Dudek, Sławomir (2008): Consumer Survey Data and short-term forecasting of households consumption expenditures in Poland.
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The main aim of the paper is an investigation whether consumer tendency survey (CTS) data can be useful for short-term forecasting of real private consumption expenditures in Poland. A consumer sentiment index and as well balances for individual questions (from consumer survey conducted by Research Institute for Economic Development of Warsaw School of Economics – RIED WSE) were used in the paper. This is one of the first attempts to model private consumption using RIED consumer survey data or even generally any consumer survey data in Poland. The data are quarterly and covers the 1996-2007 period. An investigation of predictive relationship between CTS results and real private consumption was done by using in-sample and out-of-sample approach. Under the first one unconditional and conditional causality analysis was performed. Unconditional approach is a standard bivariate Granger causality test, where appropriate pairs of variables were tested: real private consumption expenditures and particular CTS indicators. In the case of conditional Granger causality test aside from consumer survey results other macro variables were used, i.e.: lagged dependent variable, real gross disposable income of households, net financial assets of households, retail sales and wage-pension fund. It was realized by doing redundancy tests for survey indices in ARMAX equation specified for consumption expenditures and other variables mentioned above. The research is also extended by assessing whether this predictive in-sample conditional relationship has changed over time by running a series of recursive regressions and doing tests outlined above. The out-of-sample analysis focused on testing recursive one-step forecast errors of restricted (without CTS variables) and unrestricted ARMAX models.
|Item Type:||MPRA Paper|
|Original Title:||Consumer Survey Data and short-term forecasting of households consumption expenditures in Poland|
|Keywords:||consumption, consumer tendency survey, causality testing, comparing forecasts|
|Subjects:||E - Macroeconomics and Monetary Economics > E2 - Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy > E27 - Forecasting and Simulation: Models and Applications
C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C22 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes
E - Macroeconomics and Monetary Economics > E2 - Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy > E21 - Consumption ; Saving ; Wealth
|Depositing User:||Sławomir Dudek|
|Date Deposited:||07. Jan 2010 15:06|
|Last Modified:||16. Feb 2013 03:21|
Acemoglu D., Scott A. (1994), Consumer Confidence and Rational Expectations: Are Agents' Beliefs Consistent with the Theory?, The Economic Journal, Vol. 104, No. 422, (Jan., 1994), 1-19.
Al-Eyd A., Barrell R., Davis E.P. (2008), Consumer Confidence Indices and Short-term Forecasting of Consumption, NIESR Discussion Paper no. 304.
Batchelor, R., Dua P. (1998), Improving macro-economic forecasts: the role of consumer confidence, International Journal of Forecasting (14), 71-81.
Berg L., Bergstrom R. (1996), Consumer Confidence and Consumption in Sweden, Uppsala University Working Paper,7.
Fic T., Kolasa M., Kot A., Murawski K., Rubaszek M., Tarnicka M. (2005), ECMOD Model of the Polish Economy, National Bank of Poland, Materials and Studies 10/2005 36.
Berry S., Davey M. (2004), How should we think about consumer confidence?, Bank of England Quarterly Bulletin, 44(3), 282-290.
Białowolski P., Dudek S. (2008), Wzorce formułowania ocen i prognoz przez polskie gospodarstwa domowe – fakty i mity, w: Koniunktura gospodarcza - 20 lat doświadczeń Instytutu Rozwoju Gospodarczego SGH, red. Adamowicz E., Prace i Materiały Instytutu Rozwoju Gospodarczego, Zeszyt 80, SGH.
Białowolski P., Dudek S. (2005), Wykorzystanie wyników badania kondycji gospodarstw domowych IRG SGH do analizy i prognozowania spożycia indywidualnego gospodarstw domowych, w: Z Badań Koniunktury Gospodarczej Polsce, red. Adamowicz E., Prace i Materiały Instytutu Rozwoju Gospodarczego, Zeszyt 76, SGH, 7-18.
Bierens H.J. (1987), ARMAX Model Specification Testing. With an Application to Unemployment in the Netherlands, Journal of Econometrics, 35, 61-90.
