love & Richard Payne, 2003. "Macroeconomic news, order flows and exchange rates," LSE Research Online Documents on Economics 24901, London School of Economics and Political Science, LSE Library.
  21. Geir Hoidal Bjonnes & Dagfinn Rime, 2003. "Dealer Behavior and Trading Systems in Foreign Exchange Markets," Working Paper 2003/10, Norges Bank.
  22. Philippe BACCHETTA & Eric VAN WINCOOP, 2004. "A Scapegoat Model of Exchange Rate Fluctuations," Cahiers de Recherches Economiques du Département d'Econométrie et d'Economie politique (DEEP) 04.01, Université de Lausanne, Faculté des HEC, DEEP.
  23. Richard K. Lyons, 1993. "Tests of Microstructural Hypotheses in the Foreign Exchange Market," NBER Working Papers 4471, National Bureau of Economic Research, Inc.
  24. Charles Engel & Nelson C. Mark & Kenneth D. West, 2008. "Exchange Rate Models Are Not As Bad As You Think," NBER Chapters, in: NBER Macroeconomics Annual 2007, Volume 22, pages 381-441 National Bureau of Economic Research, Inc.
  25. Wessel Marquering & Marno Verbeek, 2000. "The Economic Value of Predicting Stock Index Returns and Volatility," Working Papers Department of Economics ces0020, KU Leuven, Faculty of Economics and Business, Department of Economics.
  26. Meese, Richard A. & Rogoff, Kenneth, 1983. "Empirical exchange rate models of the seventies : Do they fit out of sample?," Journal of International Economics, Elsevier, vol. 14(1-2), pages 3-24, February.
  27. Jon Faust & John H. Rogers & Jonathan H. Wright, 2001. "Exchange rate forecasting: the errors we've really made," International Finance Discussion Papers 714, Board of Governors of the Federal Reserve System (U.S.).
  28. Bjonnes, Geir Hoidal & Rime, Dagfinn & Solheim, Haakon O.Aa., 2005. "Liquidity provision in the overnight foreign exchange market," Journal of International Money and Finance, Elsevier, vol. 24(2), pages 175-196, March.
  29. Martin D. D. Evans, 2001. "FX Trading and Exchange Rate Dynamics," NBER Working Papers 8116, National Bureau of Economic Research, Inc.
  30. Engel, Charles & West, Kenneth D., 2003. "Exchange rates and fundamentals," Working Paper Series 0248, European Central Bank.
  31. Evans, Martin D.D. & Lyons, Richard K., 2008. "How is macro news transmitted to exchange rates?," Journal of Financial Economics, Elsevier, vol. 88(1), pages 26-50, April.
  32. John H. Cochrane, 1999. "Portfolio advice of a multifactor world," Economic Perspectives, Federal Reserve Bank of Chicago, issue Q III, pages 59-78.
  33. Kenneth D. West & Hali J. Edison & Dongchul Cho, 1992. "A Utility Based Comparison of Some Models of Exchange Rate Volatility," NBER Technical Working Papers 0128, National Bureau of Economic Research, Inc.
  34. Michael J. Fleming & Eli M. Remolona, 1997. "What moves the bond market?," Research Paper 9706, Federal Reserve Bank of New York.
  35. Leitch, Gordon & Tanner, J Ernest, 1991. "Economic Forecast Evaluation: Profits versus the Conventional Error Measures," American Economic Review, American Economic Association, vol. 81(3), pages 580-90, June.
  36. Yufeng Han, 2006. "Asset Allocation with a High Dimensional Latent Factor Stochastic Volatility Model," Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 237-271.
  37. Martin D.D. Evans & Richard K. Lyons, 2005. "Do Currency Markets Absorb News Quickly?," NBER Working Papers 11041, National Bureau of Economic Research, Inc.
  38. Michael Sager & Mark P. Taylor, 2008. "Commercially Available Order Flow Data and Exchange Rate Movements: "Caveat Emptor"," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(4), pages 583-625, 06.
  39. Carl Ackermann & Richard McEnally & David Ravenscraft, 1999. "The Performance of Hedge Funds: Risk, Return, and Incentives," Journal of Finance, American Finance Association, vol. 54(3), pages 833-874, 06.
  40. Abhyankar, Abhay & Sarno, Lucio & Valente, Giorgio, 2004. "Exchange Rates and Fundamentals: Evidence on the Economic Value of Predictability," CEPR Discussion Papers 4365, C.E.P.R. Discussion Papers.
