Senyuz, Zeynep (2009): Factor Analysis of Permanent and Transitory Dynamics of the U.S. Economy and the Stock Market. Forthcoming in: Journal of Applied Econometrics No. Forthcoming
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We analyze dynamics of the permanent and transitory components of the U.S. economic activity and the stock market obtained by multivariate dynamic factor modeling. We capture asymmetries over the phases of economic and stock market trends and cycles using independent Markov-switching processes. We show that both output and stock prices contain significant transitory components, while consumption and dividends are useful to identify their respective permanent components. The extracted economic trend perfectly predicts all post-war recessions. Our results shed light to the nature of the bilateral predictability of the economy and the stock market. The transitory stock market component signals recessions with an average lead of one quarter, whereas the market trend is correlated with the economic trend with varying lead/lag times.
|Item Type:||MPRA Paper|
|Original Title:||Factor Analysis of Permanent and Transitory Dynamics of the U.S. Economy and the Stock Market|
|Keywords:||Business Cycles, Stock Market, Permanent and Transitory Components, Dynamic Factor Markov Switching Models|
|Subjects:||C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C32 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes ; State Space Models
E - Macroeconomics and Monetary Economics > E3 - Prices, Business Fluctuations, and Cycles > E32 - Business Fluctuations ; Cycles
E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E44 - Financial Markets and the Macroeconomy
|Depositing User:||Zeynep Senyuz|
|Date Deposited:||19. Nov 2010 17:42|
|Last Modified:||12. Feb 2013 04:48|
Brunnermeier M., Dilip A. 2003. Bubbles and crashes. Econometrica 71, 173-204.
Campbell, JY., Shiller RJ. 1988a. Interpreting cointegrated models. Journal of Economic Dynamics and Control 12, 505-522.
Campbell, JY., Shiller RJ. 1988b. The dividend-price ratio and the expectations of future dividends and discount factors. Review of Financial Studies 1, 195-227.
Campbell, JY., Shiller, RJ. 2001. Valuation ratios and the long-run stock market outlook: an update. Cowles Foundation Discussion Paper No. 1295.
Chauvet, M. 1998. An econometric characterization of business cycle dynamics with factor structure and regime switching. International Economic Review 39, 969-996.
Chauvet, M. 1998/1999. Stock market fluctuations and the business cycle. Journal of Economic and Social Measurement 25, 235-258
Chauvet, M., Potter S. 2000. Coincident and leading indicators of the stock market. Journal of Empirical Finance 7, 87-111.
Clark, PK. 1987. The cycle component of the U.S. economic activity. Quarterly Journal of Economics 102, 797-814.
Cochrane, JH. 1994. Permanent and transitory components of GNP and stock prices. Quarterly Journal of Economics 109, 241-263.
Diebold, FX., Rudebusch GD. 1989. Scoring the leading indicators. Journal of Business 62, 369-391.
Dupuis, D. and Tessier D. 2003. The U.S. stock market and fundamentals: a historical decomposition, Bank of Canada working papers.
Elliott, G., Rothenberg, TJ., Stock, JH. 1996. Efficient tests for an autoregressive unit root. Econometrica 64, 813–836.
Estrella, A., Mishkin FS. 1998. Predicting U.S. recessions: financial variables as leading indicators. The Review of Economics and Statistics 80, pp. 45-61.
Fama, EF., French KR. 2002. The equity premium. The Journal of Finance 57, 637-659.
Fama, EF. 1992. Transitory variation in investment and output. Journal of Monetary Economics 30, 467-480.
Fama, EF., French KR. 1988a. Permanent and temporary components of stock prices. Journal of Political Economy 96, 246-273.
Fama, EF., French K.R. 1988b. Dividend yields and expected stock returns. Journal of Financial Economics 22, 3-25.
Friedman, M. 1993. The plucking model of business fluctuations revisited. Economic Inquiry 31, 171-177.
McConnell, MM., Perez-Quiros G. 2000. Output fluctuations in the United States: what has changed since the early 1980s? American Economic Review 90, 1464-1476.
Hamilton, JD. 1989. A new approach to the economic analysis of nonstationary time series and business cycles. Econometrica 57, 357-384.
Hamilton, JD, Lin G. 1996. Stock market volatility and the business cycle. Journal of Applied Econometrics 11, 574-593.
Harrison, PJ., Stevens CF. 1976. Bayesian forecasting. Journal of the Royal Statistic Society Series B 38, 205-247.
Kim, CJ. 1994. Dynamic linear models with Markov-switching. Journal of Econometrics 60, 1-22.
Kim, CJ., Murray CJ. 2002. Permanent and transitory components of recessions. Empirical Economics 27, 163-183.
Kim, CJ., Nelson CR. 1999. Friedman’s plucking model of business fluctuations: tests and estimates of permanent and transitory components. Journal of Money, Credit and Banking 31, 317-334.
Kim, CJ., Nelson CR. 1999. State-Space Models with Regime Switching: Classical and Gibbs- Sampling Approaches with Applications. MIT: Cambridge, MA.
Kim, CJ., Piger J. 2002. Common stochastic trends, common cycles, and asymmetry in economic fluctuations. Journal of Monetary Economics 49, 1189-1211.
Kim, CJ., Piger J., Startz R. 2007. The dynamic relationship between permanent and transitory components of U.S. business cycles. Journal of Money, Credit and Banking 39, 187-204.
King, RG., Plosser CI., Rebelo ST. 1988. Production, growth and business cycles. Journal of Monetary Economics 21, 309-341.
King, RG., Plosser CI., Stock JH.,Watson MW. 1991. Stochastic trends and economic fluctutations. The American Economic Review 81, 819-840.
Kwiatkowski D, Phillips PCB, Schmidt P., Shin Y. 1992. Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root? Journal of Econometrics 54, 159-178.
LeRoy, SF., Porter RD. 1981. The present-value relation: tests based on implied variance bounds, Econometrica 49, 555-574.
Lettau M., Ludvigson S. 2001. Consumption, aggregate wealth and expected stock returns, The Journal of Finance 56, 815-849
Pastor L., Veronesi P. 2009. Technological revolutions and stock prices. American Economic Review 99, 1451-1483.
Perez-Quiros, G., Timmermann A. 1995. Variations in the mean and volatility of stock returns around turning points of the business cycle. In: Forecasting Volatility in the Financial Markets, Knight J., Satchell S. (eds.). Butterworth-Heinemann: Oxford.
Perron, P. 1989. The great crash, the oil shock and the unit root hypothesis. Econometrica 57, 1361-1401.
Perron, P., Wada T. 2009. Let’s take a break: trends and cycles in U.S. real GDP. Forthcoming in Journal of Monetary Economics.
Poterba, JM., Summers LH. 1988. Mean reversion in stock prices. Journal of Financial Economics 22, 27-59.
Shiller, RJ. 1981. Do stock prices move too much to be justified by subsequent changes in dividends? American Economic Review 71, 421-36.
Shiller, RJ. 2005. Irrational Exuberance. Princeton University Press: Princeton.
Summers, LH. 1986. Does the stock market rationally reflect fundamental values’, The Journal of Finance 41, 591-601.
Stock J., Watson M. 1989. New indexes of coincident and leading economic indicators. Macroeconomics Annual, Vol. 4, 1989, MIT. Press.
Timmermann, A., Pettenuzzo D. 2005. Predictability of stock returns and asset allocation under structural breaks. Working Paper.
Whelan, K. 2002. A guide to U.S. chain aggregated NIPA data. Review of Income and Wealth, 48, 217-233.