Boehm E.A., McDonnell J.S. (1995), Consumer Sentiment Variables as Leading Indicators of Changes in Consumer Spending. K.H. Oppenländer and G. Poser (eds.), The Explanatory Power of Business Cycle Surveys.
De Boef S., Kellstedt P.M. (2004), The Political n(and Economic) Origins of Consumer Confidence, American Jourbal of Political Science, Vol. 48, No. 4, 633-649.
Bovi M. (2004), Consumer Surveys and Reality, 27th CIRET Conference, Warsaw, September 2004.
Bram J., Ludvigson S. (1998), Does consumer confidence forecast household expenditure? A sentiment index horse race, Research Paper 9708, Federal Reserve Bank of New York.
Bryant W.D.A., Macri J.E. (2001), Does Sentiment Explain Consumption, Macquarie University, Department of Economics, Research Papers No 0107.
Campbell J., Deaton A. (1989), Why is consumption so smooth?, Review of Economic Studies, 56, 357-373.
Campbell J., Mankiw G.N. (1989), Consumption, Income and Interest Rates: Reinterpreting the Time Series Evidence, in NBER Macroeconomics Annual 1989, (eds); O. Blanchard and S. Fischer., MIT Press, Cambridge, MA.
Carroll C.D., Fuhrer J.C., Wilcox D.W. (1994), Does Consumer Sentiment Forecast Household Spending? If So,Why?” American Economic Review 84.
Chan E., Yau O.H.M., Chan R. (1990), Consumer Sentiment in Australia: A Replication and Cross-national Comparison, European Journal of Marketing, Volume: 24, Issue: 10, 44 – 58.
Chopin M.C., Darrat A.F. (2000), Can consumer attitudes forecast the macroeconomy?, American Economist; Spring2000, Vol. 44 Issue 1, 34-43.
Clark T.E., McCracken M.W. (2001), Tests of equal forecast accuracy and encompassing for nested models, Journal of Econometrics, 105, 85-110.
Clark T.E., McCracken M.W. (2005), The Power of Tests of Predictive Ability in the presence of Structural Breaks, Journal of Econometrics.
Côté D., Johnson M. (1998), Consumer Attitudes, Uncertainty, and Consumer Spending, Bank of Canada, Working Paper 98-16 / Document de travail 98-16.
Croushore D. (2005), Do Consumer Confidence Indexes Help Forecast Consumer Spending in Real Time?, North American Journal of Economics and Finance 16, 435–450.
Curtin R.T. (2000), Psychology and Macroeconomics: Fifty Years of the Surveys of Consumers, Special Report, Surveys of Consumers, University of Michigan.
Davidson J. (2000), Economtric Theory, Blackwell Publishers.
Desroches B, Gosselin M.A. (2002),The Usefulness of Consumer Confidence Indexes in the United States, Bank of Canada, Working Paper 2002-22 / Document de travail 2002-22.
Diebold F.X., Mariano R.S. (1995), Comparing predictive accuracy, Journal of Economics and Business Statistics, 13, 253-263.
Dion D.P. (2006a) Does Consumer Confidence Forecast Household Spending?, MPRA Paper No. 902, posted 07. November 2007.
Dion D.P. (2006b) Does Consumer Confidence Forecast Household Spending? The Euro Area Case, MPRA Paper No. 911, posted 07. November 2007.
Djerf, K., Takala, K. (1997), Macroeconomy and Consumer Sentiment: Performance of the Finnish Consumer Barometer after Ten Years, Bank of Finland Discussion Papers 20/97.
Dominitz J., Manski Ch.F. (2003) How Should We Measure Consumer Confidence (Sentiment)? Evidence from the Michigan Survey of Consumers, NBER Working Paper No. 9926.
Easaw J., and Ghoshray A. (2002), Cyclical Behavior of Consumer Sentiments in the USA and UK: Are They Oceans Apart?, Centre for Public Economics, University of Bath, Working Paper No. 02-02.
Easaw J., Ash C., Heravi S. (2004), Sentimental, Rational and Useful? A Directional Analysis of Consumer Sentiment Surveys in the US and the UK, Centre for Public Economics, University of Bath, Working Paper No. 02-04.