  41. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-35, November.
  42. Berger, David W. & Chaboud, Alain P. & Chernenko, Sergey V. & Howorka, Edward & Wright, Jonathan H., 2008. "Order flow and exchange rate dynamics in electronic brokerage system data," Journal of International Economics, Elsevier, vol. 75(1), pages 93-109, May.
  43. Newey, Whitney K & West, Kenneth D, 1987. "A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix," Econometrica, Econometric Society, vol. 55(3), pages 703-08, May.
  44. Anat R. Admati, Paul Pfleiderer, 1988. "A Theory of Intraday Patterns: Volume and Price Variability," Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 3-40.
  45. Lucio Sarno & Giorgio Valente, 2009. "Exchange Rates and Fundamentals: Footloose or Evolving Relationship?," Journal of the European Economic Association, MIT Press, vol. 7(4), pages 786-830, 06.
  46. Martin Evans and Richard K. Lyons, 2002. "Informational Integration and FX Trading," Working Papers gueconwpa~02-02-11, Georgetown University, Department of Economics.
  47. Menzie D. Chinn & Michael J. Moore, 2008. "Private Information and a Macro Model of Exchange Rates: Evidence from a Novel Data Set," NBER Working Papers 14175, National Bureau of Economic Research, Inc.
  48. Carlson, John A. & Lo, Melody, 2006. "One minute in the life of the DM/US$: Public news in an electronic market," Journal of International Money and Finance, Elsevier, vol. 25(7), pages 1090-1102, November.
  49. Barbara Rossi, 2005. "Are Exchange Rates Really Random Walks? Some Evidence Robust to Parameter Instability," Data 0503001, EconWPA.
  50. Brown, Stephen J & Goetzmann, William N & Ibbotson, Roger G, 1999. "Offshore Hedge Funds: Survival and Performance, 1989-95," The Journal of Business, University of Chicago Press, vol. 72(1), pages 91-117, January.
  51. Easley, David & O'Hara, Maureen, 1992. "Adverse Selection and Large Trade Volume: The Implications for Market Efficiency," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(02), pages 185-208, June.
  52. Lucio Sarno & Giorgio Valente & Hyginus Leon, 2006. "Nonlinearity in Deviations from Uncovered Interest Parity: An Explanation of the Forward Bias Puzzle," Review of Finance, European Finance Association, vol. 10(3), pages 443-482, September.
  53. William P. Killeen & Richard K. Lyons & Michael J. Moore, 2001. "Fixed versus Flexible: Lessons from EMS Order Flow," NBER Working Papers 8491, National Bureau of Economic Research, Inc.
  54. Lucio Sarno, 2005. "Viewpoint: Towards a solution to the puzzles in exchange rate economics: where do we stand?," Canadian Journal of Economics, Canadian Economics Association, vol. 38(3), pages 673-708, August.
  55. Mark, Nelson C, 1995. "Exchange Rates and Fundamentals: Evidence on Long-Horizon Predictability," American Economic Review, American Economic Association, vol. 85(1), pages 201-18, March.
  56. Jon Danielsson & Richard Payne, 1999. "Real Trading Patterns and Prices in Spot Foreign Exchange Markets," FMG Discussion Papers dp320, Financial Markets Group.
  57. Elliott, Graham & Ito, Takatoshi, 1999. "Heterogeneous expectations and tests of efficiency in the yen/dollar forward exchange rate market," Journal of Monetary Economics, Elsevier, vol. 43(2), pages 435-456, April.
  58. Payne, Richard, 2003. "Informed trade in spot foreign exchange markets: an empirical investigation," Journal of International Economics, Elsevier, vol. 61(2), pages 307-329, December.
  59. Sugato Chakravarty, 2002. "Stealth-Trading: Which Traders' Trades Move Stock Prices?," Finance 0201003, EconWPA.
  60. Jeff Fleming, 2001. "The Economic Value of Volatility Timing," Journal of Finance, American Finance Association, vol. 56(1), pages 329-352, 02.
  61. Richard J. Sweeney (ed.), 2005. "Foreign Exchange Markets," Books, Edward Elgar Publishing, number 2558, June.
  62. DeMiguel, Victor & Garlappi, Lorenzo & Uppal, Raman, 2005. "How Inefficient is the 1/N Asset-Allocation Strategy?," CEPR Discussion Papers 5142, C.E.P.R. Discussion Papers.
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