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Thick modelling income and wealth effects: a forecast application to euro area private consumption

Author

Listed:
  • Gabe Jacob de Bondt

    (European Central Bank)

  • Arne Gieseck

    (European Central Bank)

  • Zivile Zekaite

    (Central Bank of Ireland)

Abstract

This study develops a thick modelling tool for real private consumption, with a conditional forecasting application to the euro area. Several equations from thousands of error correction models, always including labour income, non-labour income, financial wealth and non-financial wealth as determinants, are selected from predetermined in-sample and out-of-sample criteria. Our thick model estimates show that income effects differ between labour and non-labour income and that their (relative) importance varies over time. This implies that labour and non-labour income should both be on the radar of policy makers and modellers.

Suggested Citation

  • Gabe Jacob de Bondt & Arne Gieseck & Zivile Zekaite, 2020. "Thick modelling income and wealth effects: a forecast application to euro area private consumption," Empirical Economics, Springer, vol. 58(1), pages 257-286, January.
    • Handle: RePEc:spr:empeco:v:58:y:2020:i:1:d:10.1007_s00181-019-01738-w
    DOI: 10.1007/s00181-019-01738-w
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    as
    1. Stephane Dees & Pedro Soares Brinca, 2013. "Consumer confidence as a predictor of consumption spending: Evidence for the United States and the Euro area," International Economics, CEPII research center, issue 134, pages 1-14.
    2. Sousa, Ricardo M., 2009. "Wealth effects on consumption: evidence from the euro area," Working Paper Series 1050, European Central Bank.
    3. Slacalek Jiri, 2009. "What Drives Personal Consumption? The Role of Housing and Financial Wealth," The B.E. Journal of Macroeconomics, De Gruyter, vol. 9(1), pages 1-37, October.
    4. Setterfield, Mark & Kim, Yun K., 2016. "Debt servicing, aggregate consumption, and growth," Structural Change and Economic Dynamics, Elsevier, vol. 36(C), pages 22-33.
    5. Maryse Fesseau & Florence Wolff & Maria Liviana Mattonetti, 2013. "A Cross-country Comparison of Household Income, Consumption and Wealth between Micro Sources and National Accounts Aggregates," OECD Statistics Working Papers 2013/3, OECD Publishing.
    6. Brennan, Michael J. & Xia, Yihong, 2005. "tay's as good as cay," Finance Research Letters, Elsevier, vol. 2(1), pages 1-14, March.
    7. Peltonen, Tuomas A. & Sousa, Ricardo M. & Vansteenkiste, Isabel S., 2012. "Wealth effects in emerging market economies," International Review of Economics & Finance, Elsevier, vol. 24(C), pages 155-166.
    8. João M. Sousa & Ricardo M. Sousa, 2019. "Asset Returns Under Model Uncertainty: Evidence from the Euro Area, the US and the UK," Computational Economics, Springer;Society for Computational Economics, vol. 54(1), pages 139-176, June.
    9. Rüdiger Bachmann & Tim O. Berg & Eric R. Sims, 2015. "Inflation Expectations and Readiness to Spend: Cross-Sectional Evidence," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 1-35, February.
    10. Luca Agnello & Ricardo M. Sousa, 2014. "How Does Fiscal Consolidation Impact on Income Inequality?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(4), pages 702-726, December.
    11. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    12. Martin Lettau & Sydney Ludvigson, 2001. "Consumption, Aggregate Wealth, and Expected Stock Returns," Journal of Finance, American Finance Association, vol. 56(3), pages 815-849, June.
    13. de Bondt, Gabe & Gieseck, Arne & Herrero, Pablo & Zekaite, Zivile, 2019. "Disaggregate income and wealth effects in the largest euro area countries," Research Technical Papers 15/RT/19, Central Bank of Ireland.
    14. Rodolfo Arioli & Colm Bates & Heinz Dieden & Ioana Duca & Roberta Friz & Christian Gayer & Geoff Kenny & Aidan Meyler & Iskra Pavlova, 2016. "EU Consumers’ Quantitative Inflation Perceptions and Expectations: An Evaluation," European Economy - Discussion Papers 038, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    15. Michael Biggs & Thomas Mayer & Andreas Pick, 2009. "Credit and economic recovery," DNB Working Papers 218, Netherlands Central Bank, Research Department.
