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Evaluating Predictive Densities of US Output Growth and Inflation in a Large Macroeconomic Data Set

  • Barbara Rossi
  • Tatevik Sehkposyan

We evaluate conditional predictive densities for U.S. output growth and inflation using a number of commonly used forecasting models that rely on a large number of macroeconomic predictors. More specifically, we evaluate how well conditional predictive densities based on the commonly used normality assumption fit actual realizations out-of-sample. Our focus on predictive densities acknowledges the possibility that, although some predictors can improve or deteriorate point forecasts, they might have the opposite effect on higher moments. We find that normality is rejected for most models in some dimension according to at least one of the tests we use. Interestingly, however, combinations of predictive densities appear to be correctly approximated by a normal density: the simple, equal average when predicting output growth and Bayesian model average when predicting inflation.

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Paper provided by Barcelona Graduate School of Economics in its series Working Papers with number 689.

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Date of creation: Feb 2013
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Handle: RePEc:bge:wpaper:689
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  1. Donald W.K. Andrews, 1990. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Cowles Foundation Discussion Papers 943, Cowles Foundation for Research in Economics, Yale University.
  2. Barbara Rossi & Tatevik Sehkposyan, 2013. "Conditional Predictive Density Evaluation in the Presence of Instabilities," Working Papers 688, Barcelona Graduate School of Economics.
  3. Anonymous, 2000. "Agricultural Economics Volumes 1-22, 1986-2000," Agricultural Economics of Agricultural Economists, International Association of Agricultural Economists, vol. 23(2), August.
  4. Marco Aiolfi & Carlos Capistrán & Allan Timmermann, 2010. "Forecast Combinations," Working Papers 2010-04, Banco de México.
  5. Anne Sofie Jore & James Mitchell & Shaun Vahey, 2008. "Combining Forecast Densities from VARs with Uncertain Instabilities," Reserve Bank of New Zealand Discussion Paper Series DP2008/18, Reserve Bank of New Zealand.
  6. James H. Stock & Mark W. Watson, 1994. "Evidence on Structural Instability in Macroeconomic Time Series Relations," NBER Technical Working Papers 0164, National Bureau of Economic Research, Inc.
  7. -, 2000. "Meeting held on engendering macroeconomic policy," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 2, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  8. Christopher A. Sims & Tao Zha, 1996. "Bayesian methods for dynamic multivariate models," FRB Atlanta Working Paper 96-13, Federal Reserve Bank of Atlanta.
  9. Marcellino, Massimiliano & Stock, James H. & Watson, Mark W., 2003. "Macroeconomic forecasting in the Euro area: Country specific versus area-wide information," European Economic Review, Elsevier, vol. 47(1), pages 1-18, February.
  10. Cees Diks & Valentyn Panchenko & Dick Van Dijk, 2011. "Likelihood-based scoring rules for comparing density forecasts in tails," Post-Print hal-00834423, HAL.
  11. Anindya BANERJEE & Massimiliano MARCELLINO, 2002. "Are There Any Reliable Leading Indicators for US Inflation and GDP Growth?," Economics Working Papers ECO2002/21, European University Institute.
  12. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27990, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  13. Anindya Banerjee & Massimiliano Marcellino & Igor Masten, 2005. "Leading Indicators for Euro-area Inflation and GDP Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 67(s1), pages 785-813, December.
  14. Valentina Corradi & Norman Swanson, 2004. "Predictive Density Evaluation," Departmental Working Papers 200419, Rutgers University, Department of Economics.
  15. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Mar.
  16. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27986, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  17. N/A, 2000. "Section I. Recent economic developments," National Institute Economic Review, National Institute of Economic and Social Research, vol. 174(1), pages 30-37, October.
  18. Clark, Todd E., 2011. "Real-Time Density Forecasts From Bayesian Vector Autoregressions With Stochastic Volatility," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(3), pages 327-341.
  19. anonymous, 2000. "Twelfth District economic update," Western economic developments, Federal Reserve Bank of San Francisco, issue Dec, pages 5.
  20. Carlos Capistrán & Allan Timmermann, 2006. "Forecast Combination with Entry and Exit of Experts," Working Papers 2006-08, Banco de México.
  21. Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Econometric Society World Congress 2000 Contributed Papers 1504, Econometric Society.
  22. ., 2000. "Inflation and economic performance," Chapters, in: Macroeconomic Instability and Coordination, chapter 8 Edward Elgar Publishing.
  23. Gianni Amisano & Raffaella Giacomini, 2005. "Comparing Density Forecsts via Weighted Likelihood Ratio Tests," Working Papers ubs0504, University of Brescia, Department of Economics.
  24. S. Illeris & G. Akehurst, 2002. "Introduction," The Service Industries Journal, Taylor & Francis Journals, vol. 22(1), pages 1-3, January.
  25. James H. Stock & Mark W. Watson, 2001. "Forecasting Output and Inflation: The Role of Asset Prices," NBER Working Papers 8180, National Bureau of Economic Research, Inc.
  26. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Nov.
  27. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 173(1), pages 3-3, July.
  28. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27987, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  29. Diebold, Francis X & Gunther, Todd A & Tay, Anthony S, 1998. "Evaluating Density Forecasts with Applications to Financial Risk Management," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 863-83, November.
  30. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Sep.
  31. repec:ecr:col114:28022 is not listed on IDEAS