Easaw J., Garratt D., Heravi S. (2003), Do Consumer Sentiments Accurately Forecast Household Consumption? Evidence from the UK, Centre for Public Economics, University of Bath, Working Paper No. 01-03.
Eduardo L., Brito Y.L. (2004), Is the Consumer Confidence Index a Sound Predictor of the Private Demand in the United States?, Studios de Economia Aplicada, VOL. 2 2 – 3.
Eppright D.R., Arguea N.M., Huth W.L. (1998), Aggregate consumer expectation indexes as indicators of future consumer expenditures”, Journal of Economic Psychology 19, 215-235.
European Commission DG ECFIN (1997), The Joint Harmonised EU Programme of Business and Consumer Surveys, European Economy – Report and Studies, No 6, Brussels.
European Commission DG-ECFIN (2007), The Joint Harmonised EU Programme of Business and Consumer Surveys - User guide.
EViews 6 User’s Guide I (2007), Quantitative Micro Software, LLC.
Fan Ch.S, Wong F. (1998), Does consumer sentiment forecast household spending? The Hong Kong case, Economic Letters, Volume 58, Issue 1, 77-84.
Franses P.H. (1991), Primary Demand for Beer in the Netherlands: An Application of ARMAX Model Specification,” Journal of Marketing Research, Vol. XXVIII, 240-45.
Fuhrer J. (1993), On the information content of consumer survey expectations, Special Studies Paper, no. 204, Federal Reserve Board.
Fuhrer J. (1993), What role does consumer sentiment play in the US macroeconomy?, Federal Reserve Bank of Boston, New England Economic Review, January/February, 32-44.
Garner C.A. (1991), Forecasting consumer spending: should economists pay attention to consumer confidence surveys?, Economic Review, 1991, issue May, 57-71.
Garner C.A. (2002), Consumer Confidence after September 11, Economic Review, Federal Reserve Bank of Kansas City, May-June, 5-26.
Garrett T.A., Hernández-Murillo R., Owyang M.T. (2004), Does Consumer Sentiment Predict Regional Consumption?, Federal Reserve Bank of St. Louis Review, March/April 2004, 87(2, Part 1), 123-35.
Gelper S., Croux Ch. (2007), The predictive power of the European Economic Sentiment Indicator, K.U.Leuven, FETEW Research Report KBI 0707, 1-15.
Gelper S., Lemmens A., Croux Ch. (2007), Consumer Sentiment and Consumer Spending: Decomposing the Granger Causal Relationship in the Time Domain, Applied Economics, Vol. 39, No. 1.
Goh K.L. (2003), Does Consumer Confidence Forecast Consumption Expenditure in New Zealand?, New Zealand Treasury WP 03/22.
Golinelli R., Parigi G. (2003), What is this thing called confidence? A comparative analysis of consumer confidence indices in eight major countries, Temi di discussione, Banca d’Italia, Number 484 - September 2003.
Hardouvelis G., Thomakos D. (2007), Consumer Confidence and Elections, University of Peloponnese, Department of Economics, Working Paper No 0003.
Harvey D.I., Leybourbe S.J., Newbold P. (1998), Test for forecast encompassing, Journal of Business and Economic Statistics, n.16, 254-259.
Haugh D.L. (2005), The influence of consumer confidence and stock prices on the US business cycle, CAMA Working Paper no 3/2005, Australian National University.
Howrey E.P. (2001), The Predictive Power of the Index of Consumer Sentiment, Brookings Papers on Economic Activity, Vol. 2001, No. 1, (2001), 175-207.
Jansen W.J., Nahuis N.J. (2003), The Stock Market and Consumer Confidence: European Evidence, Economics Letters, Volume 79, Issue 1, April 2003, 89-98.
Jansen W.J., Nahuis N.J. (2004), Which survey indicators are useful for monitoring consumption? Evidence from European countries, Journal of Forecasting, 23, 89-98.
Katona G. (1975), Psychological economics, Elsevier, New York.