    16. Bruno Albuquerque & Georgi Krustev, 2018. "Debt Overhang and Deleveraging in the US Household Sector: Gauging the Impact on Consumption," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(2), pages 459-481, June.
    17. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    18. Banerjee, Anindya & Dolado, Juan J. & Galbraith, John W. & Hendry, David, 1993. "Co-integration, Error Correction, and the Econometric Analysis of Non-Stationary Data," OUP Catalogue, Oxford University Press, number 9780198288107.
    19. Willman, Alpo & Whelan, Karl & Altissimo, Filippo & Georgiou, Evaggelia & Sastre, Teresa & Valderrama, Maria Teresa & Sterne, Gabriel & Stocker, Marc & Weth, Mark, 2005. "Wealth and asset price effects on economic activity," Occasional Paper Series 29, European Central Bank.
    20. Gabe de Bondt, 1999. "Credit channels and consumption in Europe: empirical evidence," BIS Working Papers 69, Bank for International Settlements.
    21. Bahmani-Oskooee, Mohsen & Kutan, Ali M. & Xi, Dan, 2015. "Does exchange rate volatility hurt domestic consumption? Evidence from emerging economies," International Economics, Elsevier, vol. 144(C), pages 53-65.
    22. Ali Al-Eyd & Ray Barrell, 2006. "Consumption in the Euro Area," National Institute Economic Review, National Institute of Economic and Social Research, vol. 195(1), pages 34-39, January.
    23. Morris A. Davis & Michael G. Palumbo, 2001. "A primer on the economics and time series econometrics of wealth effects," Finance and Economics Discussion Series 2001-09, Board of Governors of the Federal Reserve System (U.S.).
    24. Riccardo De Bonis & Andrea Silvestrini, 2012. "The effects of financial and real wealth on consumption: new evidence from OECD countries," Applied Financial Economics, Taylor & Francis Journals, vol. 22(5), pages 409-425, March.
    25. António Afonso & Ricardo M. Sousa, 2011. "Consumption, Wealth, Stock And Government Bond Returns: International Evidence," Manchester School, University of Manchester, vol. 79(6), pages 1294-1232, December.
    26. Gabriel Fagan & Julian Morgan, 2005. "An overview of the structural econometric models of euro-area central banks," Chapters, in: Gabriel Fagan & Julian Morgan (ed.), Econometric Models of the Euro-area Central Banks, chapter 1, Edward Elgar Publishing.
    27. Gieseck Arne & Largent Yannis, 2016. "The Impact of Macroeconomic Uncertainty on Activity in the Euro Area," Review of Economics, De Gruyter, vol. 67(1), pages 25-52, May.
    28. Enrique Moral-Benito, 2015. "Model Averaging In Economics: An Overview," Journal of Economic Surveys, Wiley Blackwell, vol. 29(1), pages 46-75, February.
    29. Luís Pacheco & José Barata, 2005. "Residential and Stock Market Effects on Consumption across Europe," European Journal of Housing Policy, Taylor and Francis Journals, vol. 5(3), pages 255-278, December.
    30. Filip Premik & Ewa Stanisławska, 2017. "The Impact of Inflation Expectations on Polish Consumers’ Spending and Saving," Eastern European Economics, Taylor & Francis Journals, vol. 55(1), pages 3-28, January.
    31. Óscar Rodil-Marzábal & Vicente Menezes-Ferreira-Junior, 2016. "The Wealth Effect in the Eurozone," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 63(1), pages 87-112, March.
    32. Gabe de Bondt, 2011. "Equity wealth effects: fundamental or bubble-driven?," Applied Economics Letters, Taylor & Francis Journals, vol. 18(7), pages 601-605.
    33. Christopher D. Carroll & Misuzu Otsuka & Jiri Slacalek, 2011. "How Large Are Housing and Financial Wealth Effects? A New Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(1), pages 55-79, February.
    34. Kajal Lahiri & George Monokroussos & Yongchen Zhao, 2016. "Forecasting Consumption: the Role of Consumer Confidence in Real Time with many Predictors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(7), pages 1254-1275, November.