  32. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 172(1), pages 3-3, April.
  33. James H. Stock & Mark W. Watson, 2007. "Erratum to "Why Has U.S. Inflation Become Harder to Forecast?"," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(7), pages 1849-1849, October.
  34. Marjolein C.J. Caniëls, 2000. "Knowledge Spillovers and Economic Growth," Books, Edward Elgar Publishing, number 1936.
  35. Jonathan H. Wright, 2003. "Forecasting U.S. inflation by Bayesian Model Averaging," International Finance Discussion Papers 780, Board of Governors of the Federal Reserve System (U.S.).
  36. Guidolin, Massimo & Timmermann, Allan G, 2004. "Term Structure of Risk Under Alternative Econometric Specifications," CEPR Discussion Papers 4645, C.E.P.R. Discussion Papers.
  37. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27988, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  38. Bai, Jushan & Ng, Serena, 2007. "Determining the Number of Primitive Shocks in Factor Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 52-60, January.
  39. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Feb.
  40. repec:hal:journl:peer-00834423 is not listed on IDEAS
  41. Garratt A. & Lee K. & Pesaran M.H. & Shin Y., 2003. "Forecast Uncertainties in Macroeconomic Modeling: An Application to the U.K. Economy," Journal of the American Statistical Association, American Statistical Association, vol. 98, pages 829-838, January.
  42. Manzan, Sebastiano & Zerom, Dawit, 2013. "Are macroeconomic variables useful for forecasting the distribution of U.S. inflation?," International Journal of Forecasting, Elsevier, vol. 29(3), pages 469-478.
  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. anonymous, 2000. "Reviewing economic development needs," Banking and Community Perspectives, Federal Reserve Bank of Dallas, issue 2, pages 6-7.
  45. Clements, M.P. & Smith J., 1998. "Evaluating The Forecast of Densities of Linear and Non-Linear Models: Applications to Output Growth and Unemployment," The Warwick Economics Research Paper Series (TWERPS) 509, University of Warwick, Department of Economics.
  46. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27985, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  47. Rossi, Barbara & Sekhposyan, Tatevik, 2010. "Have economic models' forecasting performance for US output growth and inflation changed over time, and when?," International Journal of Forecasting, Elsevier, vol. 26(4), pages 808-835, October.
  48. Valentina Corradi & Norman Swanson, 2006. "Predictive Density Evaluation. Revised," Departmental Working Papers 200621, Rutgers University, Department of Economics.
  49. James H. Stock & Mark W. Watson, 2007. "Why Has U.S. Inflation Become Harder to Forecast?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(s1), pages 3-33, 02.
  50. N/A, 2000. "At a Glance ... The UK economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 173(1), pages 2-2, July.
  51. -, 2000. "Global economic developments, 1999," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 27471, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  52. Anonymous, 2000. "Microeconomic Reform and the Environment," Conference/Workshop Proceedings 31908, Productivity Commission.
  53. N/A, 2000. "The World Economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 173(1), pages 43-65, July.
  54. Jurgen A Doornik & Henrik Hansen, . "An omnibus test for univariate and multivariate normalit," Economics Papers W4&91., Economics Group, Nuffield College, University of Oxford.
  55. Domenico Giannone & Michèle Lenza & Giorgio E. Primiceri, 2012. "Prior Selection for Vector Autoregressions," Working Papers ECARES ECARES 2012-002, ULB -- Universite Libre de Bruxelles.
  56. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27984, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  57. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27992, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  58. -, 2000. "Economic survey of Canada, 1999," Oficina de la CEPAL en Washington (Estudios e Investigaciones) 28797, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  59. Mark W. Watson & James H. Stock, 2004. "Combination forecasts of output growth in a seven-country data set," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 23(6), pages 405-430.
  60. G. Elliott & C. Granger & A. Timmermann (ed.), 2013. "Handbook of Economic Forecasting," Handbook of Economic Forecasting, Elsevier, edition 1, volume 2, number 2, May/June.
  61. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue May.
  62. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Jun.
  63. anonymous, 2000. "Strengthening the emerging market economies," Conference Series ; [Proceedings], Federal Reserve Bank of Boston, vol. 44(Jun), pages 228-231.
  64. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Aug.
  65. James Mitchell & Kenneth F. Wallis, 2011. "Evaluating density forecasts: forecast combinations, model mixtures, calibration and sharpness," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(6), pages 1023-1040, 09.
  66. Manzan, Sebastiano & Zerom, Dawit, 2009. "Are Macroeconomic Variables Useful for Forecasting the Distribution of U.S. Inflation?," MPRA Paper 14387, University Library of Munich, Germany.
  67. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 174(1), pages 3-3, October.
  68. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27983, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  69. Berkowitz, Jeremy, 2001. "Testing Density Forecasts, with Applications to Risk Management," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(4), pages 465-74, October.
  70. ., 2000. "Ideology and analysis in macroeconomics," Chapters, in: Macroeconomic Instability and Coordination, chapter 18 Edward Elgar Publishing.
  71. -, 2000. "Economic survey of United States, 1999," Oficina de la CEPAL en Washington (Estudios e Investigaciones) 28796, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
  72. -, 2000. "Evolución de la economía brasileña," Informe Estadístico – Oficina de la CEPAL en Brasilia 27991, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
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