Kwan A.C.C., Cotsomitis J.A. (2003), Can Consumer Attitudes Forecast Household Spending in the United States? Further Evidence from the Michigan Survey of Consumers, Departmental Working Papers, Chinese University of Hong Kong, Department of Economics.
Leeper E.M. (1992), Consumer Attitudes: King for a Day, Economic Review, Federal Reserve Bank of Atlanta (July/August 1992), 1–15.
Lopez H.B., Durre A. (2003), The determinants of consumer confidence: the case of United States and Belgium, CORE Discussion Paper, n°2003/53.
Loundes J., Scutella R. (2000), Consumer Sentiment and Australian Consumer Spending’, Univeristy of Melbourne, Institute of Applied Economic and Social Research Working Paper Series No 21/00.
Lovell M.C. (2001), The Predictive Power of the Index of Consumer Sentiment: Comment and Discussion, Brookings Papers on Economic Activity, 1, 2001, 208-213.
Ludvigson S. (2004), Consumer confidence and consumer spending, Journal of Economic Perspectives, 18/2, 29-50.
Malgarini M., Margani P. (2005), Psychology, consumer sentiment and household expenditures: a disaggregated analysis, ISAE, Working paper n. 58.
Matsusaka J.G., Sbordone A.M. (1995), Consumer confidence and economic fluctuations, Economic Inquiry, 33, p. 296.
McCracken M.W. (2004), Asymptotics for out-of-sample tests of Granger Causality, Journal of Econometrics, vol. 66.
Mehra Y.P., Martin E.W. (2003), Why Does Consumer Sentiment Predict Household Spending?, Federal Reserve Bank of Richmond Economic Quarterly 89 (Fall 2003), 51-67.
Mishkin F. (1978), Consumer Sentiment and Spending on Durable Goods, Brooking Papers on Economic Activity, 1, 1978, 38-48.
Nahuis N.J. (2000), Are Survey Indicators Useful for Monitoring Consumption Growth: Evidence from European Countries, Netherlands Central Bank, Monetary and Economic Policy Department, MEB Series (discontinued), number 2000-8.
OECD (2003), Business Tendency Surveys - A Handbook, OECD. Pain N., Weale M. (2001), The information content of consumer surveys, National Institute Economic Review, 178: 44-47.
Parigi G., Schlitzer G. (1997), Predicting consumption of Italian households by means of survey indicators, International Journal of Forecasting (13), 197-209.
Praet P (1984), The integration of ECC qualitative consumer survey results in econometric modelling: an application to the consumption function, Economic Papers Commission of the European Union.
Roberts I, Simon J. (2001), What do sentiment surveys measure?, Research Discussion Paper 2001-09, Reserve Bank of Australia, Sydney.
Slacalek J. (2004), Forecasting consumption, German Institute for Economic Research, DIW, Department of Macro Analysis and Forecasting.
Slacalek J. (2006), Analysis of Indexes of Consumer Sentiment, German Institute for Economic Research, DIW, Department of Macro Analysis and Forecasting.
Sommer M. (2002), Habits, Sentiment and Predictable Income in the Dynamics of Aggregate Consumption, working paper, Johns Hopkins University, http://22.214.171.124/eps/mac/papers/0408/0408004.pdf.
Souleles N.S. (2004), Consumer Sentiment: Its Rationality and Usefulness in Forecasting Expenditure-Evidence from the Michigan Micro Data, Journal of Money, Credit, and Banking.
Vadas G. (2001), Beyond Macro Variables: Consumer Confidence Index and Household Expenditure in Hungary, MNB Background Studies 2001.
Viren M., Dudek S., Pachucki D. (2004), How to Balance the Budget in the Short Run and Long Run?, 60th Congress of the International Institute of Public Finance, Milan, Italy, August 23-26, 2004, http://www.iipf2004.it.
West K.D., (1996), Asymptotic inference about predictive ability, Econometrica, n. 64,1067-1084.
Zachłod-Jelec M. (2008), Koncepcja bogactwa gospodarstw domowych. Szacunki dla Polski, forthcoming in Gospodarka Narodowa, No. 9/2008.