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Evaluating predictive densities of US output growth and inflation in a large macroeconomic data set

  • Rossi, Barbara
  • Sekhposyan, Tatevik

We evaluate conditional predictive densities for US output growth and inflation using a number of commonly-used forecasting models that rely on large numbers 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 cause point forecasts to either improve or deteriorate, 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 approximated correctly by a normal density: the simple, equal average when predicting output growth, and the Bayesian model average when predicting inflation.

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

Volume (Year): 30 (2014)
Issue (Month): 3 ()
Pages: 662-682

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Handle: RePEc:eee:intfor:v:30:y:2014:i:3:p:662-682
DOI: 10.1016/j.ijforecast.2013.03.005
Contact details of provider: Web page: http://www.elsevier.com/locate/ijforecast

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

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  1. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Nov.
  2. anonymous, 2000. "Strengthening the emerging market economies," Conference Series ; [Proceedings], Federal Reserve Bank of Boston, vol. 44(Jun), pages 228-231.
  3. Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Boston College Working Papers in Economics 440, Boston College Department of Economics.
  4. Anne-Sofie Jore & James Mitchell & Shaun P. Vahey, 2008. "Combining forecast densities from VARs with uncertain instabilities," Working Paper 2008/01, Norges Bank.
  5. Whitney K. Newey & Kenneth D. West, 1986. "A Simple, Positive Semi-Definite, Heteroskedasticity and AutocorrelationConsistent Covariance Matrix," NBER Technical Working Papers 0055, National Bureau of Economic Research, Inc.
  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. 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.
  8. 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.
  9. Todd E. Clark, 2011. "Real-Time Density Forecasts From Bayesian Vector Autoregressions With Stochastic Volatility," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(3), pages 327-341, July.
  10. Domenico Giannone & Michele Lenza & Giorgio E. Primiceri, 2012. "Prior Selection for Vector Autoregressions," NBER Working Papers 18467, National Bureau of Economic Research, Inc.
  11. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 173(1), pages 3-3, July.
  12. Jurgen A. Doornik & Henrik Hansen, 2008. "An Omnibus Test for Univariate and Multivariate Normality," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(s1), pages 927-939, December.
  13. ., 2000. "Inflation and economic performance," Chapters, in: Macroeconomic Instability and Coordination, chapter 8 Edward Elgar Publishing.
  14. anonymous, 2000. "Twelfth District economic update," Western economic developments, Federal Reserve Bank of San Francisco, issue Dec, pages 5.
  15. Anindya Banerjee & Massimiliano Marcellino & Igor Masten, 2003. "Leading Indicators for Euro-area Inflation and GDP Growth," Working Papers 235, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
  16. Cees Diks & Valentyn Panchenko & Dick Van Dijk, 2011. "Likelihood-based scoring rules for comparing density forecasts in tails," Post-Print hal-00834423, HAL.
  17. -, 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).
  18. Christopher A. Sims & Tao Zha, 1996. "Bayesian methods for dynamic multivariate models," FRB Atlanta Working Paper 96-13, Federal Reserve Bank of Atlanta.
  19. 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.
  20. repec:ecr:col114:28022 is not listed on IDEAS
  21. James H. Stock & Mark W.Watson, 2003. "Forecasting Output and Inflation: The Role of Asset Prices," Journal of Economic Literature, American Economic Association, vol. 41(3), pages 788-829, September.
  22. 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.
  23. N/A, 2000. "The World Economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 173(1), pages 43-65, July.
  24. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Aug.
  25. 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.
  26. 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.
  27. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Mar.
  28. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 172(1), pages 3-3, April.
  29. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Sep.
  30. 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.
  31. Marco Aiolfi & Carlos Capistrán & Allan Timmermann, 2010. "Forecast Combinations," Working Papers 2010-04, Banco de México.
  32. -, 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).
  33. 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.
  34. Barbara Rossi & Tatevik Sekhposyan, 2013. "Conditional predictive density evaluation in the presence of instabilities," Economics Working Papers 1368, Department of Economics and Business, Universitat Pompeu Fabra.
  35. repec:hal:journl:peer-00834423 is not listed on IDEAS
  36. -, 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).
  37. Anonymous, 2000. "Microeconomic Reform and the Environment," Conference/Workshop Proceedings 31908, Productivity Commission.
  38. 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.
  39. 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.
  40. Valentina Corradi & Norman Swanson, 2006. "Predictive Density Evaluation. Revised," Departmental Working Papers 200621, Rutgers University, Department of Economics.
  41. 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.
  42. N/A, 2000. "The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 174(1), pages 3-3, October.
  43. 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.
  44. S. Illeris & G. Akehurst, 2002. "Introduction," The Service Industries Journal, Taylor & Francis Journals, vol. 22(1), pages 1-3, January.
  45. 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.
  46. 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.
  47. ., 2000. "Ideology and analysis in macroeconomics," Chapters, in: Macroeconomic Instability and Coordination, chapter 18 Edward Elgar Publishing.
  48. 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.
  49. Jonathan H. Wright, 2009. "Forecasting US inflation by Bayesian model averaging," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 28(2), pages 131-144.
  50. 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.
  51. -, 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).
  52. 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.
  53. -, 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).
  54. Capistrán, Carlos & Timmermann, Allan, 2009. "Forecast Combination With Entry and Exit of Experts," Journal of Business & Economic Statistics, American Statistical Association, vol. 27(4), pages 428-440.
  55. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue May.
  56. anonymous, 2000. "Reviewing economic development needs," Banking and Community Perspectives, Federal Reserve Bank of Dallas, issue 2, pages 6-7.
  57. -, 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).
  58. Guidolin, Massimo & Timmermann, Allan, 2006. "Term structure of risk under alternative econometric specifications," Journal of Econometrics, Elsevier, vol. 131(1-2), pages 285-308.
  59. Valentina Corradi & Norman Swanson, 2004. "Predictive Density Evaluation," Departmental Working Papers 200419, Rutgers University, Department of Economics.
  60. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Jun.
  61. -, 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).
  62. Marjolein C.J. Caniëls, 2000. "Knowledge Spillovers and Economic Growth," Books, Edward Elgar Publishing, number 1936.
  63. Amisano, Gianni & Giacomini, Raffaella, 2007. "Comparing Density Forecasts via Weighted Likelihood Ratio Tests," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 177-190, April.
  64. anonymous, 2000. "Western economic developments," Western economic developments, Federal Reserve Bank of San Francisco, issue Feb.
  65. -, 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).
  66. -, 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).
  67. -, 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).
  68. -, 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).
  69. 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.
  70. Anonymous, 2000. "Agricultural Economics Volumes 1-22, 1986-2000," Agricultural Economics of Agricultural Economists, International Association of Agricultural Economists, vol. 23(2), August.
  71. -, 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).
  72. -, 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).
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