    35. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    36. Joseph P. Byrne & E. Philip Davis, 2003. "Disaggregate Wealth and Aggregate Consumption: an Investigation of Empirical Relationships for the G7," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(2), pages 197-220, May.
    37. repec:cii:cepiei:2013-q2-134-1 is not listed on IDEAS
    38. Giancarlo Bruno, 2014. "Consumer confidence and consumption forecast: a non-parametric approach," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 41(1), pages 37-52, February.
    39. Kavonius, Ilja Kristian & Honkkila, Juha, 2013. "Micro and macro analysis on household income, wealth and saving in the euro area," Working Paper Series 1619, European Central Bank.
    40. Daniel Cooper & Karen Dynan, 2016. "Wealth Effects And Macroeconomic Dynamics," Journal of Economic Surveys, Wiley Blackwell, vol. 30(1), pages 34-55, February.
    41. Ángel Estrada & Eva Valdeolivas & Javier Vallés & Daniel Garrote, 2014. "Household debt and uncertainty: Private consumption after the Great Recession," Working Papers 1415, Banco de España.
    42. Karl Whelan & Filippo Altissimo & Evaggelia Georgiou & Teresa Sastre & Maria Teresa Valderrama & Gabriel Sterne & Marc Stocker & Mark Weth & Alpo Willman, 2005. "Wealth and asset price effects on economic activity," Open Access publications 10197/210, School of Economics, University College Dublin.
    43. Yun K. Kim & Mark Setterfield & Yuan Mei, 2015. "Aggregate consumption and debt accumulation: an empirical examination of US household behaviour," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 39(1), pages 93-112.
    44. Albuquerque, Bruno & Baumann, Ursel & Seitz, Franz, 2016. "What does money and credit tell us about real activity in the United States?," The North American Journal of Economics and Finance, Elsevier, vol. 37(C), pages 328-347.
    45. Guerrieri, Cinzia & Mendicino, Caterina, 2018. "Wealth effects in the euro area," Working Paper Series 2157, European Central Bank.
    46. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    47. Llussá, Fernanda & Tavares, José, 2011. "Which terror at which cost? On the economic consequences of terrorist attacks," Economics Letters, Elsevier, vol. 110(1), pages 52-55, January.
    48. Clovis Kerdrain, 2011. "How Important is Wealth for Explaining Household Consumption Over the Recent Crisis?: An Empirical Study for the United States, Japan and the Euro Area," OECD Economics Department Working Papers 869, OECD Publishing.
    49. Saikkonen, Pentti, 1991. "Asymptotically Efficient Estimation of Cointegration Regressions," Econometric Theory, Cambridge University Press, vol. 7(1), pages 1-21, March.
    50. Servaas Deroose (Editor), 2006. "Assessing the factors of resilience of private consumption in the euro area," European Economy - Economic Papers 2008 - 2015 252, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    51. Ray Barrell & E. Philip Davis, 2007. "Financial Liberalisation, Consumption And Wealth Effects In Seven Oecd Countries," Scottish Journal of Political Economy, Scottish Economic Society, vol. 54(2), pages 254-267, May.
    52. Muellbauer, John & Geiger, Felix & Rupprecht, Manuel, 2016. "The housing market, household portfolios and the German consumer," Working Paper Series 1904, European Central Bank.
    53. Gabriel Fagan & Julian Morgan (ed.), 2005. "Econometric Models of the Euro-area Central Banks," Books, Edward Elgar Publishing, number 3918.
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    4. Konstantina Manou & Panagiotis Palaios & Evangelia Papapetrou, 2021. "Housing wealth, household debt, and financial assets: Are there implications for consumption?," Empirical Economics, Springer, vol. 61(3), pages 1253-1279, September.

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    More about this item

    Keywords

    Thick modelling; Private consumption; Income; Wealth;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • E27 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Forecasting and Simulation: Models and Applications

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