Abstract
The financial crisis and subsequent sovereign debt crisis together had a profound impact on the current economic environment. This study reexamines the established stylized facts and previous evidence regarding the predictive association between financial variables and real economic activity considering changed economic circumstances. This paper focuses on the predictive ability of the term spread, short-term interest rate and stock returns for real GDP growth in the G-7 countries. We compare the predictive content of nominal financial variables with that of real financial variables and consider the proper number of financial predictors and time variations of forecasting performance. The forecasting results unambiguously indicate that financial variables have regained their predictive power since the financial crisis. Moreover, this study shows that real financial variables are superior to nominal variables and that using several financial indicators for forecasting GDP growth is preferable.
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References
Ang A, Piazzesi M, Wei M (2006) What does the yield curve tell us about GDP growth? J Econom 131:359–403
Benati L, Goodhart C (2008) Investigating time-variation in the marginal predictive power of the yield spread. J Econ Dyn Control 32:1236–1272
Binswanger M (2000) Stock market booms and real economic activity: is this time different? Int Rev Econ Financ 9:387–415
Binswanger M (2004) Stock returns and real activity in the G-7 countries: did the relationship change during the 1980s? Q Rev Econ Financ 44:237–252
Bordo MD, Haubrich JG (2004) The yield curve, recessions and the credibility of the monetary regime: long-run evidence 1875–1997. NBER working paper 10431
Bordo MD, Haubrich JG (2008) The yield curve as a predictor of growth: long run evidence, 1875–1997. Rev Econ Stat 90(1):182–185
Brooks C (2008) Introductory econometrics for finance, 2nd edn. Cambridge University Press, Cambridge
Chinn MD, Kucko KJ (2015) The predictive power of the yield curve across countries and time. Int Financ 18(2):1–28
Choi JJ, Hauser S, Kopecky KJ (1999) Does the stock market predict real activity? Time series evidence from the G-7 countries. J Bank Financ 23:1771–1792
Clark T, McCracken M (2013) Advances in forecast evaluation. In: Elliott G, Timmerman A (eds) Handbook of economic forecasting, vol 2B. North Holland, Amsterdam, pp 1107–1202
Clark T, West KD (2007) Approximately normal tests for equal predictive accuracy in nested models. J Econom 138:291–311
Cohrane J (1991) What macroeconomists should know about unit roots: comment. In: Blanchard O, Fisher S (eds) NBER macroeconomics annual, vol 6. University of Chicago Press, Chicago, pp 201–210
Domian DL, Louton DA (1997) A threshold autoregressive analysis of stock returns and real economic activity. Int Rev Econ Financ 6(2):167–179
Dotsey M (1998) The predictive content of the interest rate term spread for future economic growth. Fed Reserv Bank Richmond Econ Q 84(3):31–51
Estrella A (2005) The yield curve as a leading indicator: frequently asked questions. https://pdfs.semanticscholar.org/c80b/a563081b87423477c27926ad4e44d6a99218.pdf. Accessed 2 March 2017
Estrella A, Hardouvelis GA (1991) The term structure as a predictor of real economic activity. J Financ 46(2):555–576
Estrella A, Mishkin FS (1997) The predictive power of the term structure of interest rates in Europe and the United States: implications for the European Central Bank. Eur Econ Rev 41:1375–1401
Estrella A, Rodrigues AP, Schich S (2003) How stable is the predictive power of the yield curve? Evidence from Germany and the United States. Rev Econ Stat 85(3):629–644
Giacomini R, Rossi B (2006) How stable is the forecasting performance of the yield curve for output growth. Oxf Bull Econ Stat 68:783–795
Hännikäinen J (2015) Zero lower bound, unconventional monetary policy and indicator properties of interest rate spreads. Rev Financ Econ 26:47–54
Harvey CR (1989) Forecasts of economic growth from the bond and stock markets. Financ Anal J 45(5):38–45
Harvey CR (1991) The term structure and world economic growth. J Fixed Income 1(1):7–19
Haubrich JG, Dombrosky AM (1996) Predicting real growth using the yield curve. Fed Reserv Bank Clevel Econ Rev 32(1):26–35
Henry ÓT, Olekalns N, Thong J (2004) Do stock market returns predict changes to output? Evidence from a nonlinear panel data model. Empir Econ 29:527–540
Huettner F, Sunder M (2012) Axiomatic arguments for decomposing goodness of fit according to Shapley and Owen values. Electr J Stat 6:1239–1250
Jansen WJ, Jin X, de Winter JM (2016) Forecasting and nowcasting real GDP: comparing statistical models and subjective forecasts. Int J Forecast 32:411–436
Junttila J, Kinnunen H (2004) The performance of economic tracking portfolios in an IT-intensive stock market. Q Rev Econ Financ 44:601–623
Kapetanios G, Marcellino M, Papailias F (2016) Forecasting inflation and GDP growth using heuristic optimisation of information criteria and variable reduction methods. Comput Stat Data Anal 100:369–382
Kozicki S (1997) Predicting real growth and inflation with the yield spread. Fed Reserv Bank Kansas City Econ Rev 82:39–57
Kuosmanen P, Vataja J (2011) The role of stock markets vs. the term spread in forecasting macrovariables in Finland. Q Rev Econ Financ 51:124–132
Kuosmanen P, Vataja J (2014) Forecasting GDP growth with financial market data in Finland: revisiting stylized facts in a small open economy during the financial crisis. Rev Financ Econ 23(2):90–97
Kuosmanen P, Nabulsi N, Vataja J (2015) Financial variables and economic activity in the Nordic countries. Int Rev Econ Financ 37:368–379
Mauro P (2003) Stock returns and output growth in emerging and advanced economies. J Dev Econ 41:129–153
Nain MZ, Kamaiah B (2014) Financial development and economic growth in India: some evidence from non-linear causality analysis. Econ Change Restruct 47:299–319
Stock JH, Watson MW (2003) Forecasting output and inflation: the role of asset prices. J Econ Lit 41(September):788–829
Tsouma E (2009) Stock returns and economic activity in mature and emerging markets. Q Rev Econ Financ 49:668–685
Wheelock DC, Wohar ME (2009) Can the term spread predict output growth and recessions? A survey of the literature. Fed Reserv Bank St Louis Rev 91:419–440
Acknowledgements
We would like to thank two anonymous referees and participants of the 20th ICMAIF conference in Rethymno for valuable and constructive comments.
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Kuosmanen, P., Vataja, J. The return of financial variables in forecasting GDP growth in the G-7. Econ Change Restruct 50, 259–277 (2017). https://doi.org/10.1007/s10644-017-9212-7
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DOI: https://doi.org/10.1007/s10644-017-9